From 47345248827f426038098d016ed11975021b4919 Mon Sep 17 00:00:00 2001 From: Albert Jin Date: Thu, 9 May 2024 17:34:37 +0800 Subject: [PATCH 01/18] opencl : alignment size converted from bits to bytes (#7090) * opencl alignment size should be converted from bits to bytes Reference: https://registry.khronos.org/OpenCL/specs/3.0-unified/html/OpenCL_API.html#CL_DEVICE_MEM_BASE_ADDR_ALIGN > Alignment requirement (in bits) for sub-buffer offsets. * Update ggml-opencl.cpp for readability using division instead of shift Co-authored-by: Jared Van Bortel --------- Co-authored-by: Jared Van Bortel --- ggml-opencl.cpp | 1 + 1 file changed, 1 insertion(+) diff --git a/ggml-opencl.cpp b/ggml-opencl.cpp index b3f8b7eaf..880a14958 100644 --- a/ggml-opencl.cpp +++ b/ggml-opencl.cpp @@ -2119,6 +2119,7 @@ static size_t ggml_backend_opencl_buffer_type_get_alignment(ggml_backend_buffer_ if (alignment == (cl_uint)-1) { ggml_cl_init(); clGetDeviceInfo(device, CL_DEVICE_MEM_BASE_ADDR_ALIGN, sizeof(cl_uint), &alignment, NULL); + alignment /= 8; // bits to bytes } return alignment; From 22842164bcae3251b81ad9e497a16ef66833cb9e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Thu, 9 May 2024 12:56:00 +0200 Subject: [PATCH 02/18] gguf-py : add special token modification capability (#7166) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Add special token modification capability To be able to fix/amend special tokens in a GGUF let's add two new arguments: * `--special-token ` where `` can be bos, eos, prefix, middle, etc. while `` is the token value, f.ex. `"<｜fim▁begin｜>"` * `--special-token-by-id ` where `` is the ID of the token, f.ex. 32006 So, in order to f.ex. add fill-in-middle tokens to a GGUF you would do the following: ```bash python3 gguf-new-metadata.py input.gguf output.gguf --special-token prefix "<｜fim▁begin｜>" --special-token middle "<｜fim▁hole｜>" --special-token suffix "<｜fim▁end｜>" ``` * improve help text * flake-- * fix multiple tokens warning * make script executable * switch to namedtuple, no need to dataclass * typing++ * add progress bar * Add special token modification capability To be able to fix/amend special tokens in a GGUF let's add two new arguments: * `--special-token ` where `` can be bos, eos, prefix, middle, etc. while `` is the token value, f.ex. `"<｜fim▁begin｜>"` * `--special-token-by-id ` where `` is the ID of the token, f.ex. 32006 So, in order to f.ex. add fill-in-middle tokens to a GGUF you would do the following: ```bash gguf-new-metadata.py input.gguf output.gguf --special-token prefix "<｜fim▁begin｜>" --special-token middle "<｜fim▁end｜>" --special-token suffix "<｜fim▁hole｜>" ``` (yes, fim_end is the `middle` token, because completion is a `prefix`/`suffix`/`middle` sequence (where `middle` is unfilled)) or ```bash gguf-new-metadata.py input.gguf output.gguf --special-token prefix "" --special-token middle "" --special-token suffix "" ``` etc... NB: The tokens have to exist already, trying to add non-existent token name/IDs will be ignored (with a warning), while non-existent values will fail (with an error). * improve help text * flake-- * fix multiple tokens warning * make script executable * switch to namedtuple, no need to dataclass * typing++ * add progress bar * fail on invalid token id --- gguf-py/scripts/gguf-new-metadata.py | 92 ++++++++++++++++++++++------ 1 file changed, 72 insertions(+), 20 deletions(-) mode change 100644 => 100755 gguf-py/scripts/gguf-new-metadata.py diff --git a/gguf-py/scripts/gguf-new-metadata.py b/gguf-py/scripts/gguf-new-metadata.py old mode 100644 new mode 100755 index c8e3a83df..63d3c5d8f --- a/gguf-py/scripts/gguf-new-metadata.py +++ b/gguf-py/scripts/gguf-new-metadata.py @@ -7,7 +7,8 @@ import json from pathlib import Path import numpy as np -from typing import Any, Sequence +from tqdm import tqdm +from typing import Any, Sequence, NamedTuple # Necessary to load the local gguf package if "NO_LOCAL_GGUF" not in os.environ and (Path(__file__).parent.parent.parent / 'gguf-py').exists(): @@ -18,6 +19,12 @@ import gguf logger = logging.getLogger("gguf-new-metadata") +class MetadataDetails(NamedTuple): + type: gguf.GGUFValueType + value: Any + description: str = '' + + def get_byteorder(reader: gguf.GGUFReader) -> gguf.GGUFEndian: if np.uint32(1) == np.uint32(1).newbyteorder("<"): # Host is little endian @@ -59,7 +66,16 @@ def get_field_data(reader: gguf.GGUFReader, key: str) -> Any: return decode_field(field) -def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new_metadata: dict[str, str], remove_metadata: Sequence[str]) -> None: +def find_token(token_list: Sequence[int], token: str) -> Sequence[int]: + token_ids = [index for index, value in enumerate(token_list) if value == token] + + if len(token_ids) == 0: + raise LookupError(f'Unable to find "{token}" in token list!') + + return token_ids + + +def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new_metadata: dict[str, MetadataDetails], remove_metadata: Sequence[str]) -> None: for field in reader.fields.values(): # Suppress virtual fields and fields written by GGUFWriter if field.name == gguf.Keys.General.ARCHITECTURE or field.name.startswith('GGUF.'): @@ -75,54 +91,64 @@ def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new logger.debug(f'Removing {field.name}') continue - old_val = decode_field(field) + old_val = MetadataDetails(field.types[0], decode_field(field)) val = new_metadata.get(field.name, old_val) if field.name in new_metadata: - logger.debug(f'Modifying {field.name}: "{old_val}" -> "{val}"') + logger.debug(f'Modifying {field.name}: "{old_val.value}" -> "{val.value}" {val.description}') del new_metadata[field.name] - elif val is not None: + elif val.value is not None: logger.debug(f'Copying {field.name}') - if val is not None: + if val.value is not None: writer.add_key(field.name) - writer.add_val(val, field.types[0]) + writer.add_val(val.value, val.type) if gguf.Keys.Tokenizer.CHAT_TEMPLATE in new_metadata: logger.debug('Adding chat template(s)') - writer.add_chat_template(new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE]) + writer.add_chat_template(new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE].value) del new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] - # TODO: Support other types than string? for key, val in new_metadata.items(): - logger.debug(f'Adding {key}: {val}') + logger.debug(f'Adding {key}: "{val.value}" {val.description}') writer.add_key(key) - writer.add_val(val, gguf.GGUFValueType.STRING) + writer.add_val(val.value, val.type) + + total_bytes = 0 for tensor in reader.tensors: + total_bytes += tensor.n_bytes # Dimensions are written in reverse order, so flip them first shape = np.flipud(tensor.shape).tolist() writer.add_tensor_info(tensor.name, shape, tensor.data.dtype, tensor.data.nbytes, tensor.tensor_type) + bar = tqdm(desc="Writing", total=total_bytes, unit="byte", unit_scale=True) + writer.write_header_to_file() writer.write_kv_data_to_file() writer.write_ti_data_to_file() for tensor in reader.tensors: writer.write_tensor_data(tensor.data) + bar.update(tensor.n_bytes) writer.close() def main() -> None: + tokenizer_metadata = (getattr(gguf.Keys.Tokenizer, n) for n in gguf.Keys.Tokenizer.__dict__.keys() if not n.startswith('_')) + token_names = dict((n.split('.')[-1][:-len('_token_id')], n) for n in tokenizer_metadata if n.endswith('_token_id')) + parser = argparse.ArgumentParser(description="Make a copy of a GGUF file with new metadata") parser.add_argument("input", type=Path, help="GGUF format model input filename") parser.add_argument("output", type=Path, help="GGUF format model output filename") - parser.add_argument("--general-name", type=str, help="The models general.name") - parser.add_argument("--general-description", type=str, help="The models general.description") - parser.add_argument("--chat-template", type=str, help="Chat template string (or JSON string containing templates)") - parser.add_argument("--chat-template-config", type=Path, help="Config file (tokenizer_config.json) containing chat template(s)") - parser.add_argument("--remove-metadata", action="append", type=str, help="Remove metadata (by key name) from output model") + parser.add_argument("--general-name", type=str, help="The models general.name", metavar='"name"') + parser.add_argument("--general-description", type=str, help="The models general.description", metavar='"Description ..."') + parser.add_argument("--chat-template", type=str, help="Chat template string (or JSON string containing templates)", metavar='"{% ... %} ..."') + parser.add_argument("--chat-template-config", type=Path, help="Config file containing chat template(s)", metavar='tokenizer_config.json') + parser.add_argument("--remove-metadata", action="append", type=str, help="Remove metadata (by key name) from output model", metavar='general.url') + parser.add_argument("--special-token", action="append", type=str, help="Special token by value", nargs=2, metavar=(' | '.join(token_names.keys()), '""')) + parser.add_argument("--special-token-by-id", action="append", type=str, help="Special token by id", nargs=2, metavar=(' | '.join(token_names.keys()), '0')) parser.add_argument("--force", action="store_true", help="Bypass warnings without confirmation") parser.add_argument("--verbose", action="store_true", help="Increase output verbosity") args = parser.parse_args(None if len(sys.argv) > 2 else ["--help"]) @@ -133,20 +159,20 @@ def main() -> None: remove_metadata = args.remove_metadata or [] if args.general_name: - new_metadata[gguf.Keys.General.NAME] = args.general_name + new_metadata[gguf.Keys.General.NAME] = MetadataDetails(gguf.GGUFValueType.STRING, args.general_name) if args.general_description: - new_metadata[gguf.Keys.General.DESCRIPTION] = args.general_description + new_metadata[gguf.Keys.General.DESCRIPTION] = MetadataDetails(gguf.GGUFValueType.STRING, args.general_description) if args.chat_template: - new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = json.loads(args.chat_template) if args.chat_template.startswith('[') else args.chat_template + new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = MetadataDetails(gguf.GGUFValueType.STRING, json.loads(args.chat_template) if args.chat_template.startswith('[') else args.chat_template) if args.chat_template_config: with open(args.chat_template_config, 'r') as fp: config = json.load(fp) template = config.get('chat_template') if template: - new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = template + new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = MetadataDetails(gguf.GGUFValueType.STRING, template) if remove_metadata: logger.warning('*** Warning *** Warning *** Warning **') @@ -166,6 +192,32 @@ def main() -> None: arch = get_field_data(reader, gguf.Keys.General.ARCHITECTURE) endianess = get_byteorder(reader) + token_list = get_field_data(reader, gguf.Keys.Tokenizer.LIST) or [] + + for name, token in args.special_token or []: + if name not in token_names: + logger.warning(f'Unknown special token "{name}", ignoring...') + else: + ids = find_token(token_list, token) + new_metadata[token_names[name]] = MetadataDetails(gguf.GGUFValueType.UINT32, ids[0], f'= {token}') + + if len(ids) > 1: + logger.warning(f'Multiple "{token}" tokens found, choosing ID {ids[0]}, use --special-token-by-id if you want another:') + logger.warning(', '.join(str(i) for i in ids)) + + for name, id_string in args.special_token_by_id or []: + if name not in token_names: + logger.warning(f'Unknown special token "{name}", ignoring...') + elif not id_string.isdecimal(): + raise LookupError(f'Token ID "{id_string}" is not a valid ID!') + else: + id_int = int(id_string) + + if id_int >= 0 and id_int < len(token_list): + new_metadata[token_names[name]] = MetadataDetails(gguf.GGUFValueType.UINT32, id_int, f'= {token_list[id_int]}') + else: + raise LookupError(f'Token ID {id_int} is not within token list!') + if os.path.isfile(args.output) and not args.force: logger.warning('*** Warning *** Warning *** Warning **') logger.warning(f'* The "{args.output}" GGUF file already exists, it will be overwritten!') From fd9f92b154850014146f61717cd292a59a5cee5a Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Thu, 9 May 2024 13:03:29 +0200 Subject: [PATCH 03/18] llama : update llama_timings.n_p_eval setting (#7160) This commit changes the value assigned to llama_timings.n_p_eval when ctx->n_p_eval is 0 to be 1 instead of 1 which is the current value. The motivation for this change is that if session caching is enabled, for example using the `--prompt-cache main-session.txt` command line argument for the main example, and if the same prompt is used then on subsequent runs, the prompt tokens will not actually be passed to llama_decode, and n_p_eval will not be updated by llama_synchoronize. But the value of n_p_eval will be set 1 by llama_get_timings because ctx->n_p_eval will be 0. This could be interpreted as 1 token was evaluated for the prompt which could be misleading for applications using this value. Signed-off-by: Daniel Bevenius --- llama.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/llama.cpp b/llama.cpp index 9c72d118f..806c20932 100644 --- a/llama.cpp +++ b/llama.cpp @@ -17879,7 +17879,7 @@ struct llama_timings llama_get_timings(struct llama_context * ctx) { /*.t_eval_ms =*/ 1e-3 * ctx->t_eval_us, /*.n_sample =*/ std::max(1, ctx->n_sample), - /*.n_p_eval =*/ std::max(1, ctx->n_p_eval), + /*.n_p_eval =*/ std::max(0, ctx->n_p_eval), /*.n_eval =*/ std::max(1, ctx->n_eval), }; From f31ec120bc36c6270e4948e6a065a7c4cfa0c404 Mon Sep 17 00:00:00 2001 From: Galunid Date: Thu, 9 May 2024 14:13:05 +0200 Subject: [PATCH 04/18] Add warning if token is invalid (#7173) --- convert-hf-to-gguf-update.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/convert-hf-to-gguf-update.py b/convert-hf-to-gguf-update.py index a26f45a5f..6fdb502f9 100755 --- a/convert-hf-to-gguf-update.py +++ b/convert-hf-to-gguf-update.py @@ -49,6 +49,10 @@ chktxt = '\n \n\n \n\n\n \t \t\t \t\n \n \n \n \n🚀 (normal) 😶‍ if len(sys.argv) == 2: token = sys.argv[1] + if not token.startswith("hf_"): + logger.info("Huggingface token seems invalid") + logger.info("Usage: python convert-hf-to-gguf-update.py ") + sys.exit(1) else: logger.info("Usage: python convert-hf-to-gguf-update.py ") sys.exit(1) From a743d76a01f23038b2c85af1e9048ee836767b44 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20G=C3=A4=C3=9Fler?= Date: Thu, 9 May 2024 14:32:02 +0200 Subject: [PATCH 05/18] CUDA: generalize FP16 fattn vec kernel (#7061) * CUDA: generalize FP16 fattn vec kernel * disable unsupported head sizes for AMD in test * try AMD fix * fix batch size 2-8 * partially revert changes --- ggml-cuda/common.cuh | 252 +++++++++++++++------------- ggml-cuda/fattn.cu | 331 ++++++++++++++++++++++++++----------- llama.cpp | 7 - tests/test-backend-ops.cpp | 4 + 4 files changed, 374 insertions(+), 220 deletions(-) diff --git a/ggml-cuda/common.cuh b/ggml-cuda/common.cuh index a4197f11b..44e67e040 100644 --- a/ggml-cuda/common.cuh +++ b/ggml-cuda/common.cuh @@ -234,122 +234,6 @@ typedef float dfloat; // dequantize float typedef float2 dfloat2; #endif //GGML_CUDA_F16 -[[noreturn]] -static __device__ void no_device_code( - const char * file_name, const int line, const char * function_name, const int arch, const char * arch_list) { - -#if defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) - printf("%s:%d: ERROR: HIP kernel %s has no device code compatible with HIP arch %d.\n", - file_name, line, function_name, arch); - GGML_UNUSED(arch_list); -#else - printf("%s:%d: ERROR: CUDA kernel %s has no device code compatible with CUDA arch %d. ggml-cuda.cu was compiled for: %s\n", - file_name, line, function_name, arch, arch_list); -#endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) - __trap(); - - GGML_UNUSED(no_device_code); // suppress unused function warning -} - -#ifdef __CUDA_ARCH__ -#define NO_DEVICE_CODE no_device_code(__FILE__, __LINE__, __FUNCTION__, __CUDA_ARCH__, STRINGIZE(__CUDA_ARCH_LIST__)) -#else -#define NO_DEVICE_CODE //GGML_ASSERT(false && "NO_DEVICE_CODE not valid in host code.") -#endif // __CUDA_ARCH__ - -static __device__ __forceinline__ float warp_reduce_sum(float x) { -#pragma unroll - for (int mask = 16; mask > 0; mask >>= 1) { - x += __shfl_xor_sync(0xffffffff, x, mask, 32); - } - return x; -} - -static __device__ __forceinline__ float2 warp_reduce_sum(float2 a) { -#pragma unroll - for (int mask = 16; mask > 0; mask >>= 1) { - a.x += __shfl_xor_sync(0xffffffff, a.x, mask, 32); - a.y += __shfl_xor_sync(0xffffffff, a.y, mask, 32); - } - return a; -} - -static __device__ __forceinline__ half2 warp_reduce_sum(half2 a) { -#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= CC_PASCAL -#pragma unroll - for (int mask = 16; mask > 0; mask >>= 1) { - a = __hadd2(a, __shfl_xor_sync(0xffffffff, a, mask, 32)); - } - return a; -#else - GGML_UNUSED(a); - NO_DEVICE_CODE; -#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= CC_PASCAL -} - -static __device__ __forceinline__ float warp_reduce_max(float x) { -#pragma unroll - for (int mask = 16; mask > 0; mask >>= 1) { - x = fmaxf(x, __shfl_xor_sync(0xffffffff, x, mask, 32)); - } - return x; -} - -static __device__ __forceinline__ half ggml_cuda_hmax(const half a, const half b) { -#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) - -#if CUDART_VERSION >= CUDART_HMAX - return __hmax(a, b); -#else - return __half2float(a) > __half2float(b) ? a : b; -#endif // CUDART_VERSION >= CUDART_HMAX - -#else - GGML_UNUSED(a); - GGML_UNUSED(b); - NO_DEVICE_CODE; -#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && CUDART_VERSION < CUDART_HMAX -} -static __device__ __forceinline__ half2 ggml_cuda_hmax2(const half2 a, const half2 b) { -#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) - -#if CUDART_VERSION >= CUDART_HMAX - return __hmax2(a, b); -#else - half2 ret; - reinterpret_cast(ret.x) = __low2float(a) > __low2float(b) ? __low2half(a) : __low2half(b); - reinterpret_cast(ret.y) = __high2float(a) > __high2float(b) ? __high2half(a) : __high2half(b); - return ret; -#endif // CUDART_VERSION >= CUDART_HMAX - -#else - GGML_UNUSED(a); - GGML_UNUSED(b); - NO_DEVICE_CODE; -#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && CUDART_VERSION < CUDART_HMAX -} - -static __device__ __forceinline__ half2 warp_reduce_max(half2 x) { -#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= CC_PASCAL -#pragma unroll - for (int mask = 16; mask > 0; mask >>= 1) { - x = ggml_cuda_hmax2(x, __shfl_xor_sync(0xffffffff, x, mask, 32)); - } - return x; -#else - GGML_UNUSED(x); - NO_DEVICE_CODE; -#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= CC_PASCAL -} - -#if CUDART_VERSION < CUDART_HMASK -static __device__ __forceinline__ uint32_t __hgt2_mask(const half2 a, const half2 b) { - const uint32_t mask_low = 0x0000FFFF * (float( __low2half(a)) > float( __low2half(b))); - const uint32_t mask_high = 0xFFFF0000 * (float(__high2half(a)) > float(__high2half(b))); - return mask_low | mask_high; -} -#endif // CUDART_VERSION < 12000 - #if defined(GGML_USE_HIPBLAS) #define __CUDA_ARCH__ 1300 @@ -433,11 +317,143 @@ static __device__ __forceinline__ int __dp4a(const int a, const int b, int c) { } #endif // defined(GGML_USE_HIPBLAS) -#define FP16_AVAILABLE defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) ? \ - defined(RDNA1) || defined(RDNA2) || defined(RDNA3) : __CUDA_ARCH__ >= CC_PASCAL +#define FP16_AVAILABLE (defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) || __CUDA_ARCH__ >= CC_PASCAL #define FP16_MMA_AVAILABLE !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= CC_VOLTA +static bool fp16_mma_available(const int cc) { + return cc < CC_OFFSET_AMD && cc >= CC_VOLTA; +} + +[[noreturn]] +static __device__ void no_device_code( + const char * file_name, const int line, const char * function_name, const int arch, const char * arch_list) { + +#if defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) + printf("%s:%d: ERROR: HIP kernel %s has no device code compatible with HIP arch %d.\n", + file_name, line, function_name, arch); + GGML_UNUSED(arch_list); +#else + printf("%s:%d: ERROR: CUDA kernel %s has no device code compatible with CUDA arch %d. ggml-cuda.cu was compiled for: %s\n", + file_name, line, function_name, arch, arch_list); +#endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) + __trap(); + + GGML_UNUSED(no_device_code); // suppress unused function warning +} + +#ifdef __CUDA_ARCH__ +#define NO_DEVICE_CODE no_device_code(__FILE__, __LINE__, __FUNCTION__, __CUDA_ARCH__, STRINGIZE(__CUDA_ARCH_LIST__)) +#else +#define NO_DEVICE_CODE //GGML_ASSERT(false && "NO_DEVICE_CODE not valid in host code.") +#endif // __CUDA_ARCH__ + +static __device__ __forceinline__ float warp_reduce_sum(float x) { +#pragma unroll + for (int mask = 16; mask > 0; mask >>= 1) { + x += __shfl_xor_sync(0xffffffff, x, mask, 32); + } + return x; +} + +static __device__ __forceinline__ float2 warp_reduce_sum(float2 a) { +#pragma unroll + for (int mask = 16; mask > 0; mask >>= 1) { + a.x += __shfl_xor_sync(0xffffffff, a.x, mask, 32); + a.y += __shfl_xor_sync(0xffffffff, a.y, mask, 32); + } + return a; +} + +static __device__ __forceinline__ half2 warp_reduce_sum(half2 a) { +#if FP16_AVAILABLE + +#if defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) +#pragma unroll + for (int mask = 16; mask > 0; mask >>= 1) { + const half2 a_other = __shfl_xor_sync(0xffffffff, a, mask, 32); + reinterpret_cast(a.x) += __low2half(a_other); + reinterpret_cast(a.y) += __high2half(a_other); + } + return a; +#else +#pragma unroll + for (int mask = 16; mask > 0; mask >>= 1) { + a = __hadd2(a, __shfl_xor_sync(0xffffffff, a, mask, 32)); + } + return a; +#endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) + +#else + NO_DEVICE_CODE; + return a; +#endif // FP16_AVAILABLE +} + +static __device__ __forceinline__ float warp_reduce_max(float x) { +#pragma unroll + for (int mask = 16; mask > 0; mask >>= 1) { + x = fmaxf(x, __shfl_xor_sync(0xffffffff, x, mask, 32)); + } + return x; +} + +static __device__ __forceinline__ half ggml_cuda_hmax(const half a, const half b) { +#if FP16_AVAILABLE + +#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && CUDART_VERSION < CUDART_HMAX + return __float2half(fmaxf(__half2float(a), __half2float(b))); +#else + return __hmax(a, b); +#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && CUDART_VERSION < CUDART_HMAX + +#else + NO_DEVICE_CODE; + GGML_UNUSED(b); + return a; +#endif // FP16_AVAILABLE +} + +static __device__ __forceinline__ half2 ggml_cuda_hmax2(const half2 a, const half2 b) { +#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) + +#if CUDART_VERSION >= CUDART_HMAX + return __hmax2(a, b); +#else + half2 ret; + reinterpret_cast(ret.x) = __float2half(fmaxf( __low2float(a), __low2float(b))); + reinterpret_cast(ret.y) = __float2half(fmaxf(__high2float(a), __high2float(b))); + return ret; +#endif // CUDART_VERSION >= CUDART_HMAX + +#else + GGML_UNUSED(a); + GGML_UNUSED(b); + NO_DEVICE_CODE; +#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) +} + +static __device__ __forceinline__ half2 warp_reduce_max(half2 x) { +#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= CC_PASCAL +#pragma unroll + for (int mask = 16; mask > 0; mask >>= 1) { + x = ggml_cuda_hmax2(x, __shfl_xor_sync(0xffffffff, x, mask, 32)); + } + return x; +#else + GGML_UNUSED(x); + NO_DEVICE_CODE; +#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= CC_PASCAL +} + +#if CUDART_VERSION < CUDART_HMASK +static __device__ __forceinline__ uint32_t __hgt2_mask(const half2 a, const half2 b) { + const uint32_t mask_low = 0x0000FFFF * (float( __low2half(a)) > float( __low2half(b))); + const uint32_t mask_high = 0xFFFF0000 * (float(__high2half(a)) > float(__high2half(b))); + return mask_low | mask_high; +} +#endif // CUDART_VERSION < 12000 + // TODO: move to ggml-common.h static const __device__ int8_t kvalues_iq4nl[16] = {-127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113}; diff --git a/ggml-cuda/fattn.cu b/ggml-cuda/fattn.cu index c8a11d173..7c486f482 100644 --- a/ggml-cuda/fattn.cu +++ b/ggml-cuda/fattn.cu @@ -11,8 +11,10 @@ #define HALF_MAX_HALF __float2half(65504.0f/2) // Use neg. of this instead of -INFINITY to initialize KQ max vals to avoid NaN upon subtraction. #define SOFTMAX_FTZ_THRESHOLD -20.0f // Softmax exp. of values smaller than this are flushed to zero to avoid NaNs. -template // D == head size -__launch_bounds__(((D + WARP_SIZE - 1) / WARP_SIZE)*WARP_SIZE, 1) +template // D == head size +#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) +__launch_bounds__(D, 1) +#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) static __global__ void flash_attn_vec_ext_f16( const char * __restrict__ Q, const char * __restrict__ K, @@ -44,55 +46,77 @@ static __global__ void flash_attn_vec_ext_f16( #if FP16_AVAILABLE //In this kernel Q, K, V are matrices while i, j, k are matrix indices. - const int ic = blockIdx.x / parallel_blocks; // Index of the Q/QKV column to work on. - const int ip = blockIdx.x % parallel_blocks; // Index in group of blocks running for the same column in parallel. + const int ic0 = (blockIdx.x / parallel_blocks) * ncols; // Index of the Q/QKV column to work on. + const int ip = blockIdx.x % parallel_blocks; // Index in group of blocks running for the same column in parallel. const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix. - const float2 * Q_f2 = (const float2 *) (Q + nb02* blockIdx.y + nb01*ic); + const float2 * Q_f2 = (const float2 *) (Q + nb02* blockIdx.y + nb01*ic0); const half2 * K_h2 = (const half2 *) (K + nb12*(blockIdx.y / gqa_ratio)); const half * V_h = (const half *) (V + nb12*(blockIdx.y / gqa_ratio)); // K and V have same shape - const half * maskh = (const half *) mask + ne11*ic; + const half * maskh = (const half *) mask + ne11*ic0; const int stride_KV = nb11 / sizeof(half); const int stride_KV2 = nb11 / sizeof(half2); - constexpr int nwarps = (D + WARP_SIZE - 1) / WARP_SIZE; + static_assert(D % (2*WARP_SIZE) == 0, "D not divisible by 2*WARP_SIZE == 64."); + constexpr int nwarps = D / WARP_SIZE; const int tid = WARP_SIZE*threadIdx.y + threadIdx.x; - __builtin_assume(tid < nwarps*WARP_SIZE); + __builtin_assume(tid < D); - __shared__ half KQ[nwarps*WARP_SIZE]; - KQ[tid] = -INFINITY; + __shared__ half KQ[ncols*D]; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + KQ[j*D + tid] = -HALF_MAX_HALF; + } half2 * KQ2 = (half2 *) KQ; - half kqmax = -HALF_MAX_HALF; - half kqsum = 0.0f; + half kqmax[ncols]; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + kqmax[j] = -HALF_MAX_HALF; + } + half kqsum[ncols] = {0.0f}; - __shared__ half kqmax_shared[WARP_SIZE]; - __shared__ half kqsum_shared[WARP_SIZE]; - if (threadIdx.y == 0) { - kqmax_shared[threadIdx.x] = -HALF_MAX_HALF; - kqsum_shared[threadIdx.x] = 0.0f; + __shared__ half kqmax_shared[ncols][WARP_SIZE]; + __shared__ half kqsum_shared[ncols][WARP_SIZE]; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + if (threadIdx.y == 0) { + kqmax_shared[j][threadIdx.x] = -HALF_MAX_HALF; + kqsum_shared[j][threadIdx.x] = 0.0f; + } } __syncthreads(); // Convert Q to half2 and store in registers: - half2 Q_h2[(D/2 + WARP_SIZE - 1) / WARP_SIZE]; + half2 Q_h2[ncols][D/(2*WARP_SIZE)]; #pragma unroll - for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; - if (i0 + WARP_SIZE > D/2 && i >= D/2) { - break; - } + for (int j = 0; j < ncols; ++j) { +#pragma unroll + for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - Q_h2[i0/WARP_SIZE] = make_half2(scale, scale) * make_half2(Q_f2[i].x, Q_f2[i].y); + const float2 tmp = Q_f2[j*(nb01/sizeof(float2)) + i]; + Q_h2[j][i0/WARP_SIZE] = make_half2(scale, scale) * make_half2(tmp.x, tmp.y); + } } - half2 VKQ = make_half2(0.0f, 0.0f); // Each thread calculates a single VKQ value. + half2 VKQ[ncols] = {{0.0f, 0.0f}}; - const int k_start = parallel_blocks == 1 ? 0 : ip*D; + const int k_start = parallel_blocks == 1 ? 0 : ip*D; for (int k_VKQ_0 = k_start; k_VKQ_0 < ne11; k_VKQ_0 += parallel_blocks*D) { // Calculate KQ tile and keep track of new maximum KQ values: - half kqmax_new = kqmax; + + // For unknown reasons using a half array of size 1 for kqmax_new causes a performance regression, + // see https://github.com/ggerganov/llama.cpp/pull/7061 . + // Therefore this variable is defined twice but only used once (so that the compiler can optimize out the unused variable). + half kqmax_new = kqmax[0]; + half kqmax_new_arr[ncols]; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + kqmax_new_arr[j] = kqmax[j]; + } + #pragma unroll for (int i_KQ_0 = 0; i_KQ_0 < D; i_KQ_0 += nwarps) { const int i_KQ = i_KQ_0 + threadIdx.y; @@ -101,89 +125,112 @@ static __global__ void flash_attn_vec_ext_f16( break; } - half2 sum2 = make_half2(0.0f, 0.0f); + half2 sum2[ncols] = {{0.0f, 0.0f}}; #pragma unroll for (int k_KQ_0 = 0; k_KQ_0 < D/2; k_KQ_0 += WARP_SIZE) { const int k_KQ = k_KQ_0 + threadIdx.x; - if (k_KQ_0 + WARP_SIZE > D/2 && k_KQ >= D/2) { - break; - } const half2 K_ik = K_h2[(k_VKQ_0 + i_KQ)*stride_KV2 + k_KQ]; - sum2 += K_ik * Q_h2[k_KQ_0/WARP_SIZE]; - } - - sum2 = warp_reduce_sum(sum2); - half sum = __low2half(sum2) + __high2half(sum2); - sum += mask ? maskh[k_VKQ_0 + i_KQ] : __float2half(0.0f); - kqmax_new = ggml_cuda_hmax(kqmax_new, sum); - if (threadIdx.x == 0) { - KQ[i_KQ] = sum; - } - } - - kqmax_new = warp_reduce_max(kqmax_new); - if (threadIdx.x == 0) { - kqmax_shared[threadIdx.y] = kqmax_new; - } - __syncthreads(); - kqmax_new = kqmax_shared[threadIdx.x]; - kqmax_new = warp_reduce_max(kqmax_new); - - const half KQ_max_scale = hexp(kqmax - kqmax_new); - kqmax = kqmax_new; - - const half val = hexp(KQ[tid] - kqmax); - kqsum = kqsum*KQ_max_scale + val; - KQ[tid] = val; - - VKQ *= __half2half2(KQ_max_scale); - - __syncthreads(); - - if (tid < D) { #pragma unroll - for (int k0 = 0; k0 < D; k0 += 2) { - if (FATTN_KQ_STRIDE % D != 0 && k_VKQ_0 + k0 >= ne11) { - break; + for (int j = 0; j < ncols; ++j) { + sum2[j] += K_ik * Q_h2[j][k_KQ_0/WARP_SIZE]; + } + } + +#pragma unroll + for (int j = 0; j < ncols; ++j) { + sum2[j] = warp_reduce_sum(sum2[j]); + half sum = __low2half(sum2[j]) + __high2half(sum2[j]); + sum += mask ? maskh[j*ne11 + k_VKQ_0 + i_KQ] : __float2half(0.0f); + + if (ncols == 1) { + kqmax_new = ggml_cuda_hmax(kqmax_new, sum); + } else { + kqmax_new_arr[j] = ggml_cuda_hmax(kqmax_new_arr[j], sum); } - half2 V_k; - reinterpret_cast(V_k.x) = V_h[(k_VKQ_0 + k0 + 0)*stride_KV + tid]; - reinterpret_cast(V_k.y) = V_h[(k_VKQ_0 + k0 + 1)*stride_KV + tid]; - VKQ += V_k*KQ2[k0/2]; + if (threadIdx.x == 0) { + KQ[j*D + i_KQ] = sum; + } + } + } + +#pragma unroll + for (int j = 0; j < ncols; ++j) { + half kqmax_new_j = ncols == 1 ? kqmax_new : kqmax_new_arr[j]; + + kqmax_new_j = warp_reduce_max(kqmax_new_j); + if (threadIdx.x == 0) { + kqmax_shared[j][threadIdx.y] = kqmax_new_j; + } + } + + __syncthreads(); + +#pragma unroll + for (int j = 0; j < ncols; ++j) { + half kqmax_new_j = kqmax_shared[j][threadIdx.x]; + kqmax_new_j = warp_reduce_max(kqmax_new_j); + + const half KQ_max_scale = hexp(kqmax[j] - kqmax_new_j); + kqmax[j] = kqmax_new_j; + + const half val = hexp(KQ[j*D + tid] - kqmax[j]); + kqsum[j] = kqsum[j]*KQ_max_scale + val; + KQ[j*D + tid] = val; + + VKQ[j] *= __half2half2(KQ_max_scale); + } + + __syncthreads(); + +#pragma unroll + for (int k0 = 0; k0 < D; k0 += 2) { + if (FATTN_KQ_STRIDE % D != 0 && k_VKQ_0 + k0 >= ne11) { + break; + } + + half2 V_k; + reinterpret_cast(V_k.x) = V_h[(k_VKQ_0 + k0 + 0)*stride_KV + tid]; + reinterpret_cast(V_k.y) = V_h[(k_VKQ_0 + k0 + 1)*stride_KV + tid]; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + VKQ[j] += V_k*KQ2[j*(D/2) + k0/2]; } } __syncthreads(); } - if (tid >= D) { - kqsum = 0.0f; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + kqsum[j] = warp_reduce_sum(kqsum[j]); + if (threadIdx.x == 0) { + kqsum_shared[j][threadIdx.y] = kqsum[j]; + } } - kqsum = warp_reduce_sum(kqsum); - if (threadIdx.x == 0) { - kqsum_shared[threadIdx.y] = kqsum; - } __syncthreads(); - kqsum = kqsum_shared[threadIdx.x]; - kqsum = warp_reduce_sum(kqsum); - if (tid >= D) { - return; +#pragma unroll + for (int j_VKQ = 0; j_VKQ < ncols; ++j_VKQ) { + kqsum[j_VKQ] = kqsum_shared[j_VKQ][threadIdx.x]; + kqsum[j_VKQ] = warp_reduce_sum(kqsum[j_VKQ]); + + half dst_val = (__low2half(VKQ[j_VKQ]) + __high2half(VKQ[j_VKQ])); + if (parallel_blocks == 1) { + dst_val /= kqsum[j_VKQ]; + } + const int j_dst = (ic0 + j_VKQ)*parallel_blocks + ip; + dst[j_dst*D*gridDim.y + D*blockIdx.y + tid] = dst_val; } - half dst_val = (__low2half(VKQ) + __high2half(VKQ)); - if (parallel_blocks == 1) { - dst_val /= kqsum; + if (parallel_blocks != 1 && tid != 0) { +#pragma unroll + for (int j = 0; j < ncols; ++j) { + dst_meta[(ic0 + j)*gridDim.y*parallel_blocks + blockIdx.y*parallel_blocks + ip] = make_float2(kqmax[j], kqsum[j]); + } } - dst[D*gridDim.y*blockIdx.x + D*blockIdx.y + tid] = dst_val; - - if (parallel_blocks == 1 || tid != 0) { - return; - } - dst_meta[ic*gridDim.y*parallel_blocks + blockIdx.y*parallel_blocks + ip] = make_float2(kqmax, kqsum); #else NO_DEVICE_CODE; #endif // FP16_AVAILABLE @@ -191,7 +238,9 @@ static __global__ void flash_attn_vec_ext_f16( // D == head size, VKQ_stride == num VKQ rows calculated in parallel: template +#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) __launch_bounds__(nwarps*WARP_SIZE, 1) +#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) static __global__ void flash_attn_ext_f16( const char * __restrict__ Q, const char * __restrict__ K, @@ -573,7 +622,9 @@ static __global__ void flash_attn_ext_f16( } template // D == head size +#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) __launch_bounds__(D, 1) +#endif // !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) static __global__ void flash_attn_combine_results( const float * __restrict__ VKQ_parts, const float2 * __restrict__ VKQ_meta, @@ -642,7 +693,7 @@ static_assert(get_VKQ_stride( 80, 1, 16) == 16, "Test failed."); static_assert(get_VKQ_stride( 80, 2, 16) == 16, "Test failed."); static_assert(get_VKQ_stride( 80, 4, 16) == 16, "Test failed."); -template void launch_fattn_vec_f16( +template void launch_fattn_vec_f16( const ggml_tensor * Q, const ggml_tensor * K, const ggml_tensor * V, ggml_tensor * KQV, const ggml_tensor * mask, ggml_cuda_pool & pool, cudaStream_t main_stream ) { @@ -656,13 +707,13 @@ template void launch_fattn_vec_f16( constexpr int nwarps = (D + WARP_SIZE - 1) / WARP_SIZE; const dim3 block_dim(WARP_SIZE, nwarps, 1); - const dim3 blocks_num(parallel_blocks*Q->ne[1], Q->ne[2], Q->ne[3]); + const dim3 blocks_num(parallel_blocks*((Q->ne[1] + cols_per_block - 1) / cols_per_block), Q->ne[2], Q->ne[3]); const int shmem = 0; float scale; memcpy(&scale, KQV->op_params, sizeof(float)); - flash_attn_vec_ext_f16 + flash_attn_vec_ext_f16 <<>> ( (const char *) Q->data, (const char *) K->data, @@ -783,10 +834,99 @@ void ggml_cuda_flash_attn_ext(ggml_backend_cuda_context & ctx, ggml_tensor * dst ggml_cuda_set_device(ctx.device); + const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc; const int nsm = ggml_cuda_info().devices[ggml_cuda_get_device()].nsm; const int32_t precision = KQV->op_params[1]; + if (!fp16_mma_available(cc)) { + GGML_ASSERT(precision == GGML_PREC_DEFAULT); + GGML_ASSERT(Q->ne[0] == 64 || Q->ne[0] == 128 && "FlashAttention without tensor cores only supports head sizes 64 and 128."); + + if (Q->ne[1] == 1) { + constexpr int cols_per_block = 1; + constexpr int parallel_blocks = 4; + switch (Q->ne[0]) { + case 64: + launch_fattn_vec_f16< 64, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + case 128: + launch_fattn_vec_f16<128, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + default: + GGML_ASSERT(false); + break; + } + return; + } + + if (Q->ne[1] == 2) { + constexpr int cols_per_block = 2; + constexpr int parallel_blocks = 4; + switch (Q->ne[0]) { + case 64: + launch_fattn_vec_f16< 64, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + case 128: + launch_fattn_vec_f16<128, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + default: + GGML_ASSERT(false); + break; + } + return; + } + + if (Q->ne[1] <= 4) { + constexpr int cols_per_block = 4; + constexpr int parallel_blocks = 4; + switch (Q->ne[0]) { + case 64: + launch_fattn_vec_f16< 64, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + case 128: + launch_fattn_vec_f16<128, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + default: + GGML_ASSERT(false); + break; + } + return; + } + + if (Q->ne[1] <= 8) { + constexpr int cols_per_block = 8; + constexpr int parallel_blocks = 4; + switch (Q->ne[0]) { + case 64: + launch_fattn_vec_f16< 64, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + case 128: + launch_fattn_vec_f16<128, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + default: + GGML_ASSERT(false); + break; + } + return; + } + + constexpr int cols_per_block = 8; + constexpr int parallel_blocks = 1; + switch (Q->ne[0]) { + case 64: + launch_fattn_vec_f16< 64, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + case 128: + launch_fattn_vec_f16<128, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + break; + default: + GGML_ASSERT(false); + break; + } + return; + } + if (precision != GGML_PREC_DEFAULT) { if (Q->ne[1] <= 32 || Q->ne[0] > 128) { constexpr int cols_per_block = 16; @@ -845,16 +985,17 @@ void ggml_cuda_flash_attn_ext(ggml_backend_cuda_context & ctx, ggml_tensor * dst } if (Q->ne[1] == 1 && Q->ne[0] % (2*WARP_SIZE) == 0) { + constexpr int cols_per_block = 1; constexpr int parallel_blocks = 4; switch (Q->ne[0]) { case 64: - launch_fattn_vec_f16< 64, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + launch_fattn_vec_f16< 64, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); break; case 128: - launch_fattn_vec_f16<128, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + launch_fattn_vec_f16<128, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); break; case 256: - launch_fattn_vec_f16<256, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); + launch_fattn_vec_f16<256, cols_per_block, parallel_blocks>(Q, K, V, KQV, mask, ctx.pool(), ctx.stream()); break; default: GGML_ASSERT(false); diff --git a/llama.cpp b/llama.cpp index 806c20932..7572f8d56 100644 --- a/llama.cpp +++ b/llama.cpp @@ -15519,13 +15519,6 @@ struct llama_context * llama_new_context_with_model( cparams.flash_attn = false; } -#ifdef GGML_USE_HIPBLAS - if (cparams.flash_attn) { - LLAMA_LOG_WARN("%s: flash_attn is not yet compatible with HIPBLAS builds - forcing off\n", __func__); - cparams.flash_attn = false; - } -#endif - if (params.seed == LLAMA_DEFAULT_SEED) { params.seed = time(NULL); } diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 41718e001..0d66de5d9 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -2175,7 +2175,11 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op test_cases.emplace_back(new test_timestep_embedding()); test_cases.emplace_back(new test_leaky_relu()); +#if defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) + for (int hs : { 64, 128, }) { // other head sizes not implemented +#else for (int hs : { 64, 80, 128, 256, }) { +#endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) for (int nh : { 32, }) { for (int kv : { 512, 1024, }) { for (int nb : { 1, 2, 4, 8, }) { From 43248e559472556f368988575d9fba906b3eb139 Mon Sep 17 00:00:00 2001 From: jaime-m-p <167997752+jaime-m-p@users.noreply.github.com> Date: Thu, 9 May 2024 15:30:44 +0200 Subject: [PATCH 06/18] llama3 custom regex split (#6965) * merged the changes from deepseeker models to main branch * Moved regex patterns to unicode.cpp and updated unicode.h * Moved header files * Resolved issues * added and refactored unicode_regex_split and related functions * Updated/merged the deepseek coder pr * Refactored code * Adding unicode regex mappings * Adding unicode regex function * Added needed functionality, testing remains * Fixed issues * Fixed issue with gpt2 regex custom preprocessor * unicode : fix? unicode_wstring_to_utf8 * lint : fix whitespaces * tests : add tokenizer tests for numbers * unicode : remove redundant headers * tests : remove and rename tokenizer test scripts * tests : add sample usage * gguf-py : reader prints warnings on duplicate keys * llama : towards llama3 tokenization support (wip) * unicode : shot in the dark to fix tests on Windows * unicode : first try custom implementations * convert : add "tokenizer.ggml.pre" GGUF KV (wip) * llama : use new pre-tokenizer type * convert : fix pre-tokenizer type writing * lint : fix * make : add test-tokenizer-0-llama-v3 * wip * models : add llama v3 vocab file * llama : adapt punctuation regex + add llama 3 regex * minor * unicode : set bomb * unicode : set bomb * unicode : always use std::wregex * unicode : support \p{N}, \p{L} and \p{P} natively * unicode : try fix windows * unicode : category support via std::regex * unicode : clean-up * unicode : simplify * llama3 custom regex split * convert : add convert-hf-to-gguf-update.py ggml-ci * lint : update * convert : add falcon ggml-ci * unicode : normalize signatures * lint : fix * lint : fix * convert : remove unused functions * convert : add comments * convert : exercise contractions ggml-ci * Using char32_t for codepoints * lint : fix * already exists unicode_tolower() * Typing * Restore BOM * cmake : refactor test targets * tests : refactor vocab tests ggml-ci * tests : add more vocabs and tests ggml-ci * unicode : cleanup * scripts : ignore new update script in check-requirements.sh * Fix merge * models : add phi-3, mpt, gpt-2, starcoder * tests : disable obsolete ggml-ci * tests : use faster bpe test ggml-ci * llama : more prominent warning for old BPE models * tests : disable test-tokenizer-1-bpe due to slowness ggml-ci * Move unused variable value * GPT2 custom regex split * Add alternative regex for custom aplit llama3 Co-authored-by: Georgi Gerganov * Style * Add bruteforce random tests for token encoding * wip: fixing unicode codepoint ranges * Fix merge * Unicode tables: separator, lowercase, uppercase and whitespace * llama3 custom regex split: fix \s * Restore BOM * Style * wip: generate NDF table * Ignore special tokens for testing * Clean gen-unicode-data.py * Refactor random tokenizer test * lint : fix * tests : add fail test for llama-bpe --------- Co-authored-by: Jaggzh Co-authored-by: Kazim Abrar Mahi Co-authored-by: Georgi Gerganov Co-authored-by: jaime-m-p <> --- convert-hf-to-gguf-update.py | 1 + llama.cpp | 2 +- scripts/gen-unicode-data.py | 78 +- tests/test-tokenizer-random.py | 295 ++++++++ unicode-data.cpp | 1262 ++++++++++++++++++++++---------- unicode-data.h | 1 + unicode.cpp | 374 +++++++--- unicode.h | 4 +- 8 files changed, 1468 insertions(+), 549 deletions(-) create mode 100644 tests/test-tokenizer-random.py diff --git a/convert-hf-to-gguf-update.py b/convert-hf-to-gguf-update.py index 6fdb502f9..e64687722 100755 --- a/convert-hf-to-gguf-update.py +++ b/convert-hf-to-gguf-update.py @@ -261,6 +261,7 @@ tests = [ "3333333", "33333333", "333333333", + # "Cửa Việt", # llama-bpe fails on this chktxt, ] diff --git a/llama.cpp b/llama.cpp index 7572f8d56..e7b3fd8b4 100644 --- a/llama.cpp +++ b/llama.cpp @@ -12488,7 +12488,7 @@ struct llm_tokenizer_wpm { continue; } code = unicode_tolower(code); - if (type == CODEPOINT_TYPE_WHITESPACE) { + if (type == CODEPOINT_TYPE_SEPARATOR) { code = ' '; } std::string s = unicode_cpt_to_utf8(code); diff --git a/scripts/gen-unicode-data.py b/scripts/gen-unicode-data.py index 977e65613..37d1e396c 100644 --- a/scripts/gen-unicode-data.py +++ b/scripts/gen-unicode-data.py @@ -1,31 +1,14 @@ import regex -def cpt_to_utf8_str(cpt): - if cpt <= 0xFF: - return bytes([cpt, 0, 0, 0]) - elif cpt <= 0xFFFF: - return bytes([cpt & 0xFF, cpt >> 8, 0, 0]) - elif cpt <= 0xFFFFFF: - return bytes([cpt & 0xFF, (cpt >> 8) & 0xFF, (cpt >> 16) & 0xFF, 0]) - else: - return bytes([cpt & 0xFF, (cpt >> 8) & 0xFF, (cpt >> 16) & 0xFF, cpt >> 24]) - - -def is_match(codepoint, regex_expr): - try: - res = regex.match(regex_expr, cpt_to_utf8_str(codepoint).decode('utf-32')) - return res is not None - except Exception: - return False - - def get_matches(regex_expr): + regex_expr_compiled = regex.compile(regex_expr) unicode_ranges = [] current_range = None for codepoint in range(0x110000): - if is_match(codepoint, regex_expr): + char = chr(codepoint) + if regex_expr_compiled.match(char): if current_range is None: current_range = [codepoint, codepoint] else: @@ -40,27 +23,42 @@ def get_matches(regex_expr): return unicode_ranges -def print_cat(cat, ranges): - print("const std::vector> unicode_ranges_{} = {{".format(cat)) # noqa: NP100 - cnt = 0 - for start, end in ranges: - if cnt % 4 != 0: - print(" ", end="") # noqa: NP100 - print("{{0x{:08X}, 0x{:08X}}},".format(start, end), end="") # noqa: NP100 - if cnt % 4 == 3: - print("") # noqa: NP100 - cnt += 1 - - if cnt % 4 != 0: - print("") # noqa: NP100 +def print_cat(mode, cat, ranges): + if mode == "range": + print("const std::vector> unicode_ranges_{} = {{".format(cat)) # noqa: NP100 + if mode == "map": + print("const std::map unicode_map_{} = {{".format(cat)) # noqa: NP100 + for i, values in enumerate(ranges): + end = ",\n" if (i % 4 == 3 or i + 1 == len(ranges)) else ", " + values = ["0x%08X" % value for value in values] + print("{" + ", ".join(values) + "}", end=end) # noqa: NP100 print("};") # noqa: NP100 print("") # noqa: NP100 -print_cat("number", get_matches(r'\p{N}')) -print_cat("letter", get_matches(r'\p{L}')) -print_cat("whitespace", get_matches(r'\p{Z}')) -print_cat("accent_mark", get_matches(r'\p{M}')) -print_cat("punctuation", get_matches(r'\p{P}')) -print_cat("symbol", get_matches(r'\p{S}')) -print_cat("control", get_matches(r'\p{C}')) +print_cat("range", "number", get_matches(r'\p{N}')) +print_cat("range", "letter", get_matches(r'\p{L}')) +print_cat("range", "separator", get_matches(r'\p{Z}')) +print_cat("range", "accent_mark", get_matches(r'\p{M}')) +print_cat("range", "punctuation", get_matches(r'\p{P}')) +print_cat("range", "symbol", get_matches(r'\p{S}')) +print_cat("range", "control", get_matches(r'\p{C}')) + +print_cat("range", "whitespace", get_matches(r'\s')) + + +map_lowercase = [] +map_uppercase = [] +for codepoint in range(0x110000): + char = chr(codepoint) + lower = ord(char.lower()[0]) + upper = ord(char.upper()[0]) + if codepoint != lower: + map_lowercase.append((codepoint, lower)) + if codepoint != upper: + map_uppercase.append((codepoint, upper)) +print_cat("map", "lowercase", map_lowercase) +print_cat("map", "uppercase", map_uppercase) + + +# TODO: generate unicode_map_nfd diff --git a/tests/test-tokenizer-random.py b/tests/test-tokenizer-random.py new file mode 100644 index 000000000..5b2ab8ef7 --- /dev/null +++ b/tests/test-tokenizer-random.py @@ -0,0 +1,295 @@ +# Test libllama tokenizer == AutoTokenizer. +# Brute force random tokens/text generation. +# +# Sample usage: +# +# python3 tests/test-tokenizer-random.py ./models/ggml-vocab-llama-bpe.gguf ./models/tokenizers/llama-bpe +# + +import time +import logging +import argparse +import subprocess +import random + +from typing import Iterator + +import cffi +from transformers import AutoTokenizer, PreTrainedTokenizerBase + +logger = logging.getLogger("test-tokenizer-random-bpe") + + +class LibLlama: + + DEFAULT_PATH_LLAMA_H = "./llama.h" + DEFAULT_PATH_LIBLLAMA = "./build/libllama.so" # CMakeLists.txt: BUILD_SHARED_LIBS ON + + def __init__(self, path_llama_h: str = None, path_libllama: str = None): + path_llama_h = path_llama_h or self.DEFAULT_PATH_LLAMA_H + path_libllama = path_libllama or self.DEFAULT_PATH_LIBLLAMA + (self.ffi, self.lib) = self._load_libllama_cffi(path_llama_h, path_libllama) + self.lib.llama_backend_init() + + def _load_libllama_cffi(self, path_llama_h: str, path_libllama: str): + cmd = ["gcc", "-E", "-P", "-D__restrict=", "-D__attribute__(x)=", "-D__asm__(x)=", path_llama_h] + res = subprocess.run(cmd, stdout=subprocess.PIPE) + assert (res.returncode == 0) + source = res.stdout.decode() + ffi = cffi.FFI() + if True: # workarounds for pycparser + source = "typedef struct { } __builtin_va_list;" + "\n" + source + source = source.replace("sizeof (int)", str(ffi.sizeof("int"))) + source = source.replace("sizeof (void *)", str(ffi.sizeof("void*"))) + source = source.replace("sizeof (size_t)", str(ffi.sizeof("size_t"))) + source = source.replace("sizeof(int32_t)", str(ffi.sizeof("int32_t"))) + ffi.cdef(source, override=True) + lib = ffi.dlopen(path_libllama) + return (ffi, lib) + + def model_default_params(self, **kwargs): + mparams = self.lib.llama_model_default_params() + for k, v in kwargs.items(): + setattr(mparams, k, v) + return mparams + + def context_default_params(self, **kwargs): + cparams = self.lib.llama_context_default_params() + for k, v in kwargs.items(): + setattr(cparams, k, v) + return cparams + + +class LibLlamaModel: + + def __init__(self, libllama: LibLlama, path_model: str, mparams={}, cparams={}): + self.lib = libllama.lib + self.ffi = libllama.ffi + if isinstance(mparams, dict): + mparams = libllama.model_default_params(**mparams) + self.model = self.lib.llama_load_model_from_file(path_model.encode(), mparams) + if not self.model: + raise RuntimeError("error: failed to load model '%s'" % path_model) + if isinstance(cparams, dict): + cparams = libllama.context_default_params(**cparams) + self.ctx = self.lib.llama_new_context_with_model(self.model, cparams) + if not self.ctx: + raise RuntimeError("error: failed to create context for model '%s'" % path_model) + n_tokens_max = self.lib.llama_n_ctx(self.ctx) + self.token_ids = self.ffi.new("llama_token[]", n_tokens_max) + + def free(self): + if self.ctx: + self.lib.llama_free(self.ctx) + if self.model: + self.lib.llama_free_model(self.model) + self.ctx = None + self.model = None + self.lib = None + + def tokenize(self, text: str, n_tokens_max: int = 0, add_special: bool = False, parse_special: bool = False) -> list[int]: + n_tokens_max = n_tokens_max if n_tokens_max > 0 else len(self.token_ids) + text = text.encode("utf-8") + num = self.lib.llama_tokenize(self.model, text, len(text), self.token_ids, n_tokens_max, add_special, parse_special) + if num < 0: + return [] + return list(self.token_ids[0:num]) + + +def generator_custom_text() -> Iterator[str]: + """General tests""" + yield from [ + "", + " ", + " ", + " ", + "\t", + "\n", + "\n\n", + "\n\n\n", + "\t\n", + "Hello world", + " Hello world", + "Hello World", + " Hello World", + " Hello World!", + "Hello, world!", + " Hello, world!", + " this is 🦙.cpp", + "w048 7tuijk dsdfhu", + "нещо на Български", + "កាន់តែពិសេសអាចខលចេញ", + "🚀 (normal) 😶‍🌫️ (multiple emojis concatenated) ✅ (only emoji that has its own token)", + "Hello", + " Hello", + " Hello", + " Hello", + " Hello", + " Hello\n Hello", + " (", + "\n =", + "' era", + "Hello, y'all! How are you 😁 ?我想在apple工作1314151天～", + "3", + "33", + "333", + "3333", + "33333", + "333333", + "3333333", + "33333333", + "333333333", + ] + + +def generator_custom_text_edge_cases() -> Iterator[str]: + """Edge cases found while debugging""" + yield from [ + '\x1f-a', # unicode_ranges_control, {0x00001C, 0x00001F} + '¼-a', # unicode_ranges_digit, 0x00BC + '½-a', # unicode_ranges_digit, 0x00BD + '¾-a', # unicode_ranges_digit, 0x00BE + 'a 〇b', # unicode_ranges_digit, 0x3007 + 'Ⅵ-a', # unicode_ranges_digit, {0x00002150, 0x0000218F} // Number Forms + '\uFEFF//', # unicode_ranges_control, 0xFEFF (BOM) + 'a' # TODO: Phi-3 fail + ] + + +def generator_random_chars(iterations = 100) -> Iterator[str]: + """Brute force random text with simple characters""" + + WHITESPACES = list(" " * 20 + "\n" * 5 + "\r\n" * 5 + "\t" * 5) + CHARS = list(set(""" + ABCDEFGHIJKLMNOPQRSTUVWXYZ + abcdefghijklmnopqrstuvwxyz + ÁÉÍÓÚÀÈÌÒÙÂÊÎÔÛÄËÏÖÜ + áéíóúàèìòùâêîôûäëïöü + .-,*/-+ª!"·$%&/()=?¿[]{}<>\\|@#~½¬~;:_ + """)) + + rand = random.Random() + for m in range(iterations): + rand.seed(m) + text = [] + num_words = rand.randint(300, 400) + for i in range(num_words): + k = rand.randint(1, 7) + word = rand.choices(CHARS, k=k) + space = rand.choice(WHITESPACES) + text.append("".join(word) + space) + yield "".join(text) + + +def generator_random_vocab_chars(tokenizer: PreTrainedTokenizerBase, iterations = 100) -> Iterator[str]: + """Brute force random text with vocab characters""" + + vocab_ids = list(tokenizer.vocab.values()) + vocab_text = tokenizer.decode(vocab_ids, skip_special_tokens=True) + vocab_chars = list(set(vocab_text)) + del vocab_ids, vocab_text + + rand = random.Random() + for m in range(iterations): + rand.seed(m) + text = rand.choices(vocab_chars, k=1024) + yield "".join(text) + + +def generator_random_vocab_tokens(tokenizer: PreTrainedTokenizerBase, iterations = 100) -> Iterator[str]: + """Brute force random text from vocab tokens""" + + space_id = tokenizer.encode(" ", add_special_tokens=False)[0] + vocab_ids = list(tokenizer.vocab.values()) + vocab_ids = list(sorted(vocab_ids + vocab_ids)) + for i in range(1, len(vocab_ids), 2): + vocab_ids[i] = space_id + vocab_tokens = tokenizer.decode(vocab_ids, skip_special_tokens=True) + vocab_tokens = vocab_tokens.split(" ") + del vocab_ids + + yield from vocab_tokens + + rand = random.Random() + for m in range(iterations): + rand.seed(m) + text = [] + num_words = rand.randint(300, 400) + for i in range(num_words): + k = rand.randint(1, 3) + tokens = rand.choices(vocab_tokens, k=k) + tokens = [t.strip(" \n\r\t") for t in tokens] + sep = rand.choice(" \n\r\t") + text.append("".join(tokens) + sep) + yield "".join(text) + + +def generator_random_bytes(iterations = 100) -> Iterator[str]: + """Brute force random bytes""" + + WHITESPACES = list(" " * 20 + "\n" * 5 + "\r\n" * 5 + "\t" * 5) + + rand = random.Random() + for m in range(iterations): + rand.seed(m) + text = [] + num_words = rand.randint(300, 400) + for i in range(num_words): + k = rand.randint(1, 8) + word = [chr(r) for r in rand.randbytes(k) if r] + word.append(rand.choice(WHITESPACES)) + text.append("".join(word)) + yield "".join(text) + + +def test_compare_tokenizer(model: LibLlamaModel, tokenizer: PreTrainedTokenizerBase, generator: Iterator[str]): + + def find_first_mismatch(ids1: list[int], ids2: list[int]): + for i, (a,b) in enumerate(zip(ids1, ids2)): + if a != b: + return i + if len(ids1) == len(ids2): + return -1 + return min(len(ids1), len(ids2)) + + t0 = time.perf_counter() + logger.info("%s: %s" % (generator.__name__, "ini")) + for text in generator: + ids1 = model.tokenize(text, add_special=False, parse_special=False) + ids2 = tokenizer.encode(text, add_special_tokens=False) + if ids1 != ids2: + i = find_first_mismatch(ids1, ids2) + ids1 = list(ids1)[max(0, i - 2) : i + 2 + 1] + ids2 = list(ids2)[max(0, i - 2) : i + 2 + 1] + text2 = tokenizer.decode(ids2, skip_special_tokens=True) + assert (text2 in text) + logger.info(" Text: " + repr(text2)) + logger.info(" TokenIDs: " + str(ids1)) + logger.info(" Expected: " + str(ids2)) + raise Exception() + t1 = time.perf_counter() + logger.info("%s: end, time: %.3f secs" % (generator.__name__, t1 - t0)) + + +if __name__ == "__main__": + + parser = argparse.ArgumentParser() + parser.add_argument("vocab_file", help="path to vocab 'gguf' file") + parser.add_argument("dir_tokenizer", help="directory containing 'tokenizer.model' file") + parser.add_argument("--verbose", action="store_true", help="increase output verbosity") + args = parser.parse_args() + + logging.basicConfig(level=logging.DEBUG if args.verbose else logging.INFO) + + model = LibLlamaModel(LibLlama(), args.vocab_file, mparams=dict(vocab_only=True), cparams=dict(n_ctx=2048)) + + tokenizer = AutoTokenizer.from_pretrained(args.dir_tokenizer) + + test_compare_tokenizer(model, tokenizer, generator_custom_text()) + test_compare_tokenizer(model, tokenizer, generator_custom_text_edge_cases()) + test_compare_tokenizer(model, tokenizer, generator_random_chars(10_000)) + test_compare_tokenizer(model, tokenizer, generator_random_vocab_chars(tokenizer, 10_000)) + test_compare_tokenizer(model, tokenizer, generator_random_vocab_tokens(tokenizer, 10_000)) + # test_compare_tokenizer(model, tokenizer, generator_random_bytes(10_000)) # FAIL + + model.free() diff --git a/unicode-data.cpp b/unicode-data.cpp index 07bf02c45..c54175fc3 100644 --- a/unicode-data.cpp +++ b/unicode-data.cpp @@ -7,7 +7,6 @@ // generated with scripts/gen-unicode-data.py // -// TODO: generate unicode_map_lowercase // TODO: generate unicode_map_nfd const std::vector> unicode_ranges_number = { @@ -213,12 +212,18 @@ const std::vector> unicode_ranges_letter = { {0x0001EE79, 0x0001EE7C}, {0x0001EE7E, 0x0001EE7E}, {0x0001EE80, 0x0001EE89}, {0x0001EE8B, 0x0001EE9B}, {0x0001EEA1, 0x0001EEA3}, {0x0001EEA5, 0x0001EEA9}, {0x0001EEAB, 0x0001EEBB}, {0x00020000, 0x0002A6DF}, {0x0002A700, 0x0002B739}, {0x0002B740, 0x0002B81D}, {0x0002B820, 0x0002CEA1}, {0x0002CEB0, 0x0002EBE0}, -{0x0002F800, 0x0002FA1D}, {0x00030000, 0x0003134A}, {0x00031350, 0x000323AF}, +{0x0002EBF0, 0x0002EE5D}, {0x0002F800, 0x0002FA1D}, {0x00030000, 0x0003134A}, {0x00031350, 0x000323AF}, +}; + +const std::vector> unicode_ranges_separator = { +{0x00000020, 0x00000020}, {0x000000A0, 0x000000A0}, {0x00001680, 0x00001680}, {0x00002000, 0x0000200A}, +{0x00002028, 0x00002029}, {0x0000202F, 0x0000202F}, {0x0000205F, 0x0000205F}, {0x00003000, 0x00003000}, }; const std::vector> unicode_ranges_whitespace = { -{0x00000020, 0x00000020}, {0x000000A0, 0x000000A0}, {0x00001680, 0x00001680}, {0x00002000, 0x0000200A}, -{0x00002028, 0x00002029}, {0x0000202F, 0x0000202F}, {0x0000205F, 0x0000205F}, {0x00003000, 0x00003000}, +{0x00000009, 0x0000000D}, {0x00000020, 0x00000020}, {0x00000085, 0x00000085}, {0x000000A0, 0x000000A0}, +{0x00001680, 0x00001680}, {0x00002000, 0x0000200A}, {0x00002028, 0x00002029}, {0x0000202F, 0x0000202F}, +{0x0000205F, 0x0000205F}, {0x00003000, 0x00003000}, }; const std::vector> unicode_ranges_accent_mark = { @@ -380,38 +385,39 @@ const std::vector> unicode_ranges_symbol = { {0x0000249C, 0x000024E9}, {0x00002500, 0x00002767}, {0x00002794, 0x000027C4}, {0x000027C7, 0x000027E5}, {0x000027F0, 0x00002982}, {0x00002999, 0x000029D7}, {0x000029DC, 0x000029FB}, {0x000029FE, 0x00002B73}, {0x00002B76, 0x00002B95}, {0x00002B97, 0x00002BFF}, {0x00002CE5, 0x00002CEA}, {0x00002E50, 0x00002E51}, -{0x00002E80, 0x00002E99}, {0x00002E9B, 0x00002EF3}, {0x00002F00, 0x00002FD5}, {0x00002FF0, 0x00002FFB}, +{0x00002E80, 0x00002E99}, {0x00002E9B, 0x00002EF3}, {0x00002F00, 0x00002FD5}, {0x00002FF0, 0x00002FFF}, {0x00003004, 0x00003004}, {0x00003012, 0x00003013}, {0x00003020, 0x00003020}, {0x00003036, 0x00003037}, {0x0000303E, 0x0000303F}, {0x0000309B, 0x0000309C}, {0x00003190, 0x00003191}, {0x00003196, 0x0000319F}, -{0x000031C0, 0x000031E3}, {0x00003200, 0x0000321E}, {0x0000322A, 0x00003247}, {0x00003250, 0x00003250}, -{0x00003260, 0x0000327F}, {0x0000328A, 0x000032B0}, {0x000032C0, 0x000033FF}, {0x00004DC0, 0x00004DFF}, -{0x0000A490, 0x0000A4C6}, {0x0000A700, 0x0000A716}, {0x0000A720, 0x0000A721}, {0x0000A789, 0x0000A78A}, -{0x0000A828, 0x0000A82B}, {0x0000A836, 0x0000A839}, {0x0000AA77, 0x0000AA79}, {0x0000AB5B, 0x0000AB5B}, -{0x0000AB6A, 0x0000AB6B}, {0x0000FB29, 0x0000FB29}, {0x0000FBB2, 0x0000FBC2}, {0x0000FD40, 0x0000FD4F}, -{0x0000FDCF, 0x0000FDCF}, {0x0000FDFC, 0x0000FDFF}, {0x0000FE62, 0x0000FE62}, {0x0000FE64, 0x0000FE66}, -{0x0000FE69, 0x0000FE69}, {0x0000FF04, 0x0000FF04}, {0x0000FF0B, 0x0000FF0B}, {0x0000FF1C, 0x0000FF1E}, -{0x0000FF3E, 0x0000FF3E}, {0x0000FF40, 0x0000FF40}, {0x0000FF5C, 0x0000FF5C}, {0x0000FF5E, 0x0000FF5E}, -{0x0000FFE0, 0x0000FFE6}, {0x0000FFE8, 0x0000FFEE}, {0x0000FFFC, 0x0000FFFD}, {0x00010137, 0x0001013F}, -{0x00010179, 0x00010189}, {0x0001018C, 0x0001018E}, {0x00010190, 0x0001019C}, {0x000101A0, 0x000101A0}, -{0x000101D0, 0x000101FC}, {0x00010877, 0x00010878}, {0x00010AC8, 0x00010AC8}, {0x0001173F, 0x0001173F}, -{0x00011FD5, 0x00011FF1}, {0x00016B3C, 0x00016B3F}, {0x00016B45, 0x00016B45}, {0x0001BC9C, 0x0001BC9C}, -{0x0001CF50, 0x0001CFC3}, {0x0001D000, 0x0001D0F5}, {0x0001D100, 0x0001D126}, {0x0001D129, 0x0001D164}, -{0x0001D16A, 0x0001D16C}, {0x0001D183, 0x0001D184}, {0x0001D18C, 0x0001D1A9}, {0x0001D1AE, 0x0001D1EA}, -{0x0001D200, 0x0001D241}, {0x0001D245, 0x0001D245}, {0x0001D300, 0x0001D356}, {0x0001D6C1, 0x0001D6C1}, -{0x0001D6DB, 0x0001D6DB}, {0x0001D6FB, 0x0001D6FB}, {0x0001D715, 0x0001D715}, {0x0001D735, 0x0001D735}, -{0x0001D74F, 0x0001D74F}, {0x0001D76F, 0x0001D76F}, {0x0001D789, 0x0001D789}, {0x0001D7A9, 0x0001D7A9}, -{0x0001D7C3, 0x0001D7C3}, {0x0001D800, 0x0001D9FF}, {0x0001DA37, 0x0001DA3A}, {0x0001DA6D, 0x0001DA74}, -{0x0001DA76, 0x0001DA83}, {0x0001DA85, 0x0001DA86}, {0x0001E14F, 0x0001E14F}, {0x0001E2FF, 0x0001E2FF}, -{0x0001ECAC, 0x0001ECAC}, {0x0001ECB0, 0x0001ECB0}, {0x0001ED2E, 0x0001ED2E}, {0x0001EEF0, 0x0001EEF1}, -{0x0001F000, 0x0001F02B}, {0x0001F030, 0x0001F093}, {0x0001F0A0, 0x0001F0AE}, {0x0001F0B1, 0x0001F0BF}, -{0x0001F0C1, 0x0001F0CF}, {0x0001F0D1, 0x0001F0F5}, {0x0001F10D, 0x0001F1AD}, {0x0001F1E6, 0x0001F202}, -{0x0001F210, 0x0001F23B}, {0x0001F240, 0x0001F248}, {0x0001F250, 0x0001F251}, {0x0001F260, 0x0001F265}, -{0x0001F300, 0x0001F6D7}, {0x0001F6DC, 0x0001F6EC}, {0x0001F6F0, 0x0001F6FC}, {0x0001F700, 0x0001F776}, -{0x0001F77B, 0x0001F7D9}, {0x0001F7E0, 0x0001F7EB}, {0x0001F7F0, 0x0001F7F0}, {0x0001F800, 0x0001F80B}, -{0x0001F810, 0x0001F847}, {0x0001F850, 0x0001F859}, {0x0001F860, 0x0001F887}, {0x0001F890, 0x0001F8AD}, -{0x0001F8B0, 0x0001F8B1}, {0x0001F900, 0x0001FA53}, {0x0001FA60, 0x0001FA6D}, {0x0001FA70, 0x0001FA7C}, -{0x0001FA80, 0x0001FA88}, {0x0001FA90, 0x0001FABD}, {0x0001FABF, 0x0001FAC5}, {0x0001FACE, 0x0001FADB}, -{0x0001FAE0, 0x0001FAE8}, {0x0001FAF0, 0x0001FAF8}, {0x0001FB00, 0x0001FB92}, {0x0001FB94, 0x0001FBCA}, +{0x000031C0, 0x000031E3}, {0x000031EF, 0x000031EF}, {0x00003200, 0x0000321E}, {0x0000322A, 0x00003247}, +{0x00003250, 0x00003250}, {0x00003260, 0x0000327F}, {0x0000328A, 0x000032B0}, {0x000032C0, 0x000033FF}, +{0x00004DC0, 0x00004DFF}, {0x0000A490, 0x0000A4C6}, {0x0000A700, 0x0000A716}, {0x0000A720, 0x0000A721}, +{0x0000A789, 0x0000A78A}, {0x0000A828, 0x0000A82B}, {0x0000A836, 0x0000A839}, {0x0000AA77, 0x0000AA79}, +{0x0000AB5B, 0x0000AB5B}, {0x0000AB6A, 0x0000AB6B}, {0x0000FB29, 0x0000FB29}, {0x0000FBB2, 0x0000FBC2}, +{0x0000FD40, 0x0000FD4F}, {0x0000FDCF, 0x0000FDCF}, {0x0000FDFC, 0x0000FDFF}, {0x0000FE62, 0x0000FE62}, +{0x0000FE64, 0x0000FE66}, {0x0000FE69, 0x0000FE69}, {0x0000FF04, 0x0000FF04}, {0x0000FF0B, 0x0000FF0B}, +{0x0000FF1C, 0x0000FF1E}, {0x0000FF3E, 0x0000FF3E}, {0x0000FF40, 0x0000FF40}, {0x0000FF5C, 0x0000FF5C}, +{0x0000FF5E, 0x0000FF5E}, {0x0000FFE0, 0x0000FFE6}, {0x0000FFE8, 0x0000FFEE}, {0x0000FFFC, 0x0000FFFD}, +{0x00010137, 0x0001013F}, {0x00010179, 0x00010189}, {0x0001018C, 0x0001018E}, {0x00010190, 0x0001019C}, +{0x000101A0, 0x000101A0}, {0x000101D0, 0x000101FC}, {0x00010877, 0x00010878}, {0x00010AC8, 0x00010AC8}, +{0x0001173F, 0x0001173F}, {0x00011FD5, 0x00011FF1}, {0x00016B3C, 0x00016B3F}, {0x00016B45, 0x00016B45}, +{0x0001BC9C, 0x0001BC9C}, {0x0001CF50, 0x0001CFC3}, {0x0001D000, 0x0001D0F5}, {0x0001D100, 0x0001D126}, +{0x0001D129, 0x0001D164}, {0x0001D16A, 0x0001D16C}, {0x0001D183, 0x0001D184}, {0x0001D18C, 0x0001D1A9}, +{0x0001D1AE, 0x0001D1EA}, {0x0001D200, 0x0001D241}, {0x0001D245, 0x0001D245}, {0x0001D300, 0x0001D356}, +{0x0001D6C1, 0x0001D6C1}, {0x0001D6DB, 0x0001D6DB}, {0x0001D6FB, 0x0001D6FB}, {0x0001D715, 0x0001D715}, +{0x0001D735, 0x0001D735}, {0x0001D74F, 0x0001D74F}, {0x0001D76F, 0x0001D76F}, {0x0001D789, 0x0001D789}, +{0x0001D7A9, 0x0001D7A9}, {0x0001D7C3, 0x0001D7C3}, {0x0001D800, 0x0001D9FF}, {0x0001DA37, 0x0001DA3A}, +{0x0001DA6D, 0x0001DA74}, {0x0001DA76, 0x0001DA83}, {0x0001DA85, 0x0001DA86}, {0x0001E14F, 0x0001E14F}, +{0x0001E2FF, 0x0001E2FF}, {0x0001ECAC, 0x0001ECAC}, {0x0001ECB0, 0x0001ECB0}, {0x0001ED2E, 0x0001ED2E}, +{0x0001EEF0, 0x0001EEF1}, {0x0001F000, 0x0001F02B}, {0x0001F030, 0x0001F093}, {0x0001F0A0, 0x0001F0AE}, +{0x0001F0B1, 0x0001F0BF}, {0x0001F0C1, 0x0001F0CF}, {0x0001F0D1, 0x0001F0F5}, {0x0001F10D, 0x0001F1AD}, +{0x0001F1E6, 0x0001F202}, {0x0001F210, 0x0001F23B}, {0x0001F240, 0x0001F248}, {0x0001F250, 0x0001F251}, +{0x0001F260, 0x0001F265}, {0x0001F300, 0x0001F6D7}, {0x0001F6DC, 0x0001F6EC}, {0x0001F6F0, 0x0001F6FC}, +{0x0001F700, 0x0001F776}, {0x0001F77B, 0x0001F7D9}, {0x0001F7E0, 0x0001F7EB}, {0x0001F7F0, 0x0001F7F0}, +{0x0001F800, 0x0001F80B}, {0x0001F810, 0x0001F847}, {0x0001F850, 0x0001F859}, {0x0001F860, 0x0001F887}, +{0x0001F890, 0x0001F8AD}, {0x0001F8B0, 0x0001F8B1}, {0x0001F900, 0x0001FA53}, {0x0001FA60, 0x0001FA6D}, +{0x0001FA70, 0x0001FA7C}, {0x0001FA80, 0x0001FA88}, {0x0001FA90, 0x0001FABD}, {0x0001FABF, 0x0001FAC5}, +{0x0001FACE, 0x0001FADB}, {0x0001FAE0, 0x0001FAE8}, {0x0001FAF0, 0x0001FAF8}, {0x0001FB00, 0x0001FB92}, +{0x0001FB94, 0x0001FBCA}, }; const std::vector> unicode_ranges_control = { @@ -484,116 +490,842 @@ const std::vector> unicode_ranges_control = { {0x00002D97, 0x00002D9F}, {0x00002DA7, 0x00002DA7}, {0x00002DAF, 0x00002DAF}, {0x00002DB7, 0x00002DB7}, {0x00002DBF, 0x00002DBF}, {0x00002DC7, 0x00002DC7}, {0x00002DCF, 0x00002DCF}, {0x00002DD7, 0x00002DD7}, {0x00002DDF, 0x00002DDF}, {0x00002E5E, 0x00002E7F}, {0x00002E9A, 0x00002E9A}, {0x00002EF4, 0x00002EFF}, -{0x00002FD6, 0x00002FEF}, {0x00002FFC, 0x00002FFF}, {0x00003040, 0x00003040}, {0x00003097, 0x00003098}, -{0x00003100, 0x00003104}, {0x00003130, 0x00003130}, {0x0000318F, 0x0000318F}, {0x000031E4, 0x000031EF}, -{0x0000321F, 0x0000321F}, {0x0000A48D, 0x0000A48F}, {0x0000A4C7, 0x0000A4CF}, {0x0000A62C, 0x0000A63F}, -{0x0000A6F8, 0x0000A6FF}, {0x0000A7CB, 0x0000A7CF}, {0x0000A7D2, 0x0000A7D2}, {0x0000A7D4, 0x0000A7D4}, -{0x0000A7DA, 0x0000A7F1}, {0x0000A82D, 0x0000A82F}, {0x0000A83A, 0x0000A83F}, {0x0000A878, 0x0000A87F}, -{0x0000A8C6, 0x0000A8CD}, {0x0000A8DA, 0x0000A8DF}, {0x0000A954, 0x0000A95E}, {0x0000A97D, 0x0000A97F}, -{0x0000A9CE, 0x0000A9CE}, {0x0000A9DA, 0x0000A9DD}, {0x0000A9FF, 0x0000A9FF}, {0x0000AA37, 0x0000AA3F}, -{0x0000AA4E, 0x0000AA4F}, {0x0000AA5A, 0x0000AA5B}, {0x0000AAC3, 0x0000AADA}, {0x0000AAF7, 0x0000AB00}, -{0x0000AB07, 0x0000AB08}, {0x0000AB0F, 0x0000AB10}, {0x0000AB17, 0x0000AB1F}, {0x0000AB27, 0x0000AB27}, -{0x0000AB2F, 0x0000AB2F}, {0x0000AB6C, 0x0000AB6F}, {0x0000ABEE, 0x0000ABEF}, {0x0000ABFA, 0x0000ABFF}, -{0x0000D7A4, 0x0000D7AF}, {0x0000D7C7, 0x0000D7CA}, {0x0000D7FC, 0x0000D7FF}, {0x0000E000, 0x0000F8FF}, -{0x0000FA6E, 0x0000FA6F}, {0x0000FADA, 0x0000FAFF}, {0x0000FB07, 0x0000FB12}, {0x0000FB18, 0x0000FB1C}, -{0x0000FB37, 0x0000FB37}, {0x0000FB3D, 0x0000FB3D}, {0x0000FB3F, 0x0000FB3F}, {0x0000FB42, 0x0000FB42}, -{0x0000FB45, 0x0000FB45}, {0x0000FBC3, 0x0000FBD2}, {0x0000FD90, 0x0000FD91}, {0x0000FDC8, 0x0000FDCE}, -{0x0000FDD0, 0x0000FDEF}, {0x0000FE1A, 0x0000FE1F}, {0x0000FE53, 0x0000FE53}, {0x0000FE67, 0x0000FE67}, -{0x0000FE6C, 0x0000FE6F}, {0x0000FE75, 0x0000FE75}, {0x0000FEFD, 0x0000FEFE}, {0x0000FF00, 0x0000FF00}, -{0x0000FFBF, 0x0000FFC1}, {0x0000FFC8, 0x0000FFC9}, {0x0000FFD0, 0x0000FFD1}, {0x0000FFD8, 0x0000FFD9}, -{0x0000FFDD, 0x0000FFDF}, {0x0000FFE7, 0x0000FFE7}, {0x0000FFEF, 0x0000FFFB}, {0x0000FFFE, 0x0000FFFF}, -{0x0001000C, 0x0001000C}, {0x00010027, 0x00010027}, {0x0001003B, 0x0001003B}, {0x0001003E, 0x0001003E}, -{0x0001004E, 0x0001004F}, {0x0001005E, 0x0001007F}, {0x000100FB, 0x000100FF}, {0x00010103, 0x00010106}, -{0x00010134, 0x00010136}, {0x0001018F, 0x0001018F}, {0x0001019D, 0x0001019F}, {0x000101A1, 0x000101CF}, -{0x000101FE, 0x0001027F}, {0x0001029D, 0x0001029F}, {0x000102D1, 0x000102DF}, {0x000102FC, 0x000102FF}, -{0x00010324, 0x0001032C}, {0x0001034B, 0x0001034F}, {0x0001037B, 0x0001037F}, {0x0001039E, 0x0001039E}, -{0x000103C4, 0x000103C7}, {0x000103D6, 0x000103FF}, {0x0001049E, 0x0001049F}, {0x000104AA, 0x000104AF}, -{0x000104D4, 0x000104D7}, {0x000104FC, 0x000104FF}, {0x00010528, 0x0001052F}, {0x00010564, 0x0001056E}, -{0x0001057B, 0x0001057B}, {0x0001058B, 0x0001058B}, {0x00010593, 0x00010593}, {0x00010596, 0x00010596}, -{0x000105A2, 0x000105A2}, {0x000105B2, 0x000105B2}, {0x000105BA, 0x000105BA}, {0x000105BD, 0x000105FF}, -{0x00010737, 0x0001073F}, {0x00010756, 0x0001075F}, {0x00010768, 0x0001077F}, {0x00010786, 0x00010786}, -{0x000107B1, 0x000107B1}, {0x000107BB, 0x000107FF}, {0x00010806, 0x00010807}, {0x00010809, 0x00010809}, -{0x00010836, 0x00010836}, {0x00010839, 0x0001083B}, {0x0001083D, 0x0001083E}, {0x00010856, 0x00010856}, -{0x0001089F, 0x000108A6}, {0x000108B0, 0x000108DF}, {0x000108F3, 0x000108F3}, {0x000108F6, 0x000108FA}, -{0x0001091C, 0x0001091E}, {0x0001093A, 0x0001093E}, {0x00010940, 0x0001097F}, {0x000109B8, 0x000109BB}, -{0x000109D0, 0x000109D1}, {0x00010A04, 0x00010A04}, {0x00010A07, 0x00010A0B}, {0x00010A14, 0x00010A14}, -{0x00010A18, 0x00010A18}, {0x00010A36, 0x00010A37}, {0x00010A3B, 0x00010A3E}, {0x00010A49, 0x00010A4F}, -{0x00010A59, 0x00010A5F}, {0x00010AA0, 0x00010ABF}, {0x00010AE7, 0x00010AEA}, {0x00010AF7, 0x00010AFF}, -{0x00010B36, 0x00010B38}, {0x00010B56, 0x00010B57}, {0x00010B73, 0x00010B77}, {0x00010B92, 0x00010B98}, -{0x00010B9D, 0x00010BA8}, {0x00010BB0, 0x00010BFF}, {0x00010C49, 0x00010C7F}, {0x00010CB3, 0x00010CBF}, -{0x00010CF3, 0x00010CF9}, {0x00010D28, 0x00010D2F}, {0x00010D3A, 0x00010E5F}, {0x00010E7F, 0x00010E7F}, -{0x00010EAA, 0x00010EAA}, {0x00010EAE, 0x00010EAF}, {0x00010EB2, 0x00010EFC}, {0x00010F28, 0x00010F2F}, -{0x00010F5A, 0x00010F6F}, {0x00010F8A, 0x00010FAF}, {0x00010FCC, 0x00010FDF}, {0x00010FF7, 0x00010FFF}, -{0x0001104E, 0x00011051}, {0x00011076, 0x0001107E}, {0x000110BD, 0x000110BD}, {0x000110C3, 0x000110CF}, -{0x000110E9, 0x000110EF}, {0x000110FA, 0x000110FF}, {0x00011135, 0x00011135}, {0x00011148, 0x0001114F}, -{0x00011177, 0x0001117F}, {0x000111E0, 0x000111E0}, {0x000111F5, 0x000111FF}, {0x00011212, 0x00011212}, -{0x00011242, 0x0001127F}, {0x00011287, 0x00011287}, {0x00011289, 0x00011289}, {0x0001128E, 0x0001128E}, -{0x0001129E, 0x0001129E}, {0x000112AA, 0x000112AF}, {0x000112EB, 0x000112EF}, {0x000112FA, 0x000112FF}, -{0x00011304, 0x00011304}, {0x0001130D, 0x0001130E}, {0x00011311, 0x00011312}, {0x00011329, 0x00011329}, -{0x00011331, 0x00011331}, {0x00011334, 0x00011334}, {0x0001133A, 0x0001133A}, {0x00011345, 0x00011346}, -{0x00011349, 0x0001134A}, {0x0001134E, 0x0001134F}, {0x00011351, 0x00011356}, {0x00011358, 0x0001135C}, -{0x00011364, 0x00011365}, {0x0001136D, 0x0001136F}, {0x00011375, 0x000113FF}, {0x0001145C, 0x0001145C}, -{0x00011462, 0x0001147F}, {0x000114C8, 0x000114CF}, {0x000114DA, 0x0001157F}, {0x000115B6, 0x000115B7}, -{0x000115DE, 0x000115FF}, {0x00011645, 0x0001164F}, {0x0001165A, 0x0001165F}, {0x0001166D, 0x0001167F}, -{0x000116BA, 0x000116BF}, {0x000116CA, 0x000116FF}, {0x0001171B, 0x0001171C}, {0x0001172C, 0x0001172F}, -{0x00011747, 0x000117FF}, {0x0001183C, 0x0001189F}, {0x000118F3, 0x000118FE}, 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{0x00010F5A, 0x00010F6F}, {0x00010F8A, 0x00010FAF}, {0x00010FCC, 0x00010FDF}, +{0x00010FF7, 0x00010FFF}, {0x0001104E, 0x00011051}, {0x00011076, 0x0001107E}, {0x000110BD, 0x000110BD}, +{0x000110C3, 0x000110CF}, {0x000110E9, 0x000110EF}, {0x000110FA, 0x000110FF}, {0x00011135, 0x00011135}, +{0x00011148, 0x0001114F}, {0x00011177, 0x0001117F}, {0x000111E0, 0x000111E0}, {0x000111F5, 0x000111FF}, +{0x00011212, 0x00011212}, {0x00011242, 0x0001127F}, {0x00011287, 0x00011287}, {0x00011289, 0x00011289}, +{0x0001128E, 0x0001128E}, {0x0001129E, 0x0001129E}, {0x000112AA, 0x000112AF}, {0x000112EB, 0x000112EF}, +{0x000112FA, 0x000112FF}, {0x00011304, 0x00011304}, {0x0001130D, 0x0001130E}, {0x00011311, 0x00011312}, +{0x00011329, 0x00011329}, {0x00011331, 0x00011331}, {0x00011334, 0x00011334}, {0x0001133A, 0x0001133A}, +{0x00011345, 0x00011346}, {0x00011349, 0x0001134A}, {0x0001134E, 0x0001134F}, {0x00011351, 0x00011356}, +{0x00011358, 0x0001135C}, {0x00011364, 0x00011365}, {0x0001136D, 0x0001136F}, {0x00011375, 0x000113FF}, +{0x0001145C, 0x0001145C}, {0x00011462, 0x0001147F}, {0x000114C8, 0x000114CF}, {0x000114DA, 0x0001157F}, +{0x000115B6, 0x000115B7}, {0x000115DE, 0x000115FF}, {0x00011645, 0x0001164F}, {0x0001165A, 0x0001165F}, +{0x0001166D, 0x0001167F}, {0x000116BA, 0x000116BF}, {0x000116CA, 0x000116FF}, {0x0001171B, 0x0001171C}, +{0x0001172C, 0x0001172F}, {0x00011747, 0x000117FF}, {0x0001183C, 0x0001189F}, {0x000118F3, 0x000118FE}, +{0x00011907, 0x00011908}, {0x0001190A, 0x0001190B}, {0x00011914, 0x00011914}, {0x00011917, 0x00011917}, +{0x00011936, 0x00011936}, {0x00011939, 0x0001193A}, {0x00011947, 0x0001194F}, {0x0001195A, 0x0001199F}, +{0x000119A8, 0x000119A9}, {0x000119D8, 0x000119D9}, {0x000119E5, 0x000119FF}, {0x00011A48, 0x00011A4F}, +{0x00011AA3, 0x00011AAF}, {0x00011AF9, 0x00011AFF}, {0x00011B0A, 0x00011BFF}, {0x00011C09, 0x00011C09}, +{0x00011C37, 0x00011C37}, {0x00011C46, 0x00011C4F}, {0x00011C6D, 0x00011C6F}, {0x00011C90, 0x00011C91}, +{0x00011CA8, 0x00011CA8}, {0x00011CB7, 0x00011CFF}, {0x00011D07, 0x00011D07}, {0x00011D0A, 0x00011D0A}, +{0x00011D37, 0x00011D39}, {0x00011D3B, 0x00011D3B}, {0x00011D3E, 0x00011D3E}, {0x00011D48, 0x00011D4F}, +{0x00011D5A, 0x00011D5F}, {0x00011D66, 0x00011D66}, {0x00011D69, 0x00011D69}, {0x00011D8F, 0x00011D8F}, +{0x00011D92, 0x00011D92}, {0x00011D99, 0x00011D9F}, {0x00011DAA, 0x00011EDF}, {0x00011EF9, 0x00011EFF}, +{0x00011F11, 0x00011F11}, {0x00011F3B, 0x00011F3D}, {0x00011F5A, 0x00011FAF}, {0x00011FB1, 0x00011FBF}, +{0x00011FF2, 0x00011FFE}, {0x0001239A, 0x000123FF}, {0x0001246F, 0x0001246F}, {0x00012475, 0x0001247F}, +{0x00012544, 0x00012F8F}, {0x00012FF3, 0x00012FFF}, {0x00013430, 0x0001343F}, {0x00013456, 0x000143FF}, +{0x00014647, 0x000167FF}, {0x00016A39, 0x00016A3F}, {0x00016A5F, 0x00016A5F}, {0x00016A6A, 0x00016A6D}, +{0x00016ABF, 0x00016ABF}, {0x00016ACA, 0x00016ACF}, {0x00016AEE, 0x00016AEF}, {0x00016AF6, 0x00016AFF}, +{0x00016B46, 0x00016B4F}, {0x00016B5A, 0x00016B5A}, {0x00016B62, 0x00016B62}, {0x00016B78, 0x00016B7C}, +{0x00016B90, 0x00016E3F}, {0x00016E9B, 0x00016EFF}, {0x00016F4B, 0x00016F4E}, {0x00016F88, 0x00016F8E}, +{0x00016FA0, 0x00016FDF}, {0x00016FE5, 0x00016FEF}, {0x00016FF2, 0x00016FFF}, {0x000187F8, 0x000187FF}, +{0x00018CD6, 0x00018CFF}, {0x00018D09, 0x0001AFEF}, {0x0001AFF4, 0x0001AFF4}, {0x0001AFFC, 0x0001AFFC}, +{0x0001AFFF, 0x0001AFFF}, {0x0001B123, 0x0001B131}, {0x0001B133, 0x0001B14F}, {0x0001B153, 0x0001B154}, +{0x0001B156, 0x0001B163}, {0x0001B168, 0x0001B16F}, {0x0001B2FC, 0x0001BBFF}, {0x0001BC6B, 0x0001BC6F}, +{0x0001BC7D, 0x0001BC7F}, {0x0001BC89, 0x0001BC8F}, {0x0001BC9A, 0x0001BC9B}, {0x0001BCA0, 0x0001CEFF}, +{0x0001CF2E, 0x0001CF2F}, {0x0001CF47, 0x0001CF4F}, {0x0001CFC4, 0x0001CFFF}, {0x0001D0F6, 0x0001D0FF}, +{0x0001D127, 0x0001D128}, {0x0001D173, 0x0001D17A}, {0x0001D1EB, 0x0001D1FF}, {0x0001D246, 0x0001D2BF}, +{0x0001D2D4, 0x0001D2DF}, {0x0001D2F4, 0x0001D2FF}, {0x0001D357, 0x0001D35F}, {0x0001D379, 0x0001D3FF}, +{0x0001D455, 0x0001D455}, {0x0001D49D, 0x0001D49D}, {0x0001D4A0, 0x0001D4A1}, {0x0001D4A3, 0x0001D4A4}, +{0x0001D4A7, 0x0001D4A8}, {0x0001D4AD, 0x0001D4AD}, {0x0001D4BA, 0x0001D4BA}, {0x0001D4BC, 0x0001D4BC}, +{0x0001D4C4, 0x0001D4C4}, {0x0001D506, 0x0001D506}, {0x0001D50B, 0x0001D50C}, {0x0001D515, 0x0001D515}, +{0x0001D51D, 0x0001D51D}, {0x0001D53A, 0x0001D53A}, {0x0001D53F, 0x0001D53F}, {0x0001D545, 0x0001D545}, +{0x0001D547, 0x0001D549}, {0x0001D551, 0x0001D551}, {0x0001D6A6, 0x0001D6A7}, {0x0001D7CC, 0x0001D7CD}, +{0x0001DA8C, 0x0001DA9A}, {0x0001DAA0, 0x0001DAA0}, {0x0001DAB0, 0x0001DEFF}, {0x0001DF1F, 0x0001DF24}, +{0x0001DF2B, 0x0001DFFF}, {0x0001E007, 0x0001E007}, {0x0001E019, 0x0001E01A}, {0x0001E022, 0x0001E022}, +{0x0001E025, 0x0001E025}, {0x0001E02B, 0x0001E02F}, {0x0001E06E, 0x0001E08E}, {0x0001E090, 0x0001E0FF}, +{0x0001E12D, 0x0001E12F}, {0x0001E13E, 0x0001E13F}, {0x0001E14A, 0x0001E14D}, {0x0001E150, 0x0001E28F}, +{0x0001E2AF, 0x0001E2BF}, {0x0001E2FA, 0x0001E2FE}, {0x0001E300, 0x0001E4CF}, {0x0001E4FA, 0x0001E7DF}, +{0x0001E7E7, 0x0001E7E7}, {0x0001E7EC, 0x0001E7EC}, {0x0001E7EF, 0x0001E7EF}, {0x0001E7FF, 0x0001E7FF}, +{0x0001E8C5, 0x0001E8C6}, {0x0001E8D7, 0x0001E8FF}, {0x0001E94C, 0x0001E94F}, {0x0001E95A, 0x0001E95D}, +{0x0001E960, 0x0001EC70}, {0x0001ECB5, 0x0001ED00}, {0x0001ED3E, 0x0001EDFF}, {0x0001EE04, 0x0001EE04}, +{0x0001EE20, 0x0001EE20}, {0x0001EE23, 0x0001EE23}, {0x0001EE25, 0x0001EE26}, {0x0001EE28, 0x0001EE28}, +{0x0001EE33, 0x0001EE33}, {0x0001EE38, 0x0001EE38}, {0x0001EE3A, 0x0001EE3A}, {0x0001EE3C, 0x0001EE41}, +{0x0001EE43, 0x0001EE46}, {0x0001EE48, 0x0001EE48}, {0x0001EE4A, 0x0001EE4A}, {0x0001EE4C, 0x0001EE4C}, +{0x0001EE50, 0x0001EE50}, {0x0001EE53, 0x0001EE53}, {0x0001EE55, 0x0001EE56}, {0x0001EE58, 0x0001EE58}, +{0x0001EE5A, 0x0001EE5A}, {0x0001EE5C, 0x0001EE5C}, {0x0001EE5E, 0x0001EE5E}, {0x0001EE60, 0x0001EE60}, +{0x0001EE63, 0x0001EE63}, {0x0001EE65, 0x0001EE66}, {0x0001EE6B, 0x0001EE6B}, {0x0001EE73, 0x0001EE73}, +{0x0001EE78, 0x0001EE78}, {0x0001EE7D, 0x0001EE7D}, {0x0001EE7F, 0x0001EE7F}, {0x0001EE8A, 0x0001EE8A}, +{0x0001EE9C, 0x0001EEA0}, {0x0001EEA4, 0x0001EEA4}, {0x0001EEAA, 0x0001EEAA}, {0x0001EEBC, 0x0001EEEF}, +{0x0001EEF2, 0x0001EFFF}, {0x0001F02C, 0x0001F02F}, {0x0001F094, 0x0001F09F}, {0x0001F0AF, 0x0001F0B0}, +{0x0001F0C0, 0x0001F0C0}, {0x0001F0D0, 0x0001F0D0}, {0x0001F0F6, 0x0001F0FF}, {0x0001F1AE, 0x0001F1E5}, +{0x0001F203, 0x0001F20F}, {0x0001F23C, 0x0001F23F}, {0x0001F249, 0x0001F24F}, {0x0001F252, 0x0001F25F}, +{0x0001F266, 0x0001F2FF}, {0x0001F6D8, 0x0001F6DB}, {0x0001F6ED, 0x0001F6EF}, {0x0001F6FD, 0x0001F6FF}, +{0x0001F777, 0x0001F77A}, {0x0001F7DA, 0x0001F7DF}, {0x0001F7EC, 0x0001F7EF}, {0x0001F7F1, 0x0001F7FF}, +{0x0001F80C, 0x0001F80F}, {0x0001F848, 0x0001F84F}, {0x0001F85A, 0x0001F85F}, {0x0001F888, 0x0001F88F}, +{0x0001F8AE, 0x0001F8AF}, {0x0001F8B2, 0x0001F8FF}, {0x0001FA54, 0x0001FA5F}, {0x0001FA6E, 0x0001FA6F}, +{0x0001FA7D, 0x0001FA7F}, {0x0001FA89, 0x0001FA8F}, {0x0001FABE, 0x0001FABE}, {0x0001FAC6, 0x0001FACD}, +{0x0001FADC, 0x0001FADF}, {0x0001FAE9, 0x0001FAEF}, {0x0001FAF9, 0x0001FAFF}, {0x0001FB93, 0x0001FB93}, +{0x0001FBCB, 0x0001FBEF}, {0x0001FBFA, 0x0001FFFF}, {0x0002A6E0, 0x0002A6FF}, {0x0002B73A, 0x0002B73F}, +{0x0002B81E, 0x0002B81F}, {0x0002CEA2, 0x0002CEAF}, {0x0002EBE1, 0x0002EBEF}, {0x0002EE5E, 0x0002F7FF}, +{0x0002FA1E, 0x0002FFFF}, {0x0003134B, 0x0003134F}, {0x000323B0, 0x000E00FF}, {0x000E01F0, 0x0010FFFF}, +}; + +const std::map unicode_map_lowercase = { +{0x00000041, 0x00000061}, {0x00000042, 0x00000062}, {0x00000043, 0x00000063}, {0x00000044, 0x00000064}, +{0x00000045, 0x00000065}, {0x00000046, 0x00000066}, {0x00000047, 0x00000067}, {0x00000048, 0x00000068}, +{0x00000049, 0x00000069}, {0x0000004A, 0x0000006A}, {0x0000004B, 0x0000006B}, {0x0000004C, 0x0000006C}, +{0x0000004D, 0x0000006D}, {0x0000004E, 0x0000006E}, {0x0000004F, 0x0000006F}, {0x00000050, 0x00000070}, +{0x00000051, 0x00000071}, {0x00000052, 0x00000072}, {0x00000053, 0x00000073}, {0x00000054, 0x00000074}, +{0x00000055, 0x00000075}, {0x00000056, 0x00000076}, {0x00000057, 0x00000077}, {0x00000058, 0x00000078}, +{0x00000059, 0x00000079}, {0x0000005A, 0x0000007A}, {0x000000C0, 0x000000E0}, {0x000000C1, 0x000000E1}, +{0x000000C2, 0x000000E2}, {0x000000C3, 0x000000E3}, {0x000000C4, 0x000000E4}, {0x000000C5, 0x000000E5}, +{0x000000C6, 0x000000E6}, {0x000000C7, 0x000000E7}, {0x000000C8, 0x000000E8}, {0x000000C9, 0x000000E9}, +{0x000000CA, 0x000000EA}, {0x000000CB, 0x000000EB}, {0x000000CC, 0x000000EC}, {0x000000CD, 0x000000ED}, +{0x000000CE, 0x000000EE}, {0x000000CF, 0x000000EF}, {0x000000D0, 0x000000F0}, {0x000000D1, 0x000000F1}, +{0x000000D2, 0x000000F2}, {0x000000D3, 0x000000F3}, {0x000000D4, 0x000000F4}, {0x000000D5, 0x000000F5}, +{0x000000D6, 0x000000F6}, {0x000000D8, 0x000000F8}, {0x000000D9, 0x000000F9}, {0x000000DA, 0x000000FA}, +{0x000000DB, 0x000000FB}, {0x000000DC, 0x000000FC}, {0x000000DD, 0x000000FD}, {0x000000DE, 0x000000FE}, +{0x00000100, 0x00000101}, {0x00000102, 0x00000103}, {0x00000104, 0x00000105}, {0x00000106, 0x00000107}, +{0x00000108, 0x00000109}, {0x0000010A, 0x0000010B}, {0x0000010C, 0x0000010D}, {0x0000010E, 0x0000010F}, +{0x00000110, 0x00000111}, {0x00000112, 0x00000113}, {0x00000114, 0x00000115}, {0x00000116, 0x00000117}, +{0x00000118, 0x00000119}, {0x0000011A, 0x0000011B}, {0x0000011C, 0x0000011D}, {0x0000011E, 0x0000011F}, +{0x00000120, 0x00000121}, {0x00000122, 0x00000123}, {0x00000124, 0x00000125}, {0x00000126, 0x00000127}, +{0x00000128, 0x00000129}, {0x0000012A, 0x0000012B}, {0x0000012C, 0x0000012D}, {0x0000012E, 0x0000012F}, +{0x00000130, 0x00000069}, {0x00000132, 0x00000133}, {0x00000134, 0x00000135}, {0x00000136, 0x00000137}, +{0x00000139, 0x0000013A}, {0x0000013B, 0x0000013C}, {0x0000013D, 0x0000013E}, {0x0000013F, 0x00000140}, +{0x00000141, 0x00000142}, {0x00000143, 0x00000144}, {0x00000145, 0x00000146}, {0x00000147, 0x00000148}, +{0x0000014A, 0x0000014B}, {0x0000014C, 0x0000014D}, {0x0000014E, 0x0000014F}, {0x00000150, 0x00000151}, +{0x00000152, 0x00000153}, {0x00000154, 0x00000155}, {0x00000156, 0x00000157}, {0x00000158, 0x00000159}, +{0x0000015A, 0x0000015B}, {0x0000015C, 0x0000015D}, {0x0000015E, 0x0000015F}, {0x00000160, 0x00000161}, +{0x00000162, 0x00000163}, {0x00000164, 0x00000165}, {0x00000166, 0x00000167}, {0x00000168, 0x00000169}, +{0x0000016A, 0x0000016B}, {0x0000016C, 0x0000016D}, {0x0000016E, 0x0000016F}, {0x00000170, 0x00000171}, +{0x00000172, 0x00000173}, {0x00000174, 0x00000175}, {0x00000176, 0x00000177}, {0x00000178, 0x000000FF}, +{0x00000179, 0x0000017A}, {0x0000017B, 0x0000017C}, {0x0000017D, 0x0000017E}, {0x00000181, 0x00000253}, +{0x00000182, 0x00000183}, {0x00000184, 0x00000185}, {0x00000186, 0x00000254}, {0x00000187, 0x00000188}, +{0x00000189, 0x00000256}, {0x0000018A, 0x00000257}, {0x0000018B, 0x0000018C}, {0x0000018E, 0x000001DD}, +{0x0000018F, 0x00000259}, {0x00000190, 0x0000025B}, {0x00000191, 0x00000192}, {0x00000193, 0x00000260}, +{0x00000194, 0x00000263}, {0x00000196, 0x00000269}, {0x00000197, 0x00000268}, {0x00000198, 0x00000199}, +{0x0000019C, 0x0000026F}, {0x0000019D, 0x00000272}, {0x0000019F, 0x00000275}, {0x000001A0, 0x000001A1}, +{0x000001A2, 0x000001A3}, {0x000001A4, 0x000001A5}, {0x000001A6, 0x00000280}, {0x000001A7, 0x000001A8}, +{0x000001A9, 0x00000283}, {0x000001AC, 0x000001AD}, {0x000001AE, 0x00000288}, {0x000001AF, 0x000001B0}, +{0x000001B1, 0x0000028A}, {0x000001B2, 0x0000028B}, {0x000001B3, 0x000001B4}, {0x000001B5, 0x000001B6}, +{0x000001B7, 0x00000292}, {0x000001B8, 0x000001B9}, {0x000001BC, 0x000001BD}, {0x000001C4, 0x000001C6}, +{0x000001C5, 0x000001C6}, {0x000001C7, 0x000001C9}, {0x000001C8, 0x000001C9}, {0x000001CA, 0x000001CC}, +{0x000001CB, 0x000001CC}, {0x000001CD, 0x000001CE}, {0x000001CF, 0x000001D0}, {0x000001D1, 0x000001D2}, +{0x000001D3, 0x000001D4}, {0x000001D5, 0x000001D6}, {0x000001D7, 0x000001D8}, {0x000001D9, 0x000001DA}, +{0x000001DB, 0x000001DC}, {0x000001DE, 0x000001DF}, {0x000001E0, 0x000001E1}, {0x000001E2, 0x000001E3}, +{0x000001E4, 0x000001E5}, {0x000001E6, 0x000001E7}, {0x000001E8, 0x000001E9}, {0x000001EA, 0x000001EB}, +{0x000001EC, 0x000001ED}, {0x000001EE, 0x000001EF}, {0x000001F1, 0x000001F3}, {0x000001F2, 0x000001F3}, +{0x000001F4, 0x000001F5}, {0x000001F6, 0x00000195}, {0x000001F7, 0x000001BF}, {0x000001F8, 0x000001F9}, +{0x000001FA, 0x000001FB}, {0x000001FC, 0x000001FD}, {0x000001FE, 0x000001FF}, {0x00000200, 0x00000201}, +{0x00000202, 0x00000203}, {0x00000204, 0x00000205}, {0x00000206, 0x00000207}, {0x00000208, 0x00000209}, +{0x0000020A, 0x0000020B}, {0x0000020C, 0x0000020D}, {0x0000020E, 0x0000020F}, {0x00000210, 0x00000211}, +{0x00000212, 0x00000213}, {0x00000214, 0x00000215}, {0x00000216, 0x00000217}, {0x00000218, 0x00000219}, +{0x0000021A, 0x0000021B}, {0x0000021C, 0x0000021D}, {0x0000021E, 0x0000021F}, {0x00000220, 0x0000019E}, +{0x00000222, 0x00000223}, {0x00000224, 0x00000225}, {0x00000226, 0x00000227}, {0x00000228, 0x00000229}, +{0x0000022A, 0x0000022B}, {0x0000022C, 0x0000022D}, {0x0000022E, 0x0000022F}, {0x00000230, 0x00000231}, +{0x00000232, 0x00000233}, {0x0000023A, 0x00002C65}, {0x0000023B, 0x0000023C}, {0x0000023D, 0x0000019A}, +{0x0000023E, 0x00002C66}, {0x00000241, 0x00000242}, {0x00000243, 0x00000180}, {0x00000244, 0x00000289}, +{0x00000245, 0x0000028C}, {0x00000246, 0x00000247}, {0x00000248, 0x00000249}, {0x0000024A, 0x0000024B}, +{0x0000024C, 0x0000024D}, {0x0000024E, 0x0000024F}, {0x00000370, 0x00000371}, {0x00000372, 0x00000373}, +{0x00000376, 0x00000377}, {0x0000037F, 0x000003F3}, {0x00000386, 0x000003AC}, {0x00000388, 0x000003AD}, +{0x00000389, 0x000003AE}, {0x0000038A, 0x000003AF}, {0x0000038C, 0x000003CC}, {0x0000038E, 0x000003CD}, +{0x0000038F, 0x000003CE}, {0x00000391, 0x000003B1}, {0x00000392, 0x000003B2}, {0x00000393, 0x000003B3}, +{0x00000394, 0x000003B4}, {0x00000395, 0x000003B5}, {0x00000396, 0x000003B6}, {0x00000397, 0x000003B7}, +{0x00000398, 0x000003B8}, {0x00000399, 0x000003B9}, {0x0000039A, 0x000003BA}, 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{0x00010C9D, 0x00010CDD}, {0x00010C9E, 0x00010CDE}, {0x00010C9F, 0x00010CDF}, +{0x00010CA0, 0x00010CE0}, {0x00010CA1, 0x00010CE1}, {0x00010CA2, 0x00010CE2}, {0x00010CA3, 0x00010CE3}, +{0x00010CA4, 0x00010CE4}, {0x00010CA5, 0x00010CE5}, {0x00010CA6, 0x00010CE6}, {0x00010CA7, 0x00010CE7}, +{0x00010CA8, 0x00010CE8}, {0x00010CA9, 0x00010CE9}, {0x00010CAA, 0x00010CEA}, {0x00010CAB, 0x00010CEB}, +{0x00010CAC, 0x00010CEC}, {0x00010CAD, 0x00010CED}, {0x00010CAE, 0x00010CEE}, {0x00010CAF, 0x00010CEF}, +{0x00010CB0, 0x00010CF0}, {0x00010CB1, 0x00010CF1}, {0x00010CB2, 0x00010CF2}, {0x000118A0, 0x000118C0}, +{0x000118A1, 0x000118C1}, {0x000118A2, 0x000118C2}, {0x000118A3, 0x000118C3}, {0x000118A4, 0x000118C4}, +{0x000118A5, 0x000118C5}, {0x000118A6, 0x000118C6}, {0x000118A7, 0x000118C7}, {0x000118A8, 0x000118C8}, +{0x000118A9, 0x000118C9}, {0x000118AA, 0x000118CA}, {0x000118AB, 0x000118CB}, {0x000118AC, 0x000118CC}, +{0x000118AD, 0x000118CD}, {0x000118AE, 0x000118CE}, {0x000118AF, 0x000118CF}, {0x000118B0, 0x000118D0}, +{0x000118B1, 0x000118D1}, {0x000118B2, 0x000118D2}, {0x000118B3, 0x000118D3}, {0x000118B4, 0x000118D4}, +{0x000118B5, 0x000118D5}, {0x000118B6, 0x000118D6}, {0x000118B7, 0x000118D7}, {0x000118B8, 0x000118D8}, +{0x000118B9, 0x000118D9}, {0x000118BA, 0x000118DA}, {0x000118BB, 0x000118DB}, {0x000118BC, 0x000118DC}, +{0x000118BD, 0x000118DD}, {0x000118BE, 0x000118DE}, {0x000118BF, 0x000118DF}, {0x00016E40, 0x00016E60}, +{0x00016E41, 0x00016E61}, {0x00016E42, 0x00016E62}, {0x00016E43, 0x00016E63}, {0x00016E44, 0x00016E64}, +{0x00016E45, 0x00016E65}, {0x00016E46, 0x00016E66}, {0x00016E47, 0x00016E67}, {0x00016E48, 0x00016E68}, +{0x00016E49, 0x00016E69}, {0x00016E4A, 0x00016E6A}, {0x00016E4B, 0x00016E6B}, {0x00016E4C, 0x00016E6C}, +{0x00016E4D, 0x00016E6D}, {0x00016E4E, 0x00016E6E}, {0x00016E4F, 0x00016E6F}, {0x00016E50, 0x00016E70}, +{0x00016E51, 0x00016E71}, {0x00016E52, 0x00016E72}, {0x00016E53, 0x00016E73}, {0x00016E54, 0x00016E74}, +{0x00016E55, 0x00016E75}, {0x00016E56, 0x00016E76}, {0x00016E57, 0x00016E77}, {0x00016E58, 0x00016E78}, +{0x00016E59, 0x00016E79}, {0x00016E5A, 0x00016E7A}, {0x00016E5B, 0x00016E7B}, {0x00016E5C, 0x00016E7C}, +{0x00016E5D, 0x00016E7D}, {0x00016E5E, 0x00016E7E}, {0x00016E5F, 0x00016E7F}, {0x0001E900, 0x0001E922}, +{0x0001E901, 0x0001E923}, {0x0001E902, 0x0001E924}, {0x0001E903, 0x0001E925}, {0x0001E904, 0x0001E926}, +{0x0001E905, 0x0001E927}, {0x0001E906, 0x0001E928}, {0x0001E907, 0x0001E929}, {0x0001E908, 0x0001E92A}, +{0x0001E909, 0x0001E92B}, {0x0001E90A, 0x0001E92C}, {0x0001E90B, 0x0001E92D}, {0x0001E90C, 0x0001E92E}, +{0x0001E90D, 0x0001E92F}, {0x0001E90E, 0x0001E930}, {0x0001E90F, 0x0001E931}, {0x0001E910, 0x0001E932}, +{0x0001E911, 0x0001E933}, {0x0001E912, 0x0001E934}, {0x0001E913, 0x0001E935}, {0x0001E914, 0x0001E936}, +{0x0001E915, 0x0001E937}, {0x0001E916, 0x0001E938}, {0x0001E917, 0x0001E939}, {0x0001E918, 0x0001E93A}, +{0x0001E919, 0x0001E93B}, {0x0001E91A, 0x0001E93C}, {0x0001E91B, 0x0001E93D}, {0x0001E91C, 0x0001E93E}, +{0x0001E91D, 0x0001E93F}, {0x0001E91E, 0x0001E940}, {0x0001E91F, 0x0001E941}, {0x0001E920, 0x0001E942}, +{0x0001E921, 0x0001E943}, +}; + +const std::map unicode_map_uppercase = { +{0x00000061, 0x00000041}, {0x00000062, 0x00000042}, {0x00000063, 0x00000043}, {0x00000064, 0x00000044}, +{0x00000065, 0x00000045}, {0x00000066, 0x00000046}, {0x00000067, 0x00000047}, {0x00000068, 0x00000048}, +{0x00000069, 0x00000049}, {0x0000006A, 0x0000004A}, {0x0000006B, 0x0000004B}, {0x0000006C, 0x0000004C}, +{0x0000006D, 0x0000004D}, {0x0000006E, 0x0000004E}, {0x0000006F, 0x0000004F}, {0x00000070, 0x00000050}, +{0x00000071, 0x00000051}, {0x00000072, 0x00000052}, {0x00000073, 0x00000053}, {0x00000074, 0x00000054}, +{0x00000075, 0x00000055}, {0x00000076, 0x00000056}, {0x00000077, 0x00000057}, {0x00000078, 0x00000058}, +{0x00000079, 0x00000059}, {0x0000007A, 0x0000005A}, {0x000000B5, 0x0000039C}, {0x000000DF, 0x00000053}, +{0x000000E0, 0x000000C0}, {0x000000E1, 0x000000C1}, {0x000000E2, 0x000000C2}, {0x000000E3, 0x000000C3}, +{0x000000E4, 0x000000C4}, {0x000000E5, 0x000000C5}, {0x000000E6, 0x000000C6}, {0x000000E7, 0x000000C7}, +{0x000000E8, 0x000000C8}, {0x000000E9, 0x000000C9}, {0x000000EA, 0x000000CA}, {0x000000EB, 0x000000CB}, +{0x000000EC, 0x000000CC}, {0x000000ED, 0x000000CD}, {0x000000EE, 0x000000CE}, {0x000000EF, 0x000000CF}, +{0x000000F0, 0x000000D0}, {0x000000F1, 0x000000D1}, {0x000000F2, 0x000000D2}, {0x000000F3, 0x000000D3}, +{0x000000F4, 0x000000D4}, {0x000000F5, 0x000000D5}, {0x000000F6, 0x000000D6}, {0x000000F8, 0x000000D8}, +{0x000000F9, 0x000000D9}, {0x000000FA, 0x000000DA}, {0x000000FB, 0x000000DB}, {0x000000FC, 0x000000DC}, +{0x000000FD, 0x000000DD}, {0x000000FE, 0x000000DE}, {0x000000FF, 0x00000178}, {0x00000101, 0x00000100}, +{0x00000103, 0x00000102}, {0x00000105, 0x00000104}, {0x00000107, 0x00000106}, {0x00000109, 0x00000108}, +{0x0000010B, 0x0000010A}, {0x0000010D, 0x0000010C}, {0x0000010F, 0x0000010E}, {0x00000111, 0x00000110}, +{0x00000113, 0x00000112}, {0x00000115, 0x00000114}, {0x00000117, 0x00000116}, {0x00000119, 0x00000118}, +{0x0000011B, 0x0000011A}, {0x0000011D, 0x0000011C}, {0x0000011F, 0x0000011E}, {0x00000121, 0x00000120}, +{0x00000123, 0x00000122}, {0x00000125, 0x00000124}, {0x00000127, 0x00000126}, {0x00000129, 0x00000128}, +{0x0000012B, 0x0000012A}, {0x0000012D, 0x0000012C}, {0x0000012F, 0x0000012E}, {0x00000131, 0x00000049}, +{0x00000133, 0x00000132}, {0x00000135, 0x00000134}, {0x00000137, 0x00000136}, {0x0000013A, 0x00000139}, +{0x0000013C, 0x0000013B}, {0x0000013E, 0x0000013D}, {0x00000140, 0x0000013F}, {0x00000142, 0x00000141}, +{0x00000144, 0x00000143}, {0x00000146, 0x00000145}, {0x00000148, 0x00000147}, {0x00000149, 0x000002BC}, +{0x0000014B, 0x0000014A}, {0x0000014D, 0x0000014C}, {0x0000014F, 0x0000014E}, {0x00000151, 0x00000150}, +{0x00000153, 0x00000152}, {0x00000155, 0x00000154}, {0x00000157, 0x00000156}, {0x00000159, 0x00000158}, +{0x0000015B, 0x0000015A}, {0x0000015D, 0x0000015C}, {0x0000015F, 0x0000015E}, {0x00000161, 0x00000160}, +{0x00000163, 0x00000162}, {0x00000165, 0x00000164}, {0x00000167, 0x00000166}, {0x00000169, 0x00000168}, +{0x0000016B, 0x0000016A}, {0x0000016D, 0x0000016C}, {0x0000016F, 0x0000016E}, {0x00000171, 0x00000170}, +{0x00000173, 0x00000172}, {0x00000175, 0x00000174}, {0x00000177, 0x00000176}, {0x0000017A, 0x00000179}, +{0x0000017C, 0x0000017B}, {0x0000017E, 0x0000017D}, {0x0000017F, 0x00000053}, {0x00000180, 0x00000243}, +{0x00000183, 0x00000182}, {0x00000185, 0x00000184}, {0x00000188, 0x00000187}, {0x0000018C, 0x0000018B}, +{0x00000192, 0x00000191}, {0x00000195, 0x000001F6}, {0x00000199, 0x00000198}, {0x0000019A, 0x0000023D}, +{0x0000019E, 0x00000220}, {0x000001A1, 0x000001A0}, {0x000001A3, 0x000001A2}, {0x000001A5, 0x000001A4}, +{0x000001A8, 0x000001A7}, {0x000001AD, 0x000001AC}, {0x000001B0, 0x000001AF}, {0x000001B4, 0x000001B3}, +{0x000001B6, 0x000001B5}, {0x000001B9, 0x000001B8}, {0x000001BD, 0x000001BC}, {0x000001BF, 0x000001F7}, +{0x000001C5, 0x000001C4}, {0x000001C6, 0x000001C4}, {0x000001C8, 0x000001C7}, {0x000001C9, 0x000001C7}, +{0x000001CB, 0x000001CA}, {0x000001CC, 0x000001CA}, {0x000001CE, 0x000001CD}, {0x000001D0, 0x000001CF}, +{0x000001D2, 0x000001D1}, {0x000001D4, 0x000001D3}, {0x000001D6, 0x000001D5}, {0x000001D8, 0x000001D7}, +{0x000001DA, 0x000001D9}, {0x000001DC, 0x000001DB}, {0x000001DD, 0x0000018E}, {0x000001DF, 0x000001DE}, +{0x000001E1, 0x000001E0}, {0x000001E3, 0x000001E2}, {0x000001E5, 0x000001E4}, {0x000001E7, 0x000001E6}, +{0x000001E9, 0x000001E8}, {0x000001EB, 0x000001EA}, {0x000001ED, 0x000001EC}, {0x000001EF, 0x000001EE}, +{0x000001F0, 0x0000004A}, {0x000001F2, 0x000001F1}, {0x000001F3, 0x000001F1}, {0x000001F5, 0x000001F4}, +{0x000001F9, 0x000001F8}, {0x000001FB, 0x000001FA}, {0x000001FD, 0x000001FC}, {0x000001FF, 0x000001FE}, +{0x00000201, 0x00000200}, {0x00000203, 0x00000202}, {0x00000205, 0x00000204}, {0x00000207, 0x00000206}, +{0x00000209, 0x00000208}, {0x0000020B, 0x0000020A}, {0x0000020D, 0x0000020C}, {0x0000020F, 0x0000020E}, +{0x00000211, 0x00000210}, {0x00000213, 0x00000212}, {0x00000215, 0x00000214}, {0x00000217, 0x00000216}, +{0x00000219, 0x00000218}, {0x0000021B, 0x0000021A}, {0x0000021D, 0x0000021C}, {0x0000021F, 0x0000021E}, +{0x00000223, 0x00000222}, {0x00000225, 0x00000224}, {0x00000227, 0x00000226}, {0x00000229, 0x00000228}, +{0x0000022B, 0x0000022A}, {0x0000022D, 0x0000022C}, {0x0000022F, 0x0000022E}, {0x00000231, 0x00000230}, +{0x00000233, 0x00000232}, {0x0000023C, 0x0000023B}, {0x0000023F, 0x00002C7E}, {0x00000240, 0x00002C7F}, +{0x00000242, 0x00000241}, {0x00000247, 0x00000246}, {0x00000249, 0x00000248}, {0x0000024B, 0x0000024A}, +{0x0000024D, 0x0000024C}, {0x0000024F, 0x0000024E}, {0x00000250, 0x00002C6F}, {0x00000251, 0x00002C6D}, +{0x00000252, 0x00002C70}, {0x00000253, 0x00000181}, {0x00000254, 0x00000186}, {0x00000256, 0x00000189}, +{0x00000257, 0x0000018A}, {0x00000259, 0x0000018F}, {0x0000025B, 0x00000190}, {0x0000025C, 0x0000A7AB}, +{0x00000260, 0x00000193}, {0x00000261, 0x0000A7AC}, {0x00000263, 0x00000194}, {0x00000265, 0x0000A78D}, +{0x00000266, 0x0000A7AA}, {0x00000268, 0x00000197}, {0x00000269, 0x00000196}, {0x0000026A, 0x0000A7AE}, +{0x0000026B, 0x00002C62}, {0x0000026C, 0x0000A7AD}, {0x0000026F, 0x0000019C}, {0x00000271, 0x00002C6E}, +{0x00000272, 0x0000019D}, {0x00000275, 0x0000019F}, {0x0000027D, 0x00002C64}, {0x00000280, 0x000001A6}, +{0x00000282, 0x0000A7C5}, {0x00000283, 0x000001A9}, {0x00000287, 0x0000A7B1}, {0x00000288, 0x000001AE}, +{0x00000289, 0x00000244}, {0x0000028A, 0x000001B1}, {0x0000028B, 0x000001B2}, {0x0000028C, 0x00000245}, +{0x00000292, 0x000001B7}, {0x0000029D, 0x0000A7B2}, {0x0000029E, 0x0000A7B0}, {0x00000345, 0x00000399}, +{0x00000371, 0x00000370}, {0x00000373, 0x00000372}, {0x00000377, 0x00000376}, {0x0000037B, 0x000003FD}, +{0x0000037C, 0x000003FE}, {0x0000037D, 0x000003FF}, {0x00000390, 0x00000399}, {0x000003AC, 0x00000386}, +{0x000003AD, 0x00000388}, {0x000003AE, 0x00000389}, {0x000003AF, 0x0000038A}, {0x000003B0, 0x000003A5}, +{0x000003B1, 0x00000391}, {0x000003B2, 0x00000392}, {0x000003B3, 0x00000393}, {0x000003B4, 0x00000394}, +{0x000003B5, 0x00000395}, {0x000003B6, 0x00000396}, {0x000003B7, 0x00000397}, {0x000003B8, 0x00000398}, +{0x000003B9, 0x00000399}, {0x000003BA, 0x0000039A}, {0x000003BB, 0x0000039B}, {0x000003BC, 0x0000039C}, +{0x000003BD, 0x0000039D}, {0x000003BE, 0x0000039E}, {0x000003BF, 0x0000039F}, {0x000003C0, 0x000003A0}, +{0x000003C1, 0x000003A1}, {0x000003C2, 0x000003A3}, {0x000003C3, 0x000003A3}, {0x000003C4, 0x000003A4}, +{0x000003C5, 0x000003A5}, {0x000003C6, 0x000003A6}, {0x000003C7, 0x000003A7}, {0x000003C8, 0x000003A8}, +{0x000003C9, 0x000003A9}, {0x000003CA, 0x000003AA}, {0x000003CB, 0x000003AB}, {0x000003CC, 0x0000038C}, +{0x000003CD, 0x0000038E}, {0x000003CE, 0x0000038F}, {0x000003D0, 0x00000392}, {0x000003D1, 0x00000398}, +{0x000003D5, 0x000003A6}, {0x000003D6, 0x000003A0}, {0x000003D7, 0x000003CF}, {0x000003D9, 0x000003D8}, +{0x000003DB, 0x000003DA}, {0x000003DD, 0x000003DC}, {0x000003DF, 0x000003DE}, {0x000003E1, 0x000003E0}, +{0x000003E3, 0x000003E2}, {0x000003E5, 0x000003E4}, {0x000003E7, 0x000003E6}, {0x000003E9, 0x000003E8}, +{0x000003EB, 0x000003EA}, {0x000003ED, 0x000003EC}, {0x000003EF, 0x000003EE}, {0x000003F0, 0x0000039A}, +{0x000003F1, 0x000003A1}, {0x000003F2, 0x000003F9}, {0x000003F3, 0x0000037F}, {0x000003F5, 0x00000395}, +{0x000003F8, 0x000003F7}, {0x000003FB, 0x000003FA}, {0x00000430, 0x00000410}, {0x00000431, 0x00000411}, +{0x00000432, 0x00000412}, {0x00000433, 0x00000413}, {0x00000434, 0x00000414}, {0x00000435, 0x00000415}, +{0x00000436, 0x00000416}, {0x00000437, 0x00000417}, {0x00000438, 0x00000418}, {0x00000439, 0x00000419}, +{0x0000043A, 0x0000041A}, {0x0000043B, 0x0000041B}, {0x0000043C, 0x0000041C}, {0x0000043D, 0x0000041D}, +{0x0000043E, 0x0000041E}, {0x0000043F, 0x0000041F}, {0x00000440, 0x00000420}, {0x00000441, 0x00000421}, +{0x00000442, 0x00000422}, {0x00000443, 0x00000423}, 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+{0x00010CD8, 0x00010C98}, {0x00010CD9, 0x00010C99}, {0x00010CDA, 0x00010C9A}, {0x00010CDB, 0x00010C9B}, +{0x00010CDC, 0x00010C9C}, {0x00010CDD, 0x00010C9D}, {0x00010CDE, 0x00010C9E}, {0x00010CDF, 0x00010C9F}, +{0x00010CE0, 0x00010CA0}, {0x00010CE1, 0x00010CA1}, {0x00010CE2, 0x00010CA2}, {0x00010CE3, 0x00010CA3}, +{0x00010CE4, 0x00010CA4}, {0x00010CE5, 0x00010CA5}, {0x00010CE6, 0x00010CA6}, {0x00010CE7, 0x00010CA7}, +{0x00010CE8, 0x00010CA8}, {0x00010CE9, 0x00010CA9}, {0x00010CEA, 0x00010CAA}, {0x00010CEB, 0x00010CAB}, +{0x00010CEC, 0x00010CAC}, {0x00010CED, 0x00010CAD}, {0x00010CEE, 0x00010CAE}, {0x00010CEF, 0x00010CAF}, +{0x00010CF0, 0x00010CB0}, {0x00010CF1, 0x00010CB1}, {0x00010CF2, 0x00010CB2}, {0x000118C0, 0x000118A0}, +{0x000118C1, 0x000118A1}, {0x000118C2, 0x000118A2}, {0x000118C3, 0x000118A3}, {0x000118C4, 0x000118A4}, +{0x000118C5, 0x000118A5}, {0x000118C6, 0x000118A6}, {0x000118C7, 0x000118A7}, {0x000118C8, 0x000118A8}, +{0x000118C9, 0x000118A9}, {0x000118CA, 0x000118AA}, {0x000118CB, 0x000118AB}, {0x000118CC, 0x000118AC}, +{0x000118CD, 0x000118AD}, {0x000118CE, 0x000118AE}, {0x000118CF, 0x000118AF}, {0x000118D0, 0x000118B0}, +{0x000118D1, 0x000118B1}, {0x000118D2, 0x000118B2}, {0x000118D3, 0x000118B3}, {0x000118D4, 0x000118B4}, +{0x000118D5, 0x000118B5}, {0x000118D6, 0x000118B6}, {0x000118D7, 0x000118B7}, {0x000118D8, 0x000118B8}, +{0x000118D9, 0x000118B9}, {0x000118DA, 0x000118BA}, {0x000118DB, 0x000118BB}, {0x000118DC, 0x000118BC}, +{0x000118DD, 0x000118BD}, {0x000118DE, 0x000118BE}, {0x000118DF, 0x000118BF}, {0x00016E60, 0x00016E40}, +{0x00016E61, 0x00016E41}, {0x00016E62, 0x00016E42}, {0x00016E63, 0x00016E43}, {0x00016E64, 0x00016E44}, +{0x00016E65, 0x00016E45}, {0x00016E66, 0x00016E46}, {0x00016E67, 0x00016E47}, {0x00016E68, 0x00016E48}, +{0x00016E69, 0x00016E49}, {0x00016E6A, 0x00016E4A}, {0x00016E6B, 0x00016E4B}, {0x00016E6C, 0x00016E4C}, +{0x00016E6D, 0x00016E4D}, {0x00016E6E, 0x00016E4E}, {0x00016E6F, 0x00016E4F}, {0x00016E70, 0x00016E50}, +{0x00016E71, 0x00016E51}, {0x00016E72, 0x00016E52}, {0x00016E73, 0x00016E53}, {0x00016E74, 0x00016E54}, +{0x00016E75, 0x00016E55}, {0x00016E76, 0x00016E56}, {0x00016E77, 0x00016E57}, {0x00016E78, 0x00016E58}, +{0x00016E79, 0x00016E59}, {0x00016E7A, 0x00016E5A}, {0x00016E7B, 0x00016E5B}, {0x00016E7C, 0x00016E5C}, +{0x00016E7D, 0x00016E5D}, {0x00016E7E, 0x00016E5E}, {0x00016E7F, 0x00016E5F}, {0x0001E922, 0x0001E900}, +{0x0001E923, 0x0001E901}, {0x0001E924, 0x0001E902}, {0x0001E925, 0x0001E903}, {0x0001E926, 0x0001E904}, +{0x0001E927, 0x0001E905}, {0x0001E928, 0x0001E906}, {0x0001E929, 0x0001E907}, {0x0001E92A, 0x0001E908}, +{0x0001E92B, 0x0001E909}, {0x0001E92C, 0x0001E90A}, {0x0001E92D, 0x0001E90B}, {0x0001E92E, 0x0001E90C}, +{0x0001E92F, 0x0001E90D}, {0x0001E930, 0x0001E90E}, {0x0001E931, 0x0001E90F}, {0x0001E932, 0x0001E910}, +{0x0001E933, 0x0001E911}, {0x0001E934, 0x0001E912}, {0x0001E935, 0x0001E913}, {0x0001E936, 0x0001E914}, +{0x0001E937, 0x0001E915}, {0x0001E938, 0x0001E916}, {0x0001E939, 0x0001E917}, {0x0001E93A, 0x0001E918}, +{0x0001E93B, 0x0001E919}, {0x0001E93C, 0x0001E91A}, {0x0001E93D, 0x0001E91B}, {0x0001E93E, 0x0001E91C}, +{0x0001E93F, 0x0001E91D}, {0x0001E940, 0x0001E91E}, {0x0001E941, 0x0001E91F}, {0x0001E942, 0x0001E920}, +{0x0001E943, 0x0001E921}, }; const std::multimap unicode_map_nfd = { @@ -1449,245 +2181,3 @@ const std::multimap unicode_map_nfd = { {0x0002FA16, 0x00004D56}, {0x0002FA17, 0x00009EF9}, {0x0002FA18, 0x00009EFE}, {0x0002FA19, 0x00009F05}, {0x0002FA1A, 0x00009F0F}, {0x0002FA1B, 0x00009F16}, {0x0002FA1D, 0x0002A600}, }; - -const std::map unicode_map_lowercase = { -{0x00041, 0x00061}, {0x00042, 0x00062}, {0x00043, 0x00063}, {0x00044, 0x00064}, {0x00045, 0x00065}, {0x00046, 0x00066}, -{0x00047, 0x00067}, {0x00048, 0x00068}, {0x00049, 0x00069}, {0x0004A, 0x0006A}, {0x0004B, 0x0006B}, {0x0004C, 0x0006C}, -{0x0004D, 0x0006D}, {0x0004E, 0x0006E}, {0x0004F, 0x0006F}, {0x00050, 0x00070}, {0x00051, 0x00071}, {0x00052, 0x00072}, -{0x00053, 0x00073}, {0x00054, 0x00074}, {0x00055, 0x00075}, {0x00056, 0x00076}, {0x00057, 0x00077}, {0x00058, 0x00078}, -{0x00059, 0x00079}, {0x0005A, 0x0007A}, {0x000C0, 0x000E0}, {0x000C1, 0x000E1}, {0x000C2, 0x000E2}, {0x000C3, 0x000E3}, -{0x000C4, 0x000E4}, {0x000C5, 0x000E5}, {0x000C6, 0x000E6}, {0x000C7, 0x000E7}, {0x000C8, 0x000E8}, {0x000C9, 0x000E9}, -{0x000CA, 0x000EA}, {0x000CB, 0x000EB}, {0x000CC, 0x000EC}, {0x000CD, 0x000ED}, {0x000CE, 0x000EE}, {0x000CF, 0x000EF}, -{0x000D0, 0x000F0}, {0x000D1, 0x000F1}, {0x000D2, 0x000F2}, {0x000D3, 0x000F3}, {0x000D4, 0x000F4}, {0x000D5, 0x000F5}, -{0x000D6, 0x000F6}, {0x000D8, 0x000F8}, {0x000D9, 0x000F9}, {0x000DA, 0x000FA}, {0x000DB, 0x000FB}, {0x000DC, 0x000FC}, -{0x000DD, 0x000FD}, {0x000DE, 0x000FE}, {0x00100, 0x00101}, {0x00102, 0x00103}, {0x00104, 0x00105}, {0x00106, 0x00107}, -{0x00108, 0x00109}, {0x0010A, 0x0010B}, {0x0010C, 0x0010D}, {0x0010E, 0x0010F}, {0x00110, 0x00111}, {0x00112, 0x00113}, -{0x00114, 0x00115}, {0x00116, 0x00117}, {0x00118, 0x00119}, {0x0011A, 0x0011B}, {0x0011C, 0x0011D}, {0x0011E, 0x0011F}, -{0x00120, 0x00121}, {0x00122, 0x00123}, {0x00124, 0x00125}, {0x00126, 0x00127}, {0x00128, 0x00129}, {0x0012A, 0x0012B}, -{0x0012C, 0x0012D}, {0x0012E, 0x0012F}, {0x00130, 0x00069}, {0x00132, 0x00133}, {0x00134, 0x00135}, {0x00136, 0x00137}, -{0x00139, 0x0013A}, {0x0013B, 0x0013C}, {0x0013D, 0x0013E}, {0x0013F, 0x00140}, {0x00141, 0x00142}, {0x00143, 0x00144}, -{0x00145, 0x00146}, {0x00147, 0x00148}, {0x0014A, 0x0014B}, {0x0014C, 0x0014D}, {0x0014E, 0x0014F}, {0x00150, 0x00151}, -{0x00152, 0x00153}, {0x00154, 0x00155}, {0x00156, 0x00157}, {0x00158, 0x00159}, {0x0015A, 0x0015B}, {0x0015C, 0x0015D}, -{0x0015E, 0x0015F}, {0x00160, 0x00161}, {0x00162, 0x00163}, {0x00164, 0x00165}, {0x00166, 0x00167}, {0x00168, 0x00169}, -{0x0016A, 0x0016B}, {0x0016C, 0x0016D}, {0x0016E, 0x0016F}, {0x00170, 0x00171}, {0x00172, 0x00173}, {0x00174, 0x00175}, -{0x00176, 0x00177}, {0x00178, 0x000FF}, {0x00179, 0x0017A}, {0x0017B, 0x0017C}, {0x0017D, 0x0017E}, {0x00181, 0x00253}, -{0x00182, 0x00183}, {0x00184, 0x00185}, {0x00186, 0x00254}, {0x00187, 0x00188}, {0x00189, 0x00256}, {0x0018A, 0x00257}, -{0x0018B, 0x0018C}, {0x0018E, 0x001DD}, {0x0018F, 0x00259}, {0x00190, 0x0025B}, {0x00191, 0x00192}, {0x00193, 0x00260}, -{0x00194, 0x00263}, {0x00196, 0x00269}, {0x00197, 0x00268}, {0x00198, 0x00199}, {0x0019C, 0x0026F}, {0x0019D, 0x00272}, -{0x0019F, 0x00275}, {0x001A0, 0x001A1}, {0x001A2, 0x001A3}, {0x001A4, 0x001A5}, {0x001A6, 0x00280}, {0x001A7, 0x001A8}, -{0x001A9, 0x00283}, {0x001AC, 0x001AD}, {0x001AE, 0x00288}, {0x001AF, 0x001B0}, {0x001B1, 0x0028A}, {0x001B2, 0x0028B}, -{0x001B3, 0x001B4}, {0x001B5, 0x001B6}, {0x001B7, 0x00292}, {0x001B8, 0x001B9}, {0x001BC, 0x001BD}, {0x001C4, 0x001C6}, -{0x001C5, 0x001C6}, {0x001C7, 0x001C9}, {0x001C8, 0x001C9}, {0x001CA, 0x001CC}, {0x001CB, 0x001CC}, {0x001CD, 0x001CE}, -{0x001CF, 0x001D0}, {0x001D1, 0x001D2}, {0x001D3, 0x001D4}, {0x001D5, 0x001D6}, {0x001D7, 0x001D8}, {0x001D9, 0x001DA}, -{0x001DB, 0x001DC}, {0x001DE, 0x001DF}, {0x001E0, 0x001E1}, {0x001E2, 0x001E3}, {0x001E4, 0x001E5}, {0x001E6, 0x001E7}, -{0x001E8, 0x001E9}, {0x001EA, 0x001EB}, {0x001EC, 0x001ED}, {0x001EE, 0x001EF}, {0x001F1, 0x001F3}, {0x001F2, 0x001F3}, -{0x001F4, 0x001F5}, {0x001F6, 0x00195}, {0x001F7, 0x001BF}, {0x001F8, 0x001F9}, {0x001FA, 0x001FB}, {0x001FC, 0x001FD}, -{0x001FE, 0x001FF}, {0x00200, 0x00201}, {0x00202, 0x00203}, {0x00204, 0x00205}, {0x00206, 0x00207}, {0x00208, 0x00209}, -{0x0020A, 0x0020B}, {0x0020C, 0x0020D}, {0x0020E, 0x0020F}, {0x00210, 0x00211}, {0x00212, 0x00213}, {0x00214, 0x00215}, -{0x00216, 0x00217}, {0x00218, 0x00219}, {0x0021A, 0x0021B}, {0x0021C, 0x0021D}, {0x0021E, 0x0021F}, {0x00220, 0x0019E}, -{0x00222, 0x00223}, {0x00224, 0x00225}, {0x00226, 0x00227}, {0x00228, 0x00229}, {0x0022A, 0x0022B}, {0x0022C, 0x0022D}, -{0x0022E, 0x0022F}, {0x00230, 0x00231}, {0x00232, 0x00233}, {0x0023A, 0x02C65}, {0x0023B, 0x0023C}, {0x0023D, 0x0019A}, -{0x0023E, 0x02C66}, {0x00241, 0x00242}, {0x00243, 0x00180}, {0x00244, 0x00289}, {0x00245, 0x0028C}, {0x00246, 0x00247}, -{0x00248, 0x00249}, {0x0024A, 0x0024B}, {0x0024C, 0x0024D}, {0x0024E, 0x0024F}, {0x00370, 0x00371}, {0x00372, 0x00373}, -{0x00376, 0x00377}, {0x0037F, 0x003F3}, {0x00386, 0x003AC}, {0x00388, 0x003AD}, {0x00389, 0x003AE}, {0x0038A, 0x003AF}, -{0x0038C, 0x003CC}, {0x0038E, 0x003CD}, {0x0038F, 0x003CE}, {0x00391, 0x003B1}, {0x00392, 0x003B2}, {0x00393, 0x003B3}, -{0x00394, 0x003B4}, {0x00395, 0x003B5}, {0x00396, 0x003B6}, {0x00397, 0x003B7}, {0x00398, 0x003B8}, {0x00399, 0x003B9}, -{0x0039A, 0x003BA}, {0x0039B, 0x003BB}, {0x0039C, 0x003BC}, {0x0039D, 0x003BD}, {0x0039E, 0x003BE}, {0x0039F, 0x003BF}, -{0x003A0, 0x003C0}, {0x003A1, 0x003C1}, {0x003A3, 0x003C3}, {0x003A4, 0x003C4}, {0x003A5, 0x003C5}, {0x003A6, 0x003C6}, -{0x003A7, 0x003C7}, {0x003A8, 0x003C8}, {0x003A9, 0x003C9}, {0x003AA, 0x003CA}, {0x003AB, 0x003CB}, {0x003CF, 0x003D7}, -{0x003D8, 0x003D9}, {0x003DA, 0x003DB}, {0x003DC, 0x003DD}, {0x003DE, 0x003DF}, {0x003E0, 0x003E1}, {0x003E2, 0x003E3}, -{0x003E4, 0x003E5}, {0x003E6, 0x003E7}, {0x003E8, 0x003E9}, {0x003EA, 0x003EB}, {0x003EC, 0x003ED}, {0x003EE, 0x003EF}, -{0x003F4, 0x003B8}, {0x003F7, 0x003F8}, {0x003F9, 0x003F2}, {0x003FA, 0x003FB}, {0x003FD, 0x0037B}, {0x003FE, 0x0037C}, -{0x003FF, 0x0037D}, {0x00400, 0x00450}, {0x00401, 0x00451}, {0x00402, 0x00452}, {0x00403, 0x00453}, {0x00404, 0x00454}, -{0x00405, 0x00455}, {0x00406, 0x00456}, {0x00407, 0x00457}, {0x00408, 0x00458}, {0x00409, 0x00459}, {0x0040A, 0x0045A}, -{0x0040B, 0x0045B}, {0x0040C, 0x0045C}, {0x0040D, 0x0045D}, {0x0040E, 0x0045E}, {0x0040F, 0x0045F}, {0x00410, 0x00430}, -{0x00411, 0x00431}, {0x00412, 0x00432}, {0x00413, 0x00433}, {0x00414, 0x00434}, {0x00415, 0x00435}, {0x00416, 0x00436}, -{0x00417, 0x00437}, {0x00418, 0x00438}, {0x00419, 0x00439}, {0x0041A, 0x0043A}, {0x0041B, 0x0043B}, {0x0041C, 0x0043C}, -{0x0041D, 0x0043D}, {0x0041E, 0x0043E}, {0x0041F, 0x0043F}, {0x00420, 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0x1E927}, {0x1E906, 0x1E928}, {0x1E907, 0x1E929}, {0x1E908, 0x1E92A}, {0x1E909, 0x1E92B}, {0x1E90A, 0x1E92C}, -{0x1E90B, 0x1E92D}, {0x1E90C, 0x1E92E}, {0x1E90D, 0x1E92F}, {0x1E90E, 0x1E930}, {0x1E90F, 0x1E931}, {0x1E910, 0x1E932}, -{0x1E911, 0x1E933}, {0x1E912, 0x1E934}, {0x1E913, 0x1E935}, {0x1E914, 0x1E936}, {0x1E915, 0x1E937}, {0x1E916, 0x1E938}, -{0x1E917, 0x1E939}, {0x1E918, 0x1E93A}, {0x1E919, 0x1E93B}, {0x1E91A, 0x1E93C}, {0x1E91B, 0x1E93D}, {0x1E91C, 0x1E93E}, -{0x1E91D, 0x1E93F}, {0x1E91E, 0x1E940}, {0x1E91F, 0x1E941}, {0x1E920, 0x1E942}, {0x1E921, 0x1E943}, -}; diff --git a/unicode-data.h b/unicode-data.h index 3cf84117c..3cccf2068 100644 --- a/unicode-data.h +++ b/unicode-data.h @@ -7,6 +7,7 @@ extern const std::vector> unicode_ranges_number; extern const std::vector> unicode_ranges_letter; +extern const std::vector> unicode_ranges_separator; extern const std::vector> unicode_ranges_whitespace; extern const std::vector> unicode_ranges_accent_mark; extern const std::vector> unicode_ranges_punctuation; diff --git a/unicode.cpp b/unicode.cpp index 955c56965..ca03c49d3 100644 --- a/unicode.cpp +++ b/unicode.cpp @@ -9,6 +9,7 @@ #include #include #include +#include #include #include #include @@ -111,27 +112,27 @@ static uint32_t unicode_cpt_from_utf8(const std::string & utf8, size_t & offset) static std::unordered_map unicode_cpt_type_map() { std::unordered_map cpt_types; for (auto p : unicode_ranges_number) { - for (auto i = p.first; i <= p.second; ++ i) { + for (auto i = p.first; i <= p.second; ++i) { cpt_types[i] = CODEPOINT_TYPE_NUMBER; } } for (auto p : unicode_ranges_letter) { - for (auto i = p.first; i <= p.second; ++ i) { + for (auto i = p.first; i <= p.second; ++i) { cpt_types[i] = CODEPOINT_TYPE_LETTER; } } - for (auto p : unicode_ranges_whitespace) { - for (auto i = p.first; i <= p.second; ++ i) { - cpt_types[i] = CODEPOINT_TYPE_WHITESPACE; + for (auto p : unicode_ranges_separator) { + for (auto i = p.first; i <= p.second; ++i) { + cpt_types[i] = CODEPOINT_TYPE_SEPARATOR; } } for (auto p : unicode_ranges_accent_mark) { - for (auto i = p.first; i <= p.second; ++ i) { + for (auto i = p.first; i <= p.second; ++i) { cpt_types[i] = CODEPOINT_TYPE_ACCENT_MARK; } } for (auto p : unicode_ranges_punctuation) { - for (auto i = p.first; i <= p.second; ++ i) { + for (auto i = p.first; i <= p.second; ++i) { cpt_types[i] = CODEPOINT_TYPE_PUNCTUATION; } } @@ -141,7 +142,7 @@ static std::unordered_map unicode_cpt_type_map() { } } for (auto p : unicode_ranges_control) { - for (auto i = p.first; i <= p.second; ++ i) { + for (auto i = p.first; i <= p.second; ++i) { cpt_types[i] = CODEPOINT_TYPE_CONTROL; } } @@ -224,138 +225,256 @@ static std::vector unicode_regex_split_custom_gpt2(const std::string & t std::vector bpe_offsets; // store the offset of each word bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size + const auto cpts = unicode_cpts_from_utf8(text); + size_t start = 0; + for (auto offset : offsets) { + const size_t offset_ini = start; + const size_t offset_end = start + offset; + assert(offset_end <= cpts.size()); + start = offset_end; + + auto _get_cpt = [&] (const size_t pos) -> char32_t { + return (offset_ini <= pos && pos < offset_end) ? cpts[pos] : 0; + }; + + auto _get_cpt_type = [&] (const size_t pos) -> int { + return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_type(cpts[pos]) : CODEPOINT_TYPE_UNIDENTIFIED; + }; + + size_t _prev_end = offset_ini; + auto _add_token = [&] (const size_t end) -> size_t { + assert(_prev_end <= end && end <= offset_end); + size_t len = end - _prev_end; + if (len > 0) { + bpe_offsets.push_back(len); + } + _prev_end = end; + //if (len > 0) { + // std::string s = ""; + // for(size_t p = end-len; p < end; p++) + // s += unicode_cpt_to_utf8(cpts[p]); + // printf(">>> '%s'\n", s.c_str()); + //} + return len; + }; + + for (size_t pos = offset_ini; pos < offset_end; /*pos++*/ ) { + const char32_t cpt = _get_cpt(pos); + const int cpt_type = _get_cpt_type(pos); + + // regex: 's|'t|'re|'ve|'m|'ll|'d + if (cpt == '\'' && pos+1 < offset_end) { + char32_t cpt_next = _get_cpt(pos+1); + if (cpt_next == 's' || cpt_next == 't' || cpt_next == 'm' || cpt_next == 'd') { + pos += _add_token(pos+2); + continue; + } + if (pos+2 < offset_end) { + char32_t cpt_next_next = _get_cpt(pos+2); + if ((cpt_next == 'r' && cpt_next_next == 'e') || + (cpt_next == 'v' && cpt_next_next == 'e') || + (cpt_next == 'l' && cpt_next_next == 'l')) { + pos += _add_token(pos+3); + continue; + } + } + } + + char32_t cpt2 = (cpt == ' ' ? _get_cpt(pos+1) : cpt); + int cpt2_type = (cpt == ' ' ? _get_cpt_type(pos+1) : cpt_type); + // regex: ?\p{L}+ + if (cpt2_type == CODEPOINT_TYPE_LETTER) { + pos += (cpt == ' '); + while (cpt2_type == CODEPOINT_TYPE_LETTER) { + cpt2_type = _get_cpt_type(++pos); + } + _add_token(pos); + continue; + } + // regex: ?\p{N}+ + if (cpt2_type == CODEPOINT_TYPE_NUMBER) { + pos += (cpt == ' '); + while (cpt2_type == CODEPOINT_TYPE_NUMBER) { + cpt2_type = _get_cpt_type(++pos); + } + _add_token(pos); + continue; + } + // regex: ?[^\s\p{L}\p{N}]+ + if (!unicode_cpt_is_whitespace(cpt2) && cpt2_type != CODEPOINT_TYPE_LETTER && cpt2_type != CODEPOINT_TYPE_NUMBER && cpt2_type != CODEPOINT_TYPE_UNIDENTIFIED) { + pos += (cpt == ' '); + while (!unicode_cpt_is_whitespace(cpt2) && cpt2_type != CODEPOINT_TYPE_LETTER && cpt2_type != CODEPOINT_TYPE_NUMBER && cpt2_type != CODEPOINT_TYPE_UNIDENTIFIED) { + cpt2_type = _get_cpt_type(++pos); + cpt2 = _get_cpt(pos); + } + _add_token(pos); + continue; + } + + size_t num_whitespaces = 0; + while (unicode_cpt_is_whitespace(_get_cpt(pos+num_whitespaces))) { + num_whitespaces++; + } + + // regex: \s+(?!\S) + if (num_whitespaces > 1 && _get_cpt(pos+num_whitespaces) != 0) { + pos += num_whitespaces - 1; + _add_token(pos); + continue; + } + + // regex: \s+ + if (num_whitespaces > 0) { + pos += num_whitespaces; + _add_token(pos); + continue; + } + + // no matches + _add_token(++pos); + } + } + + return bpe_offsets; +} + +// LLAMA3 system regex: "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+" +static std::vector unicode_regex_split_custom_llama3(const std::string & text, const std::vector & offsets) { + std::vector bpe_offsets; // store the offset of each word + bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size const auto cpts = unicode_cpts_from_utf8(text); + size_t start = 0; for (auto offset : offsets) { - std::string token; + const size_t offset_ini = start; + const size_t offset_end = start + offset; + assert(offset_end <= cpts.size()); + start = offset_end; - bool collecting_numeric = false; - bool collecting_letter = false; - bool collecting_special = false; - bool collecting_whitespace_lookahead = false; - bool collecting = false; + auto _get_cpt = [&] (const size_t pos) -> char32_t { + return (offset_ini <= pos && pos < offset_end) ? cpts[pos] : 0; + }; - std::vector text_utf; - text_utf.reserve(offset); + auto _get_cpt_type = [&] (const size_t pos) -> int { + return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_type(cpts[pos]) : CODEPOINT_TYPE_UNIDENTIFIED; + }; - for (size_t i = start; i < start + offset; ++i) { - text_utf.emplace_back(unicode_cpt_to_utf8(cpts[i])); - } + size_t _prev_end = offset_ini; + auto _add_token = [&] (const size_t end) -> size_t { + assert(_prev_end <= end && end <= offset_end); + size_t len = end - _prev_end; + if (len > 0) { + bpe_offsets.push_back(len); + } + _prev_end = end; + //if (len > 0) { + // std::string s = ""; + // for(size_t p = end-len; p < end; p++) + // s += unicode_cpt_to_utf8(cpts[p]); + // printf(">>> '%s'\n", s.c_str()); + //} + return len; + }; - for (int i = 0; i < (int)text_utf.size(); i++) { - const std::string & utf_char = text_utf[i]; - bool split_condition = false; - int bytes_remain = text_utf.size() - i; + for (size_t pos = offset_ini; pos < offset_end; /*pos++*/ ) { + const char32_t cpt = _get_cpt(pos); + const int cpt_type = _get_cpt_type(pos); - // forward backward lookups - const std::string & utf_char_next = (i + 1 < (int)text_utf.size()) ? text_utf[i + 1] : ""; - const std::string & utf_char_next_next = (i + 2 < (int)text_utf.size()) ? text_utf[i + 2] : ""; - - // handling contractions - if (!split_condition && bytes_remain >= 2) { - // 's|'t|'m|'d - if (utf_char == "\'" && (utf_char_next == "s" || utf_char_next == "t" || utf_char_next == "m" || utf_char_next == "d")) { - split_condition = true; - } - if (split_condition) { - if (token.size()) { - bpe_offsets.emplace_back(unicode_cpts_from_utf8(token).size()); - } - token = utf_char + utf_char_next; - bpe_offsets.emplace_back(unicode_cpts_from_utf8(token).size()); - token = ""; - i++; + // regex: (?i:'s|'t|'re|'ve|'m|'ll|'d) // case insensitive + if (cpt == '\'' && pos+1 < offset_end) { + char32_t cpt_next = unicode_tolower(_get_cpt(pos+1)); + if (cpt_next == 's' || cpt_next == 't' || cpt_next == 'm' || cpt_next == 'd') { + pos += _add_token(pos+2); continue; } - } - if (!split_condition && bytes_remain >= 3) { - // 're|'ve|'ll - if (utf_char == "\'" && ( - (utf_char_next == "r" && utf_char_next_next == "e") || - (utf_char_next == "v" && utf_char_next_next == "e") || - (utf_char_next == "l" && utf_char_next_next == "l")) - ) { - split_condition = true; - } - if (split_condition) { - // current token + next token can be defined - if (token.size()) { - bpe_offsets.emplace_back(unicode_cpts_from_utf8(token).size()); + if (pos+2 < offset_end) { + char32_t cpt_next_next = unicode_tolower(_get_cpt(pos+2)); + if ((cpt_next == 'r' && cpt_next_next == 'e') || + (cpt_next == 'v' && cpt_next_next == 'e') || + (cpt_next == 'l' && cpt_next_next == 'l')) { + pos += _add_token(pos+3); + continue; } - token = utf_char; - token += utf_char_next; - token += utf_char_next_next; + } + } - bpe_offsets.emplace_back(unicode_cpts_from_utf8(token).size()); - token = ""; - i += 2; + // regex: [^\r\n\p{L}\p{N}]?\p{L}+ //####FIXME: the first \p{L} is correct? + if (cpt != '\r' && cpt != '\n' && /*cpt_type != CODEPOINT_TYPE_LETTER &&*/ cpt_type != CODEPOINT_TYPE_NUMBER) { + if (cpt_type == CODEPOINT_TYPE_LETTER || _get_cpt_type(pos+1) == CODEPOINT_TYPE_LETTER) { // one or more letters + pos++; + while (_get_cpt_type(pos) == CODEPOINT_TYPE_LETTER) { + pos++; + } + _add_token(pos); continue; } } - if (!split_condition && !collecting) { - if (unicode_cpt_type(utf_char) == CODEPOINT_TYPE_LETTER || (token.empty() && utf_char == " " && unicode_cpt_type(utf_char_next) == CODEPOINT_TYPE_LETTER)) { - collecting_letter = true; - collecting = true; - } - else if (unicode_cpt_type(utf_char) == CODEPOINT_TYPE_NUMBER || (token.empty() && utf_char == " " && unicode_cpt_type(utf_char_next) == CODEPOINT_TYPE_NUMBER)) { - collecting_numeric = true; - collecting = true; - } - else if ( - ((unicode_cpt_type(utf_char) != CODEPOINT_TYPE_LETTER && unicode_cpt_type(utf_char) != CODEPOINT_TYPE_NUMBER) && (unicode_cpt_type(utf_char) != CODEPOINT_TYPE_WHITESPACE)) || - (token.empty() && utf_char == " " && unicode_cpt_type(utf_char_next) != CODEPOINT_TYPE_LETTER && unicode_cpt_type(utf_char_next) != CODEPOINT_TYPE_NUMBER && unicode_cpt_type(utf_char_next) != CODEPOINT_TYPE_WHITESPACE) - ) { - collecting_special = true; - collecting = true; - } - else if (unicode_cpt_type(utf_char) == CODEPOINT_TYPE_WHITESPACE && unicode_cpt_type(utf_char_next) == CODEPOINT_TYPE_WHITESPACE) { - collecting_whitespace_lookahead = true; - collecting = true; - } - else if (unicode_cpt_type(utf_char) == CODEPOINT_TYPE_WHITESPACE) { - split_condition = true; - } - } - else if (!split_condition && collecting) { - if (collecting_letter && unicode_cpt_type(utf_char) != CODEPOINT_TYPE_LETTER) { - split_condition = true; - } - else if (collecting_numeric && unicode_cpt_type(utf_char) != CODEPOINT_TYPE_NUMBER) { - split_condition = true; - } - else if (collecting_special && (unicode_cpt_type(utf_char) == CODEPOINT_TYPE_LETTER || unicode_cpt_type(utf_char) == CODEPOINT_TYPE_NUMBER || unicode_cpt_type(utf_char) == CODEPOINT_TYPE_WHITESPACE)) { - split_condition = true; - } - else if (collecting_whitespace_lookahead && (unicode_cpt_type(utf_char_next) == CODEPOINT_TYPE_LETTER || unicode_cpt_type(utf_char_next) == CODEPOINT_TYPE_NUMBER)) { - split_condition = true; + // regex: \p{N}{1,3} + if (cpt_type == CODEPOINT_TYPE_NUMBER) { + size_t ini = pos; + while (_get_cpt_type(pos) == CODEPOINT_TYPE_NUMBER) { + if (++pos - ini >= 3 ) { + _add_token(pos); + ini = pos; + } } + _add_token(pos); + continue; } - if (utf_char_next == "") { - split_condition = true; // final - token += utf_char; + // regex: ?[^\s\p{L}\p{N}]+[\r\n]* + char32_t cpt2 = (cpt == ' ' ? _get_cpt(pos+1) : cpt); + int cpt2_type = (cpt == ' ' ? _get_cpt_type(pos+1) : cpt_type); + if (!unicode_cpt_is_whitespace(cpt2) && cpt2_type != CODEPOINT_TYPE_LETTER && cpt2_type != CODEPOINT_TYPE_NUMBER && cpt2_type != CODEPOINT_TYPE_UNIDENTIFIED) { + pos += (cpt == ' '); + while (!unicode_cpt_is_whitespace(cpt2) && cpt2_type != CODEPOINT_TYPE_LETTER && cpt2_type != CODEPOINT_TYPE_NUMBER && cpt2_type != CODEPOINT_TYPE_UNIDENTIFIED) { + cpt2_type = _get_cpt_type(++pos); + cpt2 = _get_cpt(pos); + } + while (cpt2 == '\r' || cpt2 == '\n') { + cpt2 = _get_cpt(++pos); + } + _add_token(pos); + continue; } - if (split_condition) { - if (token.size()) { - bpe_offsets.emplace_back(unicode_cpts_from_utf8(token).size()); + size_t num_whitespaces = 0; + size_t last_end_r_or_n = 0; + while (unicode_cpt_is_whitespace(_get_cpt(pos+num_whitespaces))) { + char32_t cpt2 = _get_cpt(pos+num_whitespaces); + if (cpt2 == '\r' || cpt2 == '\n') { + last_end_r_or_n = pos + num_whitespaces + 1; } - token = utf_char; - collecting = false; - collecting_letter = false; - collecting_numeric = false; - collecting_special = false; - collecting_whitespace_lookahead = false; + num_whitespaces++; } - else { - token += utf_char; + + // regex: \s*[\r\n]+ + if (last_end_r_or_n > 0) { + pos = last_end_r_or_n; + _add_token(pos); + continue; } + + // regex: \s+(?!\S) + if (num_whitespaces > 1 && _get_cpt(pos+num_whitespaces) != 0) { + pos += num_whitespaces - 1; + _add_token(pos); + continue; + } + + // regex: \s+ + if (num_whitespaces > 0) { + pos += num_whitespaces; + _add_token(pos); + continue; + } + + // no matches + _add_token(++pos); } - - start += offset; } return bpe_offsets; @@ -424,14 +543,14 @@ static std::vector unicode_regex_split_stl(const std::string & text, con static std::vector unicode_regex_split_custom(const std::string & text, const std::string & regex_expr, const std::vector & offsets) { std::vector bpe_offsets; - (void)(text); - (void)(regex_expr); - (void)(offsets); - // TODO: this implementation is actually wrong, uncomment and run: - // make -j && ./bin/test-tokenizer-0 ../models/ggml-vocab-gpt-2.gguf - //if (regex_expr == "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)") { - // bpe_offsets = unicode_regex_split_custom_gpt2(text, offsets); - //} + if (regex_expr == "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)") { + bpe_offsets = unicode_regex_split_custom_gpt2(text, offsets); + } else if ( + regex_expr == "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+" || + regex_expr == "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+") { + + bpe_offsets = unicode_regex_split_custom_llama3(text, offsets); + } return bpe_offsets; } @@ -506,6 +625,19 @@ int unicode_cpt_type(const std::string & utf8) { return unicode_cpt_type(unicode_cpt_from_utf8(utf8, offset)); } +bool unicode_cpt_is_whitespace(uint32_t cp) { + static const std::unordered_set is_whitespace = [] { + std::unordered_set is_whitespace; + for (auto p : unicode_ranges_whitespace) { + for (auto i = p.first; i <= p.second; ++i) { + is_whitespace.insert(i); + } + } + return is_whitespace; + }(); + return (bool)is_whitespace.count(cp); +} + std::string unicode_byte_to_utf8(uint8_t byte) { static std::unordered_map map = unicode_byte_to_utf8_map(); return map.at(byte); diff --git a/unicode.h b/unicode.h index e9026dc81..d6a14d470 100644 --- a/unicode.h +++ b/unicode.h @@ -7,7 +7,7 @@ #define CODEPOINT_TYPE_UNIDENTIFIED 0 #define CODEPOINT_TYPE_NUMBER 1 #define CODEPOINT_TYPE_LETTER 2 -#define CODEPOINT_TYPE_WHITESPACE 3 +#define CODEPOINT_TYPE_SEPARATOR 3 #define CODEPOINT_TYPE_ACCENT_MARK 4 #define CODEPOINT_TYPE_PUNCTUATION 5 #define CODEPOINT_TYPE_SYMBOL 6 @@ -21,6 +21,8 @@ std::vector unicode_cpts_normalize_nfd(const std::vector & c int unicode_cpt_type(uint32_t cp); int unicode_cpt_type(const std::string & utf8); +bool unicode_cpt_is_whitespace(uint32_t cp); + std::string unicode_byte_to_utf8(uint8_t byte); uint8_t unicode_utf8_to_byte(const std::string & utf8); From 0961d866044143eefec5b525e991611f73fd4f6e Mon Sep 17 00:00:00 2001 From: l3utterfly Date: Thu, 9 May 2024 22:32:40 +0900 Subject: [PATCH 07/18] readme : add app (#6371) * added Layla to supported UIs * Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 156860470..3c4b6d692 100644 --- a/README.md +++ b/README.md @@ -175,6 +175,7 @@ Unless otherwise noted these projects are open-source with permissive licensing: - [nat/openplayground](https://github.com/nat/openplayground) - [Faraday](https://faraday.dev/) (proprietary) - [LMStudio](https://lmstudio.ai/) (proprietary) +- [Layla](https://play.google.com/store/apps/details?id=com.laylalite) (proprietary) - [LocalAI](https://github.com/mudler/LocalAI) (MIT) - [LostRuins/koboldcpp](https://github.com/LostRuins/koboldcpp) (AGPL) - [Mozilla-Ocho/llamafile](https://github.com/Mozilla-Ocho/llamafile) From d46dbc76f8770caec0175f1e57777173c70556a0 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Thu, 9 May 2024 16:40:42 +0300 Subject: [PATCH 08/18] readme : add scheduled server workflow status badge --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3c4b6d692..ff00f9966 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ ![llama](https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png) -[![License: MIT](https://img.shields.io/badge/license-MIT-blue.svg)](https://opensource.org/licenses/MIT) +[![License: MIT](https://img.shields.io/badge/license-MIT-blue.svg)](https://opensource.org/licenses/MIT) [![Server](https://github.com/ggerganov/llama.cpp/actions/workflows/server.yml/badge.svg?branch=master&event=schedule)](https://github.com/ggerganov/llama.cpp/actions/workflows/server.yml) [Roadmap](https://github.com/users/ggerganov/projects/7) / [Project status](https://github.com/ggerganov/llama.cpp/discussions/3471) / [Manifesto](https://github.com/ggerganov/llama.cpp/discussions/205) / [ggml](https://github.com/ggerganov/ggml) From befddd0f15de6efb15d7e7f5b527dfb671f4196f Mon Sep 17 00:00:00 2001 From: 0cc4m Date: Thu, 9 May 2024 20:39:54 +0200 Subject: [PATCH 09/18] Vulkan Bugfixes and Improvements (#7084) * Modify mat mat mul shader for mul_mat_id, modify mat vec mul shaders for single call batch operation * Further work towards MoE, disabled for now * Disable MoE code (not ready yet), fix a number of bugs in shaders and Vulkan code * Add softmax with f16 mask and pos buffer support * Disable mul_mat_id shaders for now * Fix flake8 * Fix validation errors caused by empty buffers on larger batch sizes --- ggml-vulkan-shaders.hpp | 76726 +++++++++++++++++++--------------- ggml-vulkan.cpp | 1167 +- ggml_vk_generate_shaders.py | 716 +- 3 files changed, 43648 insertions(+), 34961 deletions(-) diff --git a/ggml-vulkan-shaders.hpp b/ggml-vulkan-shaders.hpp index fcb6f384b..d3a2fcf38 100644 --- a/ggml-vulkan-shaders.hpp +++ b/ggml-vulkan-shaders.hpp @@ -6563,14 +6563,14 @@ const uint64_t dequant_q8_0_len = 4780; unsigned char diag_mask_inf_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x4c,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x53,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, 0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x09,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x2d,0x00,0x00,0x00, -0x32,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, +0x45,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, @@ -6580,23 +6580,23 @@ unsigned char diag_mask_inf_f32_data[] = { 0x48,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x47,0x00,0x03,0x00, 0x15,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x2a,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0x2b,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x2b,0x00,0x00,0x00, +0x37,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0x38,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x38,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0x2b,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x2d,0x00,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x2d,0x00,0x00,0x00, +0x47,0x00,0x03,0x00,0x38,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x3a,0x00,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x3a,0x00,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x2f,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0x30,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x30,0x00,0x00,0x00, +0x42,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0x43,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x43,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0x30,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x32,0x00,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x32,0x00,0x00,0x00, +0x47,0x00,0x03,0x00,0x43,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x45,0x00,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x45,0x00,0x00,0x00, 0x21,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x49,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x4b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x19,0x00,0x00,0x00, 0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, 0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, @@ -6617,30 +6617,30 @@ unsigned char diag_mask_inf_f32_data[] = { 0x18,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x1a,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0x1d,0x00,0x00,0x00, -0x16,0x00,0x03,0x00,0x29,0x00,0x00,0x00,0x20,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x2a,0x00,0x00,0x00,0x29,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x2b,0x00,0x00,0x00,0x2a,0x00,0x00,0x00, -0x20,0x00,0x04,0x00,0x2c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, -0x2b,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x2c,0x00,0x00,0x00, -0x2d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x2f,0x00,0x00,0x00,0x29,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x30,0x00,0x00,0x00,0x2f,0x00,0x00,0x00,0x20,0x00,0x04,0x00, -0x31,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x30,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x31,0x00,0x00,0x00,0x32,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x34,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0x29,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x18,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x18,0x00,0x00,0x00,0x3c,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x43,0x00,0x00,0x00,0xff,0xff,0xff,0xff,0x2b,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x48,0x00,0x00,0x00,0x00,0x02,0x00,0x00, -0x2c,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x49,0x00,0x00,0x00, -0x48,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x18,0x00,0x00,0x00,0x2a,0x00,0x00,0x00, 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+0x0c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x36,0x00,0x00,0x00,0x52,0x00,0x00,0x00,0x00,0x00,0x80,0xff, 0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, -0x05,0x00,0x00,0x00,0xf7,0x00,0x03,0x00,0x4a,0x00,0x00,0x00, +0x05,0x00,0x00,0x00,0xf7,0x00,0x03,0x00,0x4c,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0xfb,0x00,0x03,0x00,0x11,0x00,0x00,0x00, -0x4b,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x4b,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x4d,0x00,0x00,0x00, 0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, @@ -6655,39 +6655,41 @@ unsigned char diag_mask_inf_f32_data[] = { 0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x1e,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x1f,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 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+0x52,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x35,0x00,0x00,0x00, +0xf8,0x00,0x02,0x00,0x40,0x00,0x00,0x00,0x41,0x00,0x06,0x00, +0x3e,0x00,0x00,0x00,0x47,0x00,0x00,0x00,0x45,0x00,0x00,0x00, +0x19,0x00,0x00,0x00,0x28,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x36,0x00,0x00,0x00,0x48,0x00,0x00,0x00,0x47,0x00,0x00,0x00, +0x41,0x00,0x06,0x00,0x3e,0x00,0x00,0x00,0x49,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x28,0x00,0x00,0x00, +0x3e,0x00,0x03,0x00,0x49,0x00,0x00,0x00,0x48,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x35,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, +0x35,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x4c,0x00,0x00,0x00, +0xf8,0x00,0x02,0x00,0x4c,0x00,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; -const uint64_t diag_mask_inf_f32_len = 1480; +const uint64_t diag_mask_inf_f32_len = 1504; unsigned char gelu_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, @@ -7840,110 +7842,133 @@ const uint64_t get_rows_f32_f32_len = 2976; unsigned char get_rows_q4_0_data[] = 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0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t get_rows_q5_0_len = 4232; unsigned char get_rows_q5_0_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xf6,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x4c,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00, -0x36,0x00,0x00,0x00,0x8c,0x00,0x00,0x00,0xd6,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x1d,0x00,0x00,0x00,0x72,0x00,0x00,0x00, +0x7f,0x00,0x00,0x00,0x97,0x00,0x00,0x00,0xeb,0x00,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 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+0x3e,0x00,0x03,0x00,0xfa,0x00,0x00,0x00,0xf9,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0xfd,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, +0xfd,0x00,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t get_rows_q5_1_len = 4128; unsigned char get_rows_q5_1_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xe9,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x42,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00, -0x36,0x00,0x00,0x00,0x8a,0x00,0x00,0x00,0xd2,0x00,0x00,0x00, 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+0x47,0x00,0x04,0x00,0x4d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x53,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00, +0x54,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x6c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xa6,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, @@ -11200,15 +11202,15 @@ unsigned char matmul_f16_data[] = { 0x47,0x00,0x04,0x00,0x51,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x51,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x39,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x7f,0x02,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x80,0x02,0x00,0x00, +0x38,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x7e,0x02,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x7f,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x80,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x80,0x02,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x82,0x02,0x00,0x00, +0x7f,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x7f,0x02,0x00,0x00, +0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x81,0x02,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x82,0x02,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x81,0x02,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, 0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, @@ -11219,77 +11221,77 @@ unsigned char matmul_f16_data[] = { 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00, -0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x12,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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0xbb,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xbc,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb7,0x00,0x00,0x00, @@ -11298,7 +11300,7 @@ unsigned char matmul_f16_data[] = { 0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -11308,19 +11310,19 @@ unsigned char matmul_f16_data[] = { 0x07,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xf6,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf8,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xf9,0x00,0x00,0x00,0xf6,0x00,0x00,0x00,0xf8,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xfa,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0xf9,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0xfa,0x00,0x00,0x00, 0xfb,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xff,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x03,0x01,0x00,0x00,0xf6,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x04,0x01,0x00,0x00,0x03,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x05,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x04,0x01,0x00,0x00, @@ -11329,20 +11331,20 @@ unsigned char matmul_f16_data[] = { 0x0c,0x00,0x00,0x00,0xf6,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x14,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x1a,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0xf6,0x00,0x00,0x00,0x1e,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 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0xa6,0x00,0x00,0x00,0x42,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x44,0x01,0x00,0x00,0xf6,0x00,0x00,0x00,0x43,0x01,0x00,0x00, @@ -11350,32 +11352,32 @@ unsigned char matmul_f16_data[] = { 0x44,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x45,0x01,0x00,0x00, 0x46,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x4a,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x4e,0x01,0x00,0x00,0xf6,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x4f,0x01,0x00,0x00,0x4e,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x50,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, 0x3b,0x00,0x04,0x00,0x50,0x01,0x00,0x00,0x51,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x63,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x63,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 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0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_f16_len = 10316; unsigned char matmul_f16_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x09,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xf5,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, -0x05,0x01,0x00,0x00,0x63,0x01,0x00,0x00,0x69,0x01,0x00,0x00, -0x69,0x02,0x00,0x00,0xb2,0x02,0x00,0x00,0x10,0x00,0x06,0x00, +0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, 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+0x2d,0x02,0x00,0x00,0x5a,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x2e,0x02,0x00,0x00, +0xa8,0x00,0x00,0x00,0x2d,0x02,0x00,0x00,0x41,0x00,0x05,0x00, +0x17,0x00,0x00,0x00,0x32,0x02,0x00,0x00,0x14,0x00,0x00,0x00, 0x31,0x02,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x33,0x02,0x00,0x00,0x32,0x02,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x34,0x02,0x00,0x00,0x0f,0x00,0x00,0x00, 0x33,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x38,0x02,0x00,0x00,0x47,0x00,0x00,0x00,0x33,0x02,0x00,0x00, +0x38,0x02,0x00,0x00,0x48,0x00,0x00,0x00,0x33,0x02,0x00,0x00, 0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00,0x3a,0x02,0x00,0x00, 0x39,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x3b,0x02,0x00,0x00,0x3a,0x02,0x00,0x00, @@ -13674,7 +13644,7 @@ unsigned char matmul_f16_aligned_fp32_data[] = { 0x06,0x00,0x00,0x00,0x3d,0x02,0x00,0x00,0x34,0x02,0x00,0x00, 0x3c,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x3f,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x3f,0x02,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0xa9,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0xa9,0x02,0x00,0x00,0x3f,0x00,0x00,0x00, 0xd6,0x00,0x00,0x00,0xa6,0x02,0x00,0x00,0x42,0x02,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00,0x45,0x02,0x00,0x00, 0xa9,0x02,0x00,0x00,0xbf,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, @@ -13683,29 +13653,29 @@ unsigned char matmul_f16_aligned_fp32_data[] = { 0x41,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x40,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x47,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x47,0x02,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0xaa,0x02,0x00,0x00,0x3e,0x00,0x00,0x00,0x40,0x02,0x00,0x00, +0xaa,0x02,0x00,0x00,0x3f,0x00,0x00,0x00,0x40,0x02,0x00,0x00, 0xa4,0x02,0x00,0x00,0x4a,0x02,0x00,0x00,0xb0,0x00,0x05,0x00, 0xc2,0x00,0x00,0x00,0x4d,0x02,0x00,0x00,0xaa,0x02,0x00,0x00, -0x60,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0x49,0x02,0x00,0x00, +0x61,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0x49,0x02,0x00,0x00, 0x4a,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x4d,0x02,0x00,0x00,0x48,0x02,0x00,0x00,0x49,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x48,0x02,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x51,0x02,0x00,0x00,0xaa,0x02,0x00,0x00, -0x61,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x52,0x02,0x00,0x00,0x27,0x02,0x00,0x00,0x51,0x02,0x00,0x00, +0x62,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x52,0x02,0x00,0x00,0x28,0x02,0x00,0x00,0x51,0x02,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x54,0x02,0x00,0x00, -0x64,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0x65,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x55,0x02,0x00,0x00,0x52,0x02,0x00,0x00, 0x54,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x59,0x02,0x00,0x00,0xa9,0x02,0x00,0x00,0xc7,0x01,0x00,0x00, +0x59,0x02,0x00,0x00,0xa9,0x02,0x00,0x00,0xc8,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x5a,0x02,0x00,0x00, -0x2d,0x02,0x00,0x00,0x59,0x02,0x00,0x00,0x84,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x5c,0x02,0x00,0x00,0x68,0x00,0x00,0x00, +0x2e,0x02,0x00,0x00,0x59,0x02,0x00,0x00,0x84,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0x5c,0x02,0x00,0x00,0x69,0x00,0x00,0x00, 0xbc,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x5d,0x02,0x00,0x00,0x5a,0x02,0x00,0x00,0x5c,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x5f,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x5f,0x02,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0xac,0x02,0x00,0x00,0x3e,0x00,0x00,0x00,0x48,0x02,0x00,0x00, +0xac,0x02,0x00,0x00,0x3f,0x00,0x00,0x00,0x48,0x02,0x00,0x00, 0xa2,0x02,0x00,0x00,0x62,0x02,0x00,0x00,0xb0,0x00,0x05,0x00, 0xc2,0x00,0x00,0x00,0x65,0x02,0x00,0x00,0xac,0x02,0x00,0x00, 0xbc,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0x61,0x02,0x00,0x00, @@ -13714,22 +13684,22 @@ unsigned char matmul_f16_aligned_fp32_data[] = { 0xf8,0x00,0x02,0x00,0x60,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x67,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x67,0x02,0x00,0x00, 0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xae,0x02,0x00,0x00, -0x3e,0x00,0x00,0x00,0x60,0x02,0x00,0x00,0xa0,0x02,0x00,0x00, +0x3f,0x00,0x00,0x00,0x60,0x02,0x00,0x00,0xa0,0x02,0x00,0x00, 0x6a,0x02,0x00,0x00,0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00, -0x6d,0x02,0x00,0x00,0xae,0x02,0x00,0x00,0x62,0x00,0x00,0x00, +0x6d,0x02,0x00,0x00,0xae,0x02,0x00,0x00,0x63,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0x69,0x02,0x00,0x00,0x6a,0x02,0x00,0x00, 0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x6d,0x02,0x00,0x00, 0x68,0x02,0x00,0x00,0x69,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x68,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x70,0x02,0x00,0x00,0x55,0x02,0x00,0x00,0xae,0x02,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00,0x73,0x02,0x00,0x00, -0x70,0x02,0x00,0x00,0x36,0x00,0x00,0x00,0xf7,0x00,0x03,0x00, +0x70,0x02,0x00,0x00,0x37,0x00,0x00,0x00,0xf7,0x00,0x03,0x00, 0x75,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x73,0x02,0x00,0x00,0x74,0x02,0x00,0x00,0x75,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x74,0x02,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x78,0x02,0x00,0x00,0x5d,0x02,0x00,0x00, -0xac,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x79,0x02,0x00,0x00,0x12,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0xac,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x17,0x00,0x00,0x00, +0x79,0x02,0x00,0x00,0x14,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x7a,0x02,0x00,0x00, 0x79,0x02,0x00,0x00,0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00, 0x7b,0x02,0x00,0x00,0x78,0x02,0x00,0x00,0x7a,0x02,0x00,0x00, @@ -13741,8 +13711,8 @@ unsigned char matmul_f16_aligned_fp32_data[] = { 0x7c,0x02,0x00,0x00,0x7d,0x02,0x00,0x00,0x7e,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x7d,0x02,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x86,0x02,0x00,0x00,0x5d,0x02,0x00,0x00, -0xac,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x88,0x02,0x00,0x00,0x12,0x00,0x00,0x00,0x87,0x02,0x00,0x00, +0xac,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x17,0x00,0x00,0x00, +0x88,0x02,0x00,0x00,0x14,0x00,0x00,0x00,0x87,0x02,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x89,0x02,0x00,0x00, 0x88,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x8a,0x02,0x00,0x00,0x86,0x02,0x00,0x00,0x89,0x02,0x00,0x00, @@ -13757,7 +13727,7 @@ unsigned char matmul_f16_aligned_fp32_data[] = { 0xac,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x95,0x02,0x00,0x00,0x93,0x02,0x00,0x00,0x94,0x02,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x97,0x02,0x00,0x00, -0xaa,0x02,0x00,0x00,0x62,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0xaa,0x02,0x00,0x00,0x63,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0x95,0x02,0x00,0x00, 0x97,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x9a,0x02,0x00,0x00,0x98,0x02,0x00,0x00,0xae,0x02,0x00,0x00, @@ -13765,7 +13735,7 @@ unsigned char matmul_f16_aligned_fp32_data[] = { 0xca,0x00,0x00,0x00,0x9a,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x9c,0x02,0x00,0x00,0x9b,0x02,0x00,0x00, 0x41,0x00,0x06,0x00,0x9d,0x02,0x00,0x00,0x9e,0x02,0x00,0x00, -0x82,0x02,0x00,0x00,0x34,0x00,0x00,0x00,0x8f,0x02,0x00,0x00, +0x82,0x02,0x00,0x00,0x35,0x00,0x00,0x00,0x8f,0x02,0x00,0x00, 0x3e,0x00,0x03,0x00,0x9e,0x02,0x00,0x00,0x9c,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x7e,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x7e,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x6a,0x02,0x00,0x00, @@ -13792,55 +13762,55 @@ const uint64_t matmul_f16_aligned_fp32_len = 10288; unsigned char matmul_f16_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xda,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xd9,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, 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0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb7,0x00,0x00,0x00, @@ -13962,7 +13932,7 @@ unsigned char matmul_f16_f32_data[] = { 0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -13972,19 +13942,19 @@ unsigned char matmul_f16_f32_data[] = { 0x07,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xf6,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf8,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xf9,0x00,0x00,0x00,0xf6,0x00,0x00,0x00,0xf8,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xfa,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0xf9,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0xfa,0x00,0x00,0x00, 0xfb,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xff,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x03,0x01,0x00,0x00,0xf6,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x04,0x01,0x00,0x00,0x03,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x05,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x04,0x01,0x00,0x00, @@ -13993,20 +13963,20 @@ unsigned char matmul_f16_f32_data[] = { 0x0c,0x00,0x00,0x00,0xf6,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x14,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x1a,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0xf6,0x00,0x00,0x00,0x1e,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x20,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x21,0x01,0x00,0x00,0x20,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x22,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x21,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x23,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x22,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x22,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x23,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x23,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x42,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x43,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0x42,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x44,0x01,0x00,0x00,0xf6,0x00,0x00,0x00,0x43,0x01,0x00,0x00, @@ -14014,7 +13984,7 @@ unsigned char matmul_f16_f32_data[] = { 0x44,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x45,0x01,0x00,0x00, 0x46,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x4a,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x4e,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x4f,0x01,0x00,0x00,0x4e,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x50,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, @@ -14022,25 +13992,25 @@ unsigned char matmul_f16_f32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x5c,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x65,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x6a,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x21,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x6b,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x6a,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6a,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x6c,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6b,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6b,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x6f,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x70,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x73,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x8e,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0x8f,0x01,0x00,0x00,0xf6,0x00,0x00,0x00, 0x8e,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x90,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0x8f,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xa6,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbc,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, @@ -14050,20 +14020,20 @@ unsigned char matmul_f16_f32_data[] = { 0x06,0x00,0x00,0x00,0xc7,0x01,0x00,0x00,0x86,0x00,0x00,0x00, 0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xcf,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xfe,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x33,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x3b,0x02,0x00,0x00, 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-0x96,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, +0x95,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0xc8,0x00,0x00,0x00,0xc9,0x00,0x00,0x00,0x07,0x00,0x00,0x00, @@ -14073,158 +14043,158 @@ unsigned char matmul_f16_f32_data[] = { 0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00, -0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x86,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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+0x06,0x00,0x00,0x00,0x3c,0x01,0x00,0x00,0xa8,0x02,0x00,0x00, +0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, +0x3e,0x01,0x00,0x00,0x3c,0x01,0x00,0x00,0x8e,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x39,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x39,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0xc1,0x00,0x00,0x00, 0x3f,0x01,0x00,0x00,0x37,0x01,0x00,0x00,0x29,0x01,0x00,0x00, @@ -14292,18 +14262,18 @@ unsigned char matmul_f16_f32_data[] = { 0x41,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x3f,0x01,0x00,0x00,0x40,0x01,0x00,0x00,0x61,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x40,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x49,0x01,0x00,0x00,0x7d,0x00,0x00,0x00, -0xba,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x49,0x01,0x00,0x00,0x7e,0x00,0x00,0x00, +0xb9,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x4b,0x01,0x00,0x00,0x49,0x01,0x00,0x00,0x4a,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, 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0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0xbc,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xbc,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -16636,8 +16570,8 @@ unsigned char matmul_f16_f32_fp32_data[] = { 0xbf,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -16647,17 +16581,17 @@ unsigned char matmul_f16_f32_fp32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf7,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xf8,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0xf7,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xf9,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0xf8,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0xf9,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x02,0x01,0x00,0x00,0x10,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0x03,0x01,0x00,0x00,0x02,0x01,0x00,0x00, 0x1e,0x00,0x03,0x00,0x04,0x01,0x00,0x00,0x03,0x01,0x00,0x00, @@ -16667,19 +16601,19 @@ unsigned char matmul_f16_f32_fp32_data[] = { 0x11,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x15,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x1b,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x1b,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x20,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 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0x44,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x43,0x01,0x00,0x00, @@ -16687,7 +16621,7 @@ unsigned char matmul_f16_f32_fp32_data[] = { 0x44,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x45,0x01,0x00,0x00, 0x46,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x4a,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x4e,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x4f,0x01,0x00,0x00,0x4e,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x50,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, @@ -16695,25 +16629,25 @@ unsigned char matmul_f16_f32_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x5c,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x64,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 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-0x06,0x02,0x00,0x00,0xff,0x01,0x00,0x00,0xcd,0x02,0x00,0x00, +0xcc,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x06,0x02,0x00,0x00,0xff,0x01,0x00,0x00,0xcc,0x02,0x00,0x00, 0x41,0x00,0x05,0x00,0xcc,0x00,0x00,0x00,0x07,0x02,0x00,0x00, 0x90,0x01,0x00,0x00,0x06,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0x08,0x02,0x00,0x00,0x07,0x02,0x00,0x00, @@ -17162,219 +17096,219 @@ unsigned char matmul_f16_f32_fp32_data[] = { 0x01,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x08,0x02,0x00,0x00, 0x0e,0x02,0x00,0x00,0x11,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x10,0x02,0x00,0x00,0x12,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x15,0x02,0x00,0x00,0xcd,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x15,0x02,0x00,0x00,0xcc,0x02,0x00,0x00, 0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xf1,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0xf3,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xec,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xec,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x17,0x02,0x00,0x00, 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+0x3e,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_f16_f32_fp32_len = 10260; unsigned char matmul_f16_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xd7,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xd6,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, 0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, 0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00, +0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, 0xfa,0x00,0x00,0x00,0x06,0x01,0x00,0x00,0x46,0x01,0x00,0x00, -0x51,0x01,0x00,0x00,0x37,0x02,0x00,0x00,0x80,0x02,0x00,0x00, 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0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00, @@ -17398,15 +17332,15 @@ unsigned char matmul_f16_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x51,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x51,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x37,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x7d,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x36,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x7c,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x7e,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x7e,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x7d,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x7d,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0x7e,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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-0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -17507,17 +17441,17 @@ unsigned char matmul_f16_fp32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf7,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0x42,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x43,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0x42,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x44,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x43,0x01,0x00,0x00, @@ -17547,32 +17481,32 @@ unsigned char matmul_f16_fp32_data[] = { 0x44,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x45,0x01,0x00,0x00, 0x46,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x4a,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x4e,0x01,0x00,0x00,0x02,0x01,0x00,0x00,0x1e,0x00,0x03,0x00, 0x4f,0x01,0x00,0x00,0x4e,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x50,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, 0x3b,0x00,0x04,0x00,0x50,0x01,0x00,0x00,0x51,0x01,0x00,0x00, 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0xc3,0x00,0x00,0x00,0xba,0x01,0x00,0x00,0x20,0x00,0x04,0x00, @@ -17580,21 +17514,21 @@ unsigned char matmul_f16_fp32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x01,0x00,0x00, 0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcd,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xfc,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x2f,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x2e,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x37,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x7d,0x02,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x7e,0x02,0x00,0x00,0x7d,0x02,0x00,0x00,0x20,0x00,0x04,0x00, 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-0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0x03,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x00,0x03,0x00,0x04,0x01,0x00,0x00,0x03,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x05,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, @@ -18388,20 +18322,20 @@ unsigned char matmul_f32_data[] = { 0x11,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x15,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0xf6,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x1b,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xf6,0x00,0x00,0x00, +0x1b,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xf6,0x00,0x00,0x00, 0x1f,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x21,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x22,0x01,0x00,0x00, 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+18343,32 @@ unsigned char matmul_f32_data[] = { 0x04,0x00,0x00,0x00,0x45,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0x46,0x01,0x00,0x00,0x47,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x4b,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0x4f,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x00,0x03,0x00,0x50,0x01,0x00,0x00,0x4f,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x51,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x50,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x51,0x01,0x00,0x00, 0x52,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x65,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x6a,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x22,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 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0x0a,0x02,0x00,0x00,0x09,0x02,0x00,0x00,0x73,0x00,0x04,0x00, @@ -18889,256 +18823,253 @@ unsigned char matmul_f32_data[] = { 0x0b,0x02,0x00,0x00,0x12,0x02,0x00,0x00,0x15,0x02,0x00,0x00, 0x3e,0x00,0x03,0x00,0x14,0x02,0x00,0x00,0x16,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x19,0x02,0x00,0x00, -0xd1,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xd0,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xf3,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xf5,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xee,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0xee,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x1b,0x02,0x00,0x00,0xcf,0x02,0x00,0x00,0xcf,0x00,0x00,0x00, +0x1b,0x02,0x00,0x00,0xce,0x02,0x00,0x00,0xcf,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0xeb,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0xed,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0xe6,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0xe6,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x1d,0x02,0x00,0x00,0xcd,0x02,0x00,0x00, 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0x84,0x00,0x00,0x00,0xba,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x61,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbd,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -21027,7 +20924,7 @@ unsigned char matmul_f32_fp32_data[] = { 0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -21037,18 +20934,18 @@ unsigned char matmul_f32_fp32_data[] = { 0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf6,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf7,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0xf6,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xf7,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0xf6,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xf8,0x00,0x00,0x00, 0xc3,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xf9,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0xf8,0x00,0x00,0x00, 0x3b,0x00,0x04,0x00,0xf9,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xfe,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x02,0x01,0x00,0x00, +0xfe,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x02,0x01,0x00,0x00, 0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x03,0x01,0x00,0x00, 0x02,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x04,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x03,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -21057,18 +20954,18 @@ unsigned char matmul_f32_fp32_data[] = { 0xc3,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x13,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x19,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x1e,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x1f,0x01,0x00,0x00, -0x1e,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x1e,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x20,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x1f,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x21,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x20,0x01,0x00,0x00,0x39,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x20,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x22,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x21,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x21,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x40,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x41,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0x40,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x42,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, @@ -21076,32 +20973,32 @@ unsigned char matmul_f32_fp32_data[] = { 0x04,0x00,0x00,0x00,0x42,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0x43,0x01,0x00,0x00,0x44,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x48,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0x4c,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x00,0x03,0x00,0x4d,0x01,0x00,0x00,0x4c,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x4e,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x4d,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x4e,0x01,0x00,0x00, 0x4f,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x61,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x66,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 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+0xf9,0x00,0x02,0x00,0x59,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x5b,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x44,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x44,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0x9d,0x02,0x00,0x00,0xa3,0x02,0x00,0x00, +0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x41,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x43,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0x3c,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x3c,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x9f,0x02,0x00,0x00, +0xa2,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x39,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x3b,0x02,0x00,0x00, 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_f32_fp32_len = 10208; unsigned char matmul_q2_k_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x4f,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x4e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -21721,47 +21618,47 @@ unsigned char matmul_q2_k_f32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x1f,0x01,0x00,0x00,0x58,0x01,0x00,0x00, -0x8b,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x81,0x02,0x00,0x00, -0xca,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x1f,0x01,0x00,0x00,0x58,0x01,0x00,0x00, +0x8b,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x80,0x02,0x00,0x00, +0xc9,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 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+0x4d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1b,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x54,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa6,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -21793,15 +21690,15 @@ unsigned char matmul_q2_k_f32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x96,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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0xba,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0xbc,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xbc,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -21891,8 +21788,8 @@ unsigned char matmul_q2_k_f32_data[] = { 0xbf,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -21902,9 +21799,9 @@ unsigned char matmul_q2_k_f32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x01,0x01,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -21933,9 +21830,9 @@ unsigned char matmul_q2_k_f32_data[] = { 0x06,0x00,0x00,0x00,0x3f,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x47,0x01,0x00,0x00, 0x03,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x54,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x55,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x54,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x55,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x54,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x56,0x01,0x00,0x00, 0x19,0x01,0x00,0x00,0x55,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x57,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x56,0x01,0x00,0x00, @@ -21944,15 +21841,15 @@ unsigned char matmul_q2_k_f32_data[] = { 0x04,0x00,0x00,0x00,0x19,0x01,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x65,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x66,0x01,0x00,0x00, -0x65,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x65,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x67,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x66,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x68,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x67,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x69,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x68,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x68,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x87,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x88,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0x87,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x89,0x01,0x00,0x00,0x19,0x01,0x00,0x00, @@ -21960,7 +21857,7 @@ unsigned char matmul_q2_k_f32_data[] = { 0x04,0x00,0x00,0x00,0x89,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0x8a,0x01,0x00,0x00,0x8b,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x8f,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0x93,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x00,0x03,0x00,0x94,0x01,0x00,0x00,0x93,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x95,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, @@ -21968,27 +21865,27 @@ unsigned char matmul_q2_k_f32_data[] = { 0x96,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xa1,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xaa,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x19,0x01,0x00,0x00,0xae,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xb0,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x66,0x01,0x00,0x00, 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+22126,7 @@ unsigned char matmul_q2_k_f32_data[] = { 0x12,0x01,0x00,0x00,0x12,0x01,0x00,0x00,0xc2,0x00,0x05,0x00, 0x13,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x2c,0x01,0x00,0x00, 0x45,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x13,0x01,0x00,0x00, -0x49,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x4e,0x03,0x00,0x00, +0x49,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x4d,0x03,0x00,0x00, 0x70,0x00,0x04,0x00,0x33,0x01,0x00,0x00,0x4a,0x01,0x00,0x00, 0x49,0x01,0x00,0x00,0x8e,0x00,0x05,0x00,0x33,0x01,0x00,0x00, 0x4b,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x42,0x01,0x00,0x00, @@ -22249,29 +22146,29 @@ unsigned char matmul_q2_k_f32_data[] = { 0x5d,0x01,0x00,0x00,0x5e,0x01,0x00,0x00,0x58,0x01,0x00,0x00, 0xf7,0x00,0x00,0x00,0x3e,0x00,0x03,0x00,0x5e,0x01,0x00,0x00, 0x5c,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x60,0x01,0x00,0x00,0xf7,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x60,0x01,0x00,0x00,0xf7,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x51,0x00,0x05,0x00,0xc3,0x00,0x00,0x00,0x62,0x01,0x00,0x00, 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+0x73,0x01,0x00,0x00,0x03,0x03,0x00,0x00,0xa6,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0x6f,0x01,0x00,0x00,0x70,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x73,0x01,0x00,0x00, 0x6e,0x01,0x00,0x00,0x6f,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x6e,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x77,0x01,0x00,0x00,0xa7,0x00,0x00,0x00,0x7d,0x00,0x00,0x00, +0x77,0x01,0x00,0x00,0xa7,0x00,0x00,0x00,0x7e,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x79,0x01,0x00,0x00, -0x77,0x01,0x00,0x00,0x04,0x03,0x00,0x00,0x41,0x00,0x05,0x00, -0x15,0x00,0x00,0x00,0x7a,0x01,0x00,0x00,0x12,0x00,0x00,0x00, +0x77,0x01,0x00,0x00,0x03,0x03,0x00,0x00,0x41,0x00,0x05,0x00, +0x17,0x00,0x00,0x00,0x7a,0x01,0x00,0x00,0x14,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x7b,0x01,0x00,0x00,0x7a,0x01,0x00,0x00,0xb0,0x00,0x05,0x00, 0xc1,0x00,0x00,0x00,0x7c,0x01,0x00,0x00,0x79,0x01,0x00,0x00, @@ -22279,9 +22176,9 @@ unsigned char matmul_q2_k_f32_data[] = { 0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x7c,0x01,0x00,0x00, 0x7d,0x01,0x00,0x00,0x7e,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x7d,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x81,0x01,0x00,0x00,0xf3,0x02,0x00,0x00,0x78,0x00,0x00,0x00, +0x81,0x01,0x00,0x00,0xf2,0x02,0x00,0x00,0x79,0x00,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0x83,0x01,0x00,0x00, -0x81,0x01,0x00,0x00,0x8d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x81,0x01,0x00,0x00,0x8e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x7e,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x7e,0x01,0x00,0x00, 0xf5,0x00,0x07,0x00,0xc1,0x00,0x00,0x00,0x84,0x01,0x00,0x00, 0x7c,0x01,0x00,0x00,0x6e,0x01,0x00,0x00,0x83,0x01,0x00,0x00, @@ -22289,17 +22186,17 @@ unsigned char matmul_q2_k_f32_data[] = { 0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x84,0x01,0x00,0x00, 0x85,0x01,0x00,0x00,0xa6,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x85,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x8e,0x01,0x00,0x00,0x7d,0x00,0x00,0x00,0x04,0x03,0x00,0x00, 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-22877,9 +22774,9 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0x06,0x00,0x00,0x00,0x3f,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x47,0x01,0x00,0x00, 0x03,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x54,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x55,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x54,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x55,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x54,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x56,0x01,0x00,0x00, 0x19,0x01,0x00,0x00,0x55,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x57,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x56,0x01,0x00,0x00, @@ -22888,17 +22785,17 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0x04,0x00,0x00,0x00,0x19,0x01,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x65,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x66,0x01,0x00,0x00, -0x65,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x65,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x67,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x66,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x68,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x67,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x69,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x68,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x68,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x84,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x89,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x8a,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0x89,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x8b,0x01,0x00,0x00,0x19,0x01,0x00,0x00, @@ -22922,21 +22819,21 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd1,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x66,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd2,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0xd1,0x01,0x00,0x00,0x77,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xd1,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd3,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xd2,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xd2,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xd6,0x01,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xd7,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, 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+23075,7 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0x12,0x01,0x00,0x00,0xc2,0x00,0x05,0x00,0x13,0x01,0x00,0x00, 0x46,0x01,0x00,0x00,0x2c,0x01,0x00,0x00,0x45,0x01,0x00,0x00, 0xc7,0x00,0x05,0x00,0x13,0x01,0x00,0x00,0x49,0x01,0x00,0x00, -0x46,0x01,0x00,0x00,0x67,0x03,0x00,0x00,0x70,0x00,0x04,0x00, +0x46,0x01,0x00,0x00,0x66,0x03,0x00,0x00,0x70,0x00,0x04,0x00, 0x33,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x49,0x01,0x00,0x00, 0x8e,0x00,0x05,0x00,0x33,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, 0x4a,0x01,0x00,0x00,0x42,0x01,0x00,0x00,0x51,0x00,0x05,0x00, @@ -23198,50 +23095,50 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0x5e,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0xf8,0x00,0x00,0x00, 0x3e,0x00,0x03,0x00,0x5e,0x01,0x00,0x00,0x5c,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x60,0x01,0x00,0x00, -0xf8,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x51,0x00,0x05,0x00, +0xf8,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x51,0x00,0x05,0x00, 0xc4,0x00,0x00,0x00,0x62,0x01,0x00,0x00,0x53,0x01,0x00,0x00, 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-0x9d,0x01,0x00,0x00,0x88,0x01,0x00,0x00,0x39,0x00,0x00,0x00, +0x9d,0x01,0x00,0x00,0x88,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, 0x41,0x00,0x08,0x00,0x97,0x01,0x00,0x00,0x9f,0x01,0x00,0x00, -0x95,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x95,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x9f,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x19,0x01,0x00,0x00,0xa1,0x01,0x00,0x00, 0xa0,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x5d,0x01,0x00,0x00, @@ -23250,7 +23147,7 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, 0x88,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x97,0x01,0x00,0x00,0xa6,0x01,0x00,0x00,0x95,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xa7,0x01,0x00,0x00,0xa6,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x19,0x01,0x00,0x00,0xa8,0x01,0x00,0x00,0xa7,0x01,0x00,0x00, @@ -23259,8 +23156,8 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0xa9,0x01,0x00,0x00,0xa8,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xab,0x01,0x00,0x00,0x88,0x01,0x00,0x00, 0x47,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x97,0x01,0x00,0x00, -0xad,0x01,0x00,0x00,0x95,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x7f,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x47,0x01,0x00,0x00, +0xad,0x01,0x00,0x00,0x95,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x7f,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x47,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xae,0x01,0x00,0x00, 0xad,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x19,0x01,0x00,0x00, 0xaf,0x01,0x00,0x00,0xae,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -23269,8 +23166,8 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0xaf,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xb3,0x01,0x00,0x00,0x88,0x01,0x00,0x00,0xb2,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x97,0x01,0x00,0x00,0xb5,0x01,0x00,0x00, -0x95,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, -0xd0,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x95,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, +0xd0,0x00,0x00,0x00,0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xb6,0x01,0x00,0x00,0xb5,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x19,0x01,0x00,0x00,0xb7,0x01,0x00,0x00, 0xb6,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x5d,0x01,0x00,0x00, @@ -23279,8 +23176,8 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xbb,0x01,0x00,0x00, 0x88,0x01,0x00,0x00,0xba,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x97,0x01,0x00,0x00,0xbd,0x01,0x00,0x00,0x95,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x01,0x00,0x00,0xbd,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x19,0x01,0x00,0x00,0xbf,0x01,0x00,0x00,0xbe,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x5d,0x01,0x00,0x00,0xc0,0x01,0x00,0x00, @@ -23288,7 +23185,7 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0xc0,0x01,0x00,0x00,0xbf,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xc3,0x01,0x00,0x00,0x88,0x01,0x00,0x00, 0xc2,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x97,0x01,0x00,0x00, -0xc5,0x01,0x00,0x00,0x95,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0xc5,0x01,0x00,0x00,0x95,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x7f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xc6,0x01,0x00,0x00, 0xc5,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x19,0x01,0x00,0x00, @@ -23298,7 +23195,7 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0xc7,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xcb,0x01,0x00,0x00,0x88,0x01,0x00,0x00,0xca,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x97,0x01,0x00,0x00,0xcd,0x01,0x00,0x00, -0x95,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, +0x95,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0x47,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xce,0x01,0x00,0x00,0xcd,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x19,0x01,0x00,0x00,0xcf,0x01,0x00,0x00, @@ -23306,162 +23203,162 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0xd0,0x01,0x00,0x00,0x8d,0x01,0x00,0x00,0xcb,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0xd0,0x01,0x00,0x00,0xcf,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xd5,0x01,0x00,0x00, -0x25,0x03,0x00,0x00,0xd3,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0x24,0x03,0x00,0x00,0xd3,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0x6d,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x6f,0x01,0x00,0x00, 0xe0,0x00,0x04,0x00,0x0c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 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matmul_q2_k_f32_aligned_fp32_data[] = { 0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x12,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x04,0x00, -0x11,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x10,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x12,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, 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+0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0xba,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc0,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, @@ -23821,7 +23718,7 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0xbc,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc2,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc4,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, @@ -23831,10 +23728,10 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0x07,0x00,0x00,0x00,0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0x80,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x02,0x01,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -23863,9 +23760,9 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0x40,0x01,0x00,0x00,0x0f,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x48,0x01,0x00,0x00,0x03,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x55,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x56,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x55,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x55,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x57,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, 0x56,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x58,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x57,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -23874,17 +23771,17 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0xc4,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x64,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x65,0x01,0x00,0x00,0x64,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x66,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x65,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x67,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x66,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x68,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x67,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x67,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x83,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x88,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x89,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa7,0x00,0x00,0x00,0x88,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x8a,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x89,0x01,0x00,0x00, @@ -23901,21 +23798,21 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xab,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x65,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 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{ 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x13,0x01,0x00,0x00, 0x12,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x23,0x01,0x00,0x00,0x24,0x01,0x00,0x00,0x20,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x0a,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x17,0x01,0x00,0x00, 0x25,0x01,0x00,0x00,0x24,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0x25,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x29,0x01,0x00,0x00, -0x0a,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x41,0x00,0x08,0x00, +0x0a,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x23,0x01,0x00,0x00,0x2a,0x01,0x00,0x00,0x20,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x29,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x17,0x01,0x00,0x00, 0x2b,0x01,0x00,0x00,0x2a,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 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0x51,0x00,0x05,0x00,0xc4,0x00,0x00,0x00,0x3e,0x01,0x00,0x00, @@ -24156,7 +24053,7 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0xc2,0x00,0x05,0x00,0x14,0x01,0x00,0x00,0x47,0x01,0x00,0x00, 0x2d,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0xc7,0x00,0x05,0x00, 0x14,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x47,0x01,0x00,0x00, -0x3e,0x03,0x00,0x00,0x70,0x00,0x04,0x00,0x34,0x01,0x00,0x00, +0x3d,0x03,0x00,0x00,0x70,0x00,0x04,0x00,0x34,0x01,0x00,0x00, 0x4b,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x8e,0x00,0x05,0x00, 0x34,0x01,0x00,0x00,0x4c,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, 0x43,0x01,0x00,0x00,0x51,0x00,0x05,0x00,0xc4,0x00,0x00,0x00, @@ -24174,54 +24071,54 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0x5d,0x01,0x00,0x00,0x5e,0x01,0x00,0x00,0x59,0x01,0x00,0x00, 0xf8,0x00,0x00,0x00,0x3e,0x00,0x03,0x00,0x5e,0x01,0x00,0x00, 0x5c,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x60,0x01,0x00,0x00,0xf8,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 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0x12,0x01,0x00,0x00,0xc2,0x00,0x05,0x00,0x13,0x01,0x00,0x00, 0x46,0x01,0x00,0x00,0x2c,0x01,0x00,0x00,0x45,0x01,0x00,0x00, 0xc7,0x00,0x05,0x00,0x13,0x01,0x00,0x00,0x49,0x01,0x00,0x00, -0x46,0x01,0x00,0x00,0x47,0x03,0x00,0x00,0x70,0x00,0x04,0x00, +0x46,0x01,0x00,0x00,0x46,0x03,0x00,0x00,0x70,0x00,0x04,0x00, 0x33,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x49,0x01,0x00,0x00, 0x8e,0x00,0x05,0x00,0x33,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, 0x4a,0x01,0x00,0x00,0x42,0x01,0x00,0x00,0x51,0x00,0x05,0x00, @@ -25101,27 +24998,27 @@ unsigned char matmul_q2_k_f32_fp32_data[] = { 0x58,0x01,0x00,0x00,0xf7,0x00,0x00,0x00,0x3e,0x00,0x03,0x00, 0x5d,0x01,0x00,0x00,0x5b,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x5f,0x01,0x00,0x00,0xf7,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x51,0x00,0x05,0x00,0xc3,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x51,0x00,0x05,0x00,0xc3,0x00,0x00,0x00, 0x61,0x01,0x00,0x00,0x53,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x41,0x00,0x05,0x00,0x5c,0x01,0x00,0x00,0x62,0x01,0x00,0x00, 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0x4b,0x02,0x00,0x00,0x4a,0x02,0x00,0x00,0x41,0x00,0x05,0x00, @@ -25336,171 +25233,171 @@ unsigned char matmul_q2_k_f32_fp32_data[] = { 0x32,0x00,0x00,0x00,0x4b,0x02,0x00,0x00,0x51,0x02,0x00,0x00, 0x54,0x02,0x00,0x00,0x3e,0x00,0x03,0x00,0x53,0x02,0x00,0x00, 0x55,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x58,0x02,0x00,0x00,0x14,0x03,0x00,0x00,0xcf,0x00,0x00,0x00, +0x58,0x02,0x00,0x00,0x13,0x03,0x00,0x00,0xcf,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x34,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x36,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x2f,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x2f,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x5a,0x02,0x00,0x00,0x12,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0x5a,0x02,0x00,0x00,0x11,0x03,0x00,0x00, 0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x2c,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x2e,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x27,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x27,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x5c,0x02,0x00,0x00, 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0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -25692,10 +25589,10 @@ unsigned char matmul_q3_k_f32_data[] = { 0x07,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00, 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0x6f,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xe1,0x01,0x00,0x00, 0xe0,0x01,0x00,0x00,0x85,0x00,0x05,0x00,0xc3,0x00,0x00,0x00, @@ -26202,22 +26099,22 @@ unsigned char matmul_q3_k_f32_data[] = { 0x3e,0x00,0x03,0x00,0xe4,0x01,0x00,0x00,0xe3,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xdf,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xdf,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xeb,0x01,0x00,0x00,0x7f,0x03,0x00,0x00,0xe9,0x01,0x00,0x00, +0xeb,0x01,0x00,0x00,0x7e,0x03,0x00,0x00,0xe9,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xdc,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xde,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xed,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0xed,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0x80,0x03,0x00,0x00,0x3e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x7f,0x03,0x00,0x00,0x3f,0x00,0x00,0x00, 0xde,0x00,0x00,0x00,0x34,0x02,0x00,0x00,0xf0,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0xf3,0x01,0x00,0x00, -0x80,0x03,0x00,0x00,0xa6,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, +0x7f,0x03,0x00,0x00,0xa6,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0xef,0x01,0x00,0x00,0xf0,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0xfa,0x00,0x04,0x00,0xf3,0x01,0x00,0x00,0xee,0x01,0x00,0x00, 0xef,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xee,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xf7,0x01,0x00,0x00, -0xa7,0x00,0x00,0x00,0x7d,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0xa7,0x00,0x00,0x00,0x7e,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xf9,0x01,0x00,0x00,0xf7,0x01,0x00,0x00, -0x80,0x03,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0xfa,0x01,0x00,0x00,0x12,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x7f,0x03,0x00,0x00,0x41,0x00,0x05,0x00,0x17,0x00,0x00,0x00, +0xfa,0x01,0x00,0x00,0x14,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfb,0x01,0x00,0x00, 0xfa,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, 0xfc,0x01,0x00,0x00,0xf9,0x01,0x00,0x00,0xfb,0x01,0x00,0x00, @@ -26225,9 +26122,9 @@ unsigned char matmul_q3_k_f32_data[] = { 0xfa,0x00,0x04,0x00,0xfc,0x01,0x00,0x00,0xfd,0x01,0x00,0x00, 0xfe,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xfd,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x01,0x02,0x00,0x00, -0x6f,0x03,0x00,0x00,0x78,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, +0x6e,0x03,0x00,0x00,0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, 0xc1,0x00,0x00,0x00,0x03,0x02,0x00,0x00,0x01,0x02,0x00,0x00, -0x8d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xfe,0x01,0x00,0x00, +0x8e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xfe,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0xfe,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, 0xc1,0x00,0x00,0x00,0x04,0x02,0x00,0x00,0xfc,0x01,0x00,0x00, 0xee,0x01,0x00,0x00,0x03,0x02,0x00,0x00,0xfd,0x01,0x00,0x00, @@ -26235,17 +26132,17 @@ unsigned char matmul_q3_k_f32_data[] = { 0xfa,0x00,0x04,0x00,0x04,0x02,0x00,0x00,0x05,0x02,0x00,0x00, 0x26,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x0e,0x02,0x00,0x00, -0x7d,0x00,0x00,0x00,0x80,0x03,0x00,0x00,0x84,0x00,0x05,0x00, 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-0xc7,0x02,0x00,0x00,0x97,0x03,0x00,0x00,0x41,0x00,0x05,0x00, +0xc7,0x02,0x00,0x00,0x96,0x03,0x00,0x00,0x41,0x00,0x05,0x00, 0x6c,0x02,0x00,0x00,0xcf,0x02,0x00,0x00,0x57,0x02,0x00,0x00, 0xce,0x02,0x00,0x00,0x3d,0x00,0x04,0x00,0x35,0x01,0x00,0x00, 0xd0,0x02,0x00,0x00,0xcf,0x02,0x00,0x00,0x73,0x00,0x04,0x00, @@ -26436,171 +26333,171 @@ unsigned char matmul_q3_k_f32_data[] = { 0xd1,0x02,0x00,0x00,0xd8,0x02,0x00,0x00,0xdb,0x02,0x00,0x00, 0x3e,0x00,0x03,0x00,0xda,0x02,0x00,0x00,0xdc,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xdf,0x02,0x00,0x00, -0x97,0x03,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x96,0x03,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xb9,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xbb,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0xb4,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0xb4,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xe1,0x02,0x00,0x00,0x95,0x03,0x00,0x00,0xcf,0x00,0x00,0x00, +0xe1,0x02,0x00,0x00,0x94,0x03,0x00,0x00,0xcf,0x00,0x00,0x00, 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-0xc6,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xc5,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -26609,47 +26506,47 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00, +0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, 0x3a,0x01,0x00,0x00,0xaa,0x01,0x00,0x00,0x0d,0x02,0x00,0x00, -0x15,0x02,0x00,0x00,0x22,0x03,0x00,0x00,0x6b,0x03,0x00,0x00, +0x15,0x02,0x00,0x00,0x21,0x03,0x00,0x00,0x6a,0x03,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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0xbb,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0xbd,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xbd,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xba,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -26786,8 +26683,8 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0xc0,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc2,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc4,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -26797,9 +26694,9 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x02,0x01,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -26824,14 +26721,14 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x3b,0x00,0x04,0x00,0x39,0x01,0x00,0x00,0x3a,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x3e,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x30,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x43,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0x43,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x9c,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x35,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x35,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xa2,0x01,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa6,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa7,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0xa6,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0xa6,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0xa8,0x01,0x00,0x00,0x35,0x01,0x00,0x00,0xa7,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0xa9,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0xa8,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0xa9,0x01,0x00,0x00, @@ -26839,18 +26736,18 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0xc5,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x35,0x01,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xe5,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00, -0xe6,0x01,0x00,0x00,0xe5,0x01,0x00,0x00,0x39,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xe6,0x01,0x00,0x00,0xe5,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xe7,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0xe6,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xe8,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xe7,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xe9,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xe8,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x04,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x09,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x04,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x09,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x0a,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00, 0x09,0x02,0x00,0x00,0x1c,0x00,0x04,0x00,0x0b,0x02,0x00,0x00, 0x35,0x01,0x00,0x00,0x0a,0x02,0x00,0x00,0x20,0x00,0x04,0x00, @@ -26874,21 +26771,21 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x51,0x02,0x00,0x00,0x51,0x00,0x00,0x00,0xe6,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x52,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x51,0x02,0x00,0x00, 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0x20,0x00,0x04,0x00,0x77,0x02,0x00,0x00,0x07,0x00,0x00,0x00, 0x76,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x87,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x8d,0x02,0x00,0x00, +0x87,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x8d,0x02,0x00,0x00, 0x07,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa3,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, @@ -26897,20 +26794,20 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0xa4,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xae,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xb6,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xe5,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, 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+0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x20,0x02,0x00,0x00,0x1f,0x02,0x00,0x00,0x73,0x00,0x04,0x00, 0x35,0x01,0x00,0x00,0x21,0x02,0x00,0x00,0x20,0x02,0x00,0x00, 0x41,0x00,0x05,0x00,0xc5,0x01,0x00,0x00,0x22,0x02,0x00,0x00, @@ -27354,8 +27251,8 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x22,0x02,0x00,0x00,0x21,0x02,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x24,0x02,0x00,0x00,0x08,0x02,0x00,0x00, 0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x17,0x02,0x00,0x00, -0x26,0x02,0x00,0x00,0x15,0x02,0x00,0x00,0x34,0x00,0x00,0x00, -0xff,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x26,0x02,0x00,0x00,0x15,0x02,0x00,0x00,0x35,0x00,0x00,0x00, +0xff,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x27,0x02,0x00,0x00, 0x26,0x02,0x00,0x00,0x73,0x00,0x04,0x00,0x35,0x01,0x00,0x00, 0x28,0x02,0x00,0x00,0x27,0x02,0x00,0x00,0x41,0x00,0x05,0x00, @@ -27364,8 +27261,8 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x28,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x2c,0x02,0x00,0x00,0x08,0x02,0x00,0x00,0x2b,0x02,0x00,0x00, 0x41,0x00,0x08,0x00,0x17,0x02,0x00,0x00,0x2e,0x02,0x00,0x00, -0x15,0x02,0x00,0x00,0x34,0x00,0x00,0x00,0xff,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x2b,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, +0x15,0x02,0x00,0x00,0x35,0x00,0x00,0x00,0xff,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0x2b,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x2f,0x02,0x00,0x00,0x2e,0x02,0x00,0x00, 0x73,0x00,0x04,0x00,0x35,0x01,0x00,0x00,0x30,0x02,0x00,0x00, 0x2f,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0xc5,0x01,0x00,0x00, @@ -27374,8 +27271,8 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x33,0x02,0x00,0x00, 0x08,0x02,0x00,0x00,0x14,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x17,0x02,0x00,0x00,0x35,0x02,0x00,0x00,0x15,0x02,0x00,0x00, -0x34,0x00,0x00,0x00,0xff,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xff,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x36,0x02,0x00,0x00,0x35,0x02,0x00,0x00,0x73,0x00,0x04,0x00, 0x35,0x01,0x00,0x00,0x37,0x02,0x00,0x00,0x36,0x02,0x00,0x00, 0x41,0x00,0x05,0x00,0xc5,0x01,0x00,0x00,0x38,0x02,0x00,0x00, @@ -27383,8 +27280,8 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x38,0x02,0x00,0x00,0x37,0x02,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x3b,0x02,0x00,0x00,0x08,0x02,0x00,0x00, 0x3a,0x02,0x00,0x00,0x41,0x00,0x08,0x00,0x17,0x02,0x00,0x00, -0x3d,0x02,0x00,0x00,0x15,0x02,0x00,0x00,0x34,0x00,0x00,0x00, -0xff,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x3d,0x02,0x00,0x00,0x15,0x02,0x00,0x00,0x35,0x00,0x00,0x00, +0xff,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x3e,0x02,0x00,0x00, 0x3d,0x02,0x00,0x00,0x73,0x00,0x04,0x00,0x35,0x01,0x00,0x00, 0x3f,0x02,0x00,0x00,0x3e,0x02,0x00,0x00,0x41,0x00,0x05,0x00, @@ -27393,7 +27290,7 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x3f,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x43,0x02,0x00,0x00,0x08,0x02,0x00,0x00,0x42,0x02,0x00,0x00, 0x41,0x00,0x08,0x00,0x17,0x02,0x00,0x00,0x45,0x02,0x00,0x00, -0x15,0x02,0x00,0x00,0x34,0x00,0x00,0x00,0xff,0x01,0x00,0x00, +0x15,0x02,0x00,0x00,0x35,0x00,0x00,0x00,0xff,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x46,0x02,0x00,0x00,0x45,0x02,0x00,0x00, 0x73,0x00,0x04,0x00,0x35,0x01,0x00,0x00,0x47,0x02,0x00,0x00, @@ -27403,170 +27300,170 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4b,0x02,0x00,0x00, 0x08,0x02,0x00,0x00,0x4a,0x02,0x00,0x00,0x41,0x00,0x08,0x00, 0x17,0x02,0x00,0x00,0x4d,0x02,0x00,0x00,0x15,0x02,0x00,0x00, -0x34,0x00,0x00,0x00,0xff,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xff,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, 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-0x84,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x61,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x86,0x00,0x00,0x00,0xba,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc0,0x00,0x00,0x00, @@ -27930,7 +27827,7 @@ unsigned char matmul_q3_k_f32_aligned_fp32_data[] = { 0x14,0x00,0x02,0x00,0xc2,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xc4,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -27940,10 +27837,10 @@ unsigned char matmul_q3_k_f32_aligned_fp32_data[] = { 0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfb,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x02,0x01,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x06,0x01,0x00,0x00, @@ -27967,14 +27864,14 @@ unsigned char matmul_q3_k_f32_aligned_fp32_data[] = { 0x38,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x39,0x01,0x00,0x00, 0x3a,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x3e,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x30,0x01,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x43,0x01,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x43,0x01,0x00,0x00, 0x0f,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x9c,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x20,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa6,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa7,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0xa6,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0xa6,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0xa8,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, 0xa7,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xa9,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0xa8,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -27983,17 +27880,17 @@ unsigned char matmul_q3_k_f32_aligned_fp32_data[] = { 0xc4,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xe3,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0xe4,0x01,0x00,0x00,0xe3,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe5,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0xe4,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe6,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xe5,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0xe6,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xe6,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x02,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x07,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x08,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xa7,0x00,0x00,0x00,0x07,0x02,0x00,0x00,0x1c,0x00,0x04,0x00, 0x09,0x02,0x00,0x00,0xc4,0x00,0x00,0x00,0x08,0x02,0x00,0x00, @@ -28012,21 +27909,21 @@ unsigned char matmul_q3_k_f32_aligned_fp32_data[] = { 0x2b,0x02,0x00,0x00,0x51,0x00,0x00,0x00,0xe4,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x2c,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x2b,0x02,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x2d,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x2c,0x02,0x00,0x00, -0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x30,0x02,0x00,0x00,0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 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0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -29014,8 +28911,8 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0xbf,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -29025,9 +28922,9 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x01,0x01,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -29053,14 +28950,14 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x38,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x39,0x01,0x00,0x00, 0x3a,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x3e,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x30,0x01,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x43,0x01,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x43,0x01,0x00,0x00, 0x0f,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x9c,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x20,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa6,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa7,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0xa6,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0xa6,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0xa8,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0xa7,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xa9,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0xa8,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -29069,15 +28966,15 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0xc3,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xe3,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0xe4,0x01,0x00,0x00,0xe3,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 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0x09,0x02,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x0d,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x11,0x02,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x12,0x02,0x00,0x00,0x11,0x02,0x00,0x00,0x20,0x00,0x04,0x00, 0x13,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x12,0x02,0x00,0x00, @@ -29093,25 +28990,25 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x1f,0x02,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x27,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x2c,0x02,0x00,0x00,0x51,0x00,0x00,0x00, 0xe4,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x2d,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 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0x50,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0x52,0x02,0x00,0x00, 0x07,0x00,0x00,0x00,0x51,0x02,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x62,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7d,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0x7e,0x02,0x00,0x00,0xc3,0x00,0x00,0x00,0x7d,0x02,0x00,0x00, @@ -29119,20 +29016,20 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x7e,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x88,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x90,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xbf,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 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+0xbf,0x01,0x00,0x00,0xbe,0x01,0x00,0x00,0x3f,0x00,0x00,0x00, +0xa9,0x00,0x06,0x00,0x15,0x00,0x00,0x00,0xc0,0x01,0x00,0x00, +0xbf,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xa8,0x00,0x00,0x00, +0x82,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0xc1,0x01,0x00,0x00, 0xb7,0x01,0x00,0x00,0xc0,0x01,0x00,0x00,0x6f,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xc2,0x01,0x00,0x00,0xc1,0x01,0x00,0x00, 0x85,0x00,0x05,0x00,0xc3,0x00,0x00,0x00,0xc3,0x01,0x00,0x00, @@ -29492,35 +29389,35 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0xc4,0x01,0x00,0x00,0xc5,0x01,0x00,0x00,0xaa,0x01,0x00,0x00, 0xf7,0x00,0x00,0x00,0x3e,0x00,0x03,0x00,0xc5,0x01,0x00,0x00, 0xc3,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xc7,0x01,0x00,0x00,0xf7,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0xc7,0x01,0x00,0x00,0xf7,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xcb,0x01,0x00,0x00, -0x0b,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x41,0x00,0x08,0x00, +0x0b,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 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-0x34,0x00,0x00,0x00,0xa8,0x00,0x00,0x00,0x82,0x00,0x05,0x00, -0x13,0x00,0x00,0x00,0xdf,0x01,0x00,0x00,0xd4,0x01,0x00,0x00, +0xdc,0x01,0x00,0x00,0x3f,0x00,0x00,0x00,0xa9,0x00,0x06,0x00, +0x15,0x00,0x00,0x00,0xde,0x01,0x00,0x00,0xdd,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0xa8,0x00,0x00,0x00,0x82,0x00,0x05,0x00, +0x15,0x00,0x00,0x00,0xdf,0x01,0x00,0x00,0xd4,0x01,0x00,0x00, 0xde,0x01,0x00,0x00,0x6f,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0xe0,0x01,0x00,0x00,0xdf,0x01,0x00,0x00,0x85,0x00,0x05,0x00, 0xc3,0x00,0x00,0x00,0xe1,0x01,0x00,0x00,0xa5,0x01,0x00,0x00, @@ -29529,22 +29426,22 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x3e,0x00,0x03,0x00,0xe2,0x01,0x00,0x00,0xe1,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xdf,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xdf,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xe9,0x01,0x00,0x00,0x78,0x03,0x00,0x00,0xe7,0x01,0x00,0x00, +0xe9,0x01,0x00,0x00,0x77,0x03,0x00,0x00,0xe7,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xdc,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 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-0xf8,0x01,0x00,0x00,0x12,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x78,0x03,0x00,0x00,0x41,0x00,0x05,0x00,0x17,0x00,0x00,0x00, +0xf8,0x01,0x00,0x00,0x14,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xf9,0x01,0x00,0x00, 0xf8,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, 0xfa,0x01,0x00,0x00,0xf7,0x01,0x00,0x00,0xf9,0x01,0x00,0x00, @@ -29552,9 +29449,9 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0xfa,0x00,0x04,0x00,0xfa,0x01,0x00,0x00,0xfb,0x01,0x00,0x00, 0xfc,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xfb,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xff,0x01,0x00,0x00, -0x68,0x03,0x00,0x00,0x78,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, +0x67,0x03,0x00,0x00,0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, 0xc1,0x00,0x00,0x00,0x01,0x02,0x00,0x00,0xff,0x01,0x00,0x00, -0x8d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xfc,0x01,0x00,0x00, +0x8e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xfc,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0xfc,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, 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+0xf8,0x00,0x02,0x00,0x02,0x03,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0x65,0x03,0x00,0x00,0x68,0x03,0x00,0x00, +0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xff,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x01,0x03,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; const uint64_t matmul_q3_k_f32_fp32_len = 13024; unsigned char matmul_q4_0_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x1c,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x1b,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -29931,47 +29828,47 @@ unsigned char matmul_q4_0_f32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 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-0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa6,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -30000,15 +29897,15 @@ unsigned char matmul_q4_0_f32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x65,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x65,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x50,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x96,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x4f,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x95,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, 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0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -30098,8 +29995,8 @@ unsigned char matmul_q4_0_f32_data[] = { 0xbf,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -30109,9 +30006,9 @@ unsigned char matmul_q4_0_f32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xf9,0x00,0x00,0x00, 0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfd,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00, @@ -30131,9 +30028,9 @@ unsigned char matmul_q4_0_f32_data[] = { 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x01,0x00,0x00,0x00,0x00,0x00,0x41,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x23,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x23,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 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0xc3,0x00,0x00,0x00,0x0c,0x01,0x00,0x00,0x0b,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x10,0x01,0x00,0x00,0x11,0x01,0x00,0x00, -0x07,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, +0x07,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0xfe,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0x12,0x01,0x00,0x00,0x11,0x01,0x00,0x00, 0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x13,0x01,0x00,0x00, @@ -30394,7 +30291,7 @@ unsigned char matmul_q4_0_f32_data[] = { 0x1b,0x01,0x00,0x00,0x50,0x00,0x05,0x00,0x14,0x01,0x00,0x00, 0x1d,0x01,0x00,0x00,0x19,0x01,0x00,0x00,0x1c,0x01,0x00,0x00, 0x83,0x00,0x05,0x00,0x14,0x01,0x00,0x00,0x20,0x01,0x00,0x00, -0x1d,0x01,0x00,0x00,0x1b,0x03,0x00,0x00,0x8e,0x00,0x05,0x00, +0x1d,0x01,0x00,0x00,0x1a,0x03,0x00,0x00,0x8e,0x00,0x05,0x00, 0x14,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0x20,0x01,0x00,0x00, 0x0c,0x01,0x00,0x00,0x51,0x00,0x05,0x00,0xc3,0x00,0x00,0x00, 0x2a,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0x00,0x00,0x00,0x00, @@ -30410,22 +30307,22 @@ unsigned char matmul_q4_0_f32_data[] = { 0x2c,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x27,0x01,0x00,0x00, 0x2f,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x33,0x01,0x00,0x00, 0x32,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x3a,0x01,0x00,0x00,0xd0,0x02,0x00,0x00,0x38,0x01,0x00,0x00, +0x3a,0x01,0x00,0x00,0xcf,0x02,0x00,0x00,0x38,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xdc,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xde,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x3c,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x3c,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0xd1,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0xd0,0x02,0x00,0x00,0x3f,0x00,0x00,0x00, 0xde,0x00,0x00,0x00,0x83,0x01,0x00,0x00,0x3f,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0x42,0x01,0x00,0x00, -0xd1,0x02,0x00,0x00,0xa6,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, +0xd0,0x02,0x00,0x00,0xa6,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0x3e,0x01,0x00,0x00,0x3f,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 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+0xc3,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x75,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x77,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0x60,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x60,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xb9,0x02,0x00,0x00,0xc1,0x02,0x00,0x00,0xcf,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x5d,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x5f,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x58,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x58,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0xbb,0x02,0x00,0x00,0xc0,0x02,0x00,0x00, +0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x55,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x57,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; const uint64_t matmul_q4_0_f32_len = 10564; unsigned char matmul_q4_0_f32_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x37,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x36,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -30816,47 +30713,47 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x08,0x01,0x00,0x00,0x28,0x01,0x00,0x00, -0x5d,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x73,0x02,0x00,0x00, -0xbc,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x08,0x01,0x00,0x00,0x28,0x01,0x00,0x00, +0x5d,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x72,0x02,0x00,0x00, +0xbb,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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-0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x53,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1b,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x54,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa7,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -30888,15 +30785,15 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x65,0x01,0x00,0x00, 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+0xbb,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xbb,0x02,0x00,0x00,0x21,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00, 0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00, @@ -30907,78 +30804,78 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x1e,0x00,0x10,0x00,0x12,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x11,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -30998,10 +30895,10 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfa,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x01,0x01,0x00,0x00,0x10,0x00,0x00,0x00, @@ -31020,9 +30917,9 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x1f,0x01,0x00,0x00,0x00,0x00,0x00,0x41, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x25,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x24,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x24,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x26,0x01,0x00,0x00,0x01,0x01,0x00,0x00, 0x25,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x27,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -31031,17 +30928,17 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x01,0x01,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x36,0x01,0x00,0x00,0x35,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x37,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x36,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x38,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x37,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x39,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x38,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x38,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x59,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5a,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa7,0x00,0x00,0x00,0x59,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x5b,0x01,0x00,0x00,0x01,0x01,0x00,0x00,0x5a,0x01,0x00,0x00, @@ -31066,21 +30963,21 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa2,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x36,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x77,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xa7,0x01,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xa8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0xa8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xab,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc6,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc7,0x01,0x00,0x00, +0xab,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc6,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc7,0x01,0x00,0x00, 0x01,0x01,0x00,0x00,0xc6,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xc8,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xc7,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd8,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xde,0x01,0x00,0x00,0x07,0x00,0x00,0x00, 0x01,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xf4,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -31090,21 +30987,21 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xff,0x01,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x07,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x36,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x6b,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x6a,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x73,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0xb9,0x02,0x00,0x00,0xc4,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 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+0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x2c,0x00,0x05,0x00, +0x15,0x01,0x00,0x00,0x35,0x03,0x00,0x00,0x1f,0x01,0x00,0x00, 0x1f,0x01,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -31115,168 +31012,168 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00, -0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x86,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x1e,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x22,0x00,0x00,0x00, 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0x3d,0x00,0x04,0x00,0x02,0x01,0x00,0x00,0x13,0x01,0x00,0x00, 0x12,0x01,0x00,0x00,0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -31289,7 +31186,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x1d,0x01,0x00,0x00,0x1c,0x01,0x00,0x00,0x50,0x00,0x05,0x00, 0x15,0x01,0x00,0x00,0x1e,0x01,0x00,0x00,0x1a,0x01,0x00,0x00, 0x1d,0x01,0x00,0x00,0x83,0x00,0x05,0x00,0x15,0x01,0x00,0x00, -0x21,0x01,0x00,0x00,0x1e,0x01,0x00,0x00,0x36,0x03,0x00,0x00, +0x21,0x01,0x00,0x00,0x1e,0x01,0x00,0x00,0x35,0x03,0x00,0x00, 0x8e,0x00,0x05,0x00,0x15,0x01,0x00,0x00,0x23,0x01,0x00,0x00, 0x21,0x01,0x00,0x00,0x0d,0x01,0x00,0x00,0x51,0x00,0x05,0x00, 0xc4,0x00,0x00,0x00,0x2b,0x01,0x00,0x00,0x23,0x01,0x00,0x00, @@ -31305,43 +31202,43 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00,0x34,0x01,0x00,0x00, 0x28,0x01,0x00,0x00,0x30,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x34,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 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+0x3a,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x67,0x01,0x00,0x00, +0x6f,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x4f,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x70,0x01,0x00,0x00, 0x6f,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0x71,0x01,0x00,0x00,0x70,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -31350,8 +31247,8 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x71,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x74,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x41,0x00,0x08,0x00,0x67,0x01,0x00,0x00,0x76,0x01,0x00,0x00, -0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x65,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x77,0x01,0x00,0x00,0x76,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x78,0x01,0x00,0x00, 0x77,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00, @@ -31360,7 +31257,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x7c,0x01,0x00,0x00, 0x58,0x01,0x00,0x00,0x7b,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x67,0x01,0x00,0x00,0x7e,0x01,0x00,0x00,0x65,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x7b,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x7f,0x01,0x00,0x00,0x7e,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0x80,0x01,0x00,0x00,0x7f,0x01,0x00,0x00, @@ -31369,8 +31266,8 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x81,0x01,0x00,0x00,0x80,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x84,0x01,0x00,0x00,0x58,0x01,0x00,0x00, 0x83,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x67,0x01,0x00,0x00, -0x86,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x4f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x86,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x4f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x3f,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x87,0x01,0x00,0x00, 0x86,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0x88,0x01,0x00,0x00,0x87,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -31379,8 +31276,8 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x88,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x8c,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0x8b,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x67,0x01,0x00,0x00,0x8e,0x01,0x00,0x00, -0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, -0xd0,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x65,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, +0xd0,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x8f,0x01,0x00,0x00,0x8e,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x90,0x01,0x00,0x00, 0x8f,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00, @@ -31389,7 +31286,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x94,0x01,0x00,0x00, 0x58,0x01,0x00,0x00,0x93,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x67,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x65,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x97,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0x98,0x01,0x00,0x00,0x97,0x01,0x00,0x00, @@ -31398,7 +31295,7 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x99,0x01,0x00,0x00,0x98,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x9c,0x01,0x00,0x00,0x58,0x01,0x00,0x00, 0x9b,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x67,0x01,0x00,0x00, -0x9e,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00, 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+0xe8,0x02,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xa0,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xa2,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0x9b,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x9b,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xda,0x02,0x00,0x00,0xe6,0x02,0x00,0x00,0xd0,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x98,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x9a,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x83,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x83,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0xdc,0x02,0x00,0x00,0xe4,0x02,0x00,0x00, +0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x80,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x82,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0x7b,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x7b,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xde,0x02,0x00,0x00, +0xe3,0x02,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x78,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x7a,0x02,0x00,0x00, 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q4_0_f32_aligned_len = 11156; unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x0d,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x0c,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x08,0x01,0x00,0x00, +0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, +0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x08,0x01,0x00,0x00, 0x28,0x01,0x00,0x00,0x5b,0x01,0x00,0x00,0x62,0x01,0x00,0x00, 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-0x47,0x00,0x04,0x00,0x4c,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x4f,0x00,0x00,0x00, +0x3e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1a,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x4d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x53,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00, +0x54,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x6c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xa7,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, @@ -31818,15 +31715,15 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x60,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x62,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x62,0x01,0x00,0x00,0x21,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x49,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x48,0x02,0x00,0x00, 0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x8f,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0x90,0x02,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x90,0x02,0x00,0x00, +0x8e,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0x8f,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x8f,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0x90,0x02,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x92,0x02,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x92,0x02,0x00,0x00, +0x47,0x00,0x03,0x00,0x8f,0x02,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x91,0x02,0x00,0x00, 0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00, 0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -31837,79 +31734,79 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00, 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0xbc,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc2,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc4,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, @@ -31928,10 +31825,10 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x07,0x00,0x00,0x00,0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0x01,0x01,0x00,0x00, @@ -31950,9 +31847,9 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x15,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x1f,0x01,0x00,0x00, 0x00,0x00,0x00,0x41,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x24,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x25,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x24,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x25,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x24,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x26,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0x25,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x27,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x26,0x01,0x00,0x00, @@ -31961,17 +31858,17 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x04,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x33,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x34,0x01,0x00,0x00, -0x33,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x33,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x35,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x34,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x36,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x37,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x36,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x36,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x52,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x57,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x58,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0x57,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x59,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, @@ -31990,21 +31887,21 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x06,0x00,0x00,0x00,0x7b,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x34,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7c,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x7b,0x01,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x7b,0x01,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7d,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x7c,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x7c,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x80,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x84,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xa0,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, 0x9f,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xa1,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xb1,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xcc,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xcd,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0xcc,0x01,0x00,0x00, @@ -32012,21 +31909,21 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0xcd,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xd7,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xdf,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x0e,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x41,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x49,0x02,0x00,0x00,0x01,0x00,0x00,0x00, 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0x0d,0x01,0x00,0x00,0x0c,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x11,0x01,0x00,0x00,0x12,0x01,0x00,0x00,0x08,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0xff,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x02,0x01,0x00,0x00, 0x13,0x01,0x00,0x00,0x12,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x14,0x01,0x00,0x00,0x13,0x01,0x00,0x00, @@ -32212,7 +32109,7 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x50,0x00,0x05,0x00,0x15,0x01,0x00,0x00,0x1e,0x01,0x00,0x00, 0x1a,0x01,0x00,0x00,0x1d,0x01,0x00,0x00,0x83,0x00,0x05,0x00, 0x15,0x01,0x00,0x00,0x21,0x01,0x00,0x00,0x1e,0x01,0x00,0x00, -0x0c,0x03,0x00,0x00,0x8e,0x00,0x05,0x00,0x15,0x01,0x00,0x00, +0x0b,0x03,0x00,0x00,0x8e,0x00,0x05,0x00,0x15,0x01,0x00,0x00, 0x23,0x01,0x00,0x00,0x21,0x01,0x00,0x00,0x0d,0x01,0x00,0x00, 0x51,0x00,0x05,0x00,0xc4,0x00,0x00,0x00,0x2b,0x01,0x00,0x00, 0x23,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x41,0x00,0x05,0x00, @@ -32225,48 +32122,48 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x2c,0x01,0x00,0x00,0x32,0x01,0x00,0x00,0x28,0x01,0x00,0x00, 0x2f,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x32,0x01,0x00,0x00, 0x31,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x39,0x01,0x00,0x00,0xc9,0x02,0x00,0x00,0x37,0x01,0x00,0x00, +0x39,0x01,0x00,0x00,0xc8,0x02,0x00,0x00,0x37,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xdd,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xdf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x3b,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x3b,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0xca,0x02,0x00,0x00,0x3e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0xc9,0x02,0x00,0x00,0x3f,0x00,0x00,0x00, 0xdf,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0x3c,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00,0x41,0x01,0x00,0x00, -0xca,0x02,0x00,0x00,0xa7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, +0xc9,0x02,0x00,0x00,0xa7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0x3d,0x01,0x00,0x00,0x3c,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 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-0x4d,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x3a,0x00,0x00,0x00,0x41,0x00,0x07,0x00,0x64,0x01,0x00,0x00, +0x6b,0x01,0x00,0x00,0x62,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x4d,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x6c,0x01,0x00,0x00,0x6b,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2c,0x01,0x00,0x00,0x6d,0x01,0x00,0x00, 0x5b,0x01,0x00,0x00,0x69,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x6d,0x01,0x00,0x00,0x6c,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x6f,0x01,0x00,0x00,0x56,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x41,0x00,0x07,0x00,0x64,0x01,0x00,0x00, -0x71,0x01,0x00,0x00,0x62,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x71,0x01,0x00,0x00,0x62,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x4d,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x72,0x01,0x00,0x00,0x71,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2c,0x01,0x00,0x00,0x73,0x01,0x00,0x00, @@ -32274,169 +32171,169 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = 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+0xb2,0x02,0x00,0x00,0xba,0x02,0x00,0x00,0xd0,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x56,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x58,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x51,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x51,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0xb4,0x02,0x00,0x00,0xb9,0x02,0x00,0x00, +0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x4e,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x50,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; const uint64_t matmul_q4_0_f32_aligned_fp32_len = 10408; unsigned char matmul_q4_0_f32_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x15,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x14,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, 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+32606,77 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x12,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x04,0x00, -0x11,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x10,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x12,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, 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+0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xf9,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfd,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x00,0x01,0x00,0x00,0x10,0x00,0x00,0x00, @@ -32821,9 +32718,9 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0xc3,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0x1e,0x01,0x00,0x00,0x00,0x00,0x00,0x41, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x23,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x23,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x23,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x25,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x24,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x26,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x25,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -32832,15 +32729,15 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0xc3,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x32,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x34,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x33,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x34,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x36,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x35,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x35,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x55,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x56,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x55,0x01,0x00,0x00, @@ -32848,7 +32745,7 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0x56,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x57,0x01,0x00,0x00, 0x58,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x60,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x61,0x01,0x00,0x00,0x60,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x62,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x61,0x01,0x00,0x00, @@ -32856,25 +32753,25 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x6e,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x76,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7b,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x33,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7c,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x7b,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x7b,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7d,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x7c,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x7c,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x80,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x84,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xa0,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x9f,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xa1,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xb1,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xcc,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xcd,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0xcc,0x01,0x00,0x00, @@ -32882,21 +32779,21 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0xcd,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xd7,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xdf,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x0e,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x41,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x49,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x8f,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x90,0x02,0x00,0x00,0x8f,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x90,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x91,0x02,0x00,0x00, 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+0x15,0x00,0x00,0x00,0x96,0x02,0x00,0x00,0x05,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa3,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2c,0x00,0x05,0x00,0x14,0x01,0x00,0x00,0x13,0x03,0x00,0x00, 0x1e,0x01,0x00,0x00,0x1e,0x01,0x00,0x00,0x36,0x00,0x05,0x00, 0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, @@ -32907,169 +32804,169 @@ unsigned char matmul_q4_0_f32_fp32_data[] = { 0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00, 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0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -33676,10 +33573,10 @@ unsigned char matmul_q4_1_f32_data[] = { 0x07,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xf9,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfd,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0x00,0x01,0x00,0x00, @@ -33697,9 +33594,9 @@ unsigned char matmul_q4_1_f32_data[] = { 0x15,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x01,0x01,0x00,0x00, 0x17,0x00,0x04,0x00,0x19,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x28,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x29,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x28,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x29,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x28,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x2a,0x01,0x00,0x00, 0x00,0x01,0x00,0x00,0x29,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x2b,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x2a,0x01,0x00,0x00, @@ -33708,15 +33605,15 @@ unsigned char matmul_q4_1_f32_data[] = { 0x04,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x39,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x3a,0x01,0x00,0x00, -0x39,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x39,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x3b,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x3a,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x3c,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x3b,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x3c,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x3c,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5b,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5c,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0x5b,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x5d,0x01,0x00,0x00,0x00,0x01,0x00,0x00, @@ -33724,7 +33621,7 @@ unsigned char matmul_q4_1_f32_data[] = { 0x04,0x00,0x00,0x00,0x5d,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0x5e,0x01,0x00,0x00,0x5f,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x63,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0x67,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x00,0x03,0x00,0x68,0x01,0x00,0x00,0x67,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x69,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, @@ -33732,27 +33629,27 @@ unsigned char matmul_q4_1_f32_data[] = { 0x6a,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 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0x06,0x00,0x00,0x00,0xd6,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, @@ -33761,20 +33658,20 @@ unsigned char matmul_q4_1_f32_data[] = { 0xd7,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xe1,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xe9,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x18,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x4d,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x55,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x9b,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x9c,0x02,0x00,0x00,0x9b,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0x9d,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x9c,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x9d,0x02,0x00,0x00, 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0x23,0x02,0x00,0x00,0x73,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, @@ -34215,172 +34112,172 @@ unsigned char matmul_q4_1_f32_data[] = { 0x01,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x25,0x02,0x00,0x00, 0x2c,0x02,0x00,0x00,0x2f,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x2e,0x02,0x00,0x00,0x30,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x33,0x02,0x00,0x00,0xed,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x33,0x02,0x00,0x00,0xec,0x02,0x00,0x00, 0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x0d,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x0f,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x08,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x08,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x35,0x02,0x00,0x00, -0xeb,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xea,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x05,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x07,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x00,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x00,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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+0x18,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -34388,47 +34285,47 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x08,0x01,0x00,0x00,0x2d,0x01,0x00,0x00, -0x62,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x78,0x02,0x00,0x00, -0xc1,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x08,0x01,0x00,0x00,0x2d,0x01,0x00,0x00, +0x62,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x77,0x02,0x00,0x00, +0xc0,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -34572,9 +34469,9 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfe,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00, @@ -34593,9 +34490,9 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x02,0x01,0x00,0x00,0x17,0x00,0x04,0x00,0x1a,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x29,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x2a,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x29,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0x29,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x2b,0x01,0x00,0x00,0x01,0x01,0x00,0x00,0x2a,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x2c,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x2b,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x2c,0x01,0x00,0x00, @@ -34603,18 +34500,18 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x32,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x01,0x01,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x3a,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00, -0x3b,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x39,0x00,0x00,0x00, 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+0x5e,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x5f,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00, 0x5e,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x60,0x01,0x00,0x00, 0x01,0x01,0x00,0x00,0x5f,0x01,0x00,0x00,0x20,0x00,0x04,0x00, @@ -34639,21 +34536,21 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x06,0x00,0x00,0x00,0xa7,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x3b,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa8,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0xa7,0x01,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xa7,0x01,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa9,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0xa8,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0xa8,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xac,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xad,0x01,0x00,0x00, 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0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00, @@ -34663,20 +34560,20 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x06,0x00,0x00,0x00,0x04,0x02,0x00,0x00,0x86,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x0c,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x3b,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x70,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x78,0x02,0x00,0x00, -0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0xbe,0x02,0x00,0x00, -0xc4,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0xbf,0x02,0x00,0x00, -0xbe,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0xc0,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0xbf,0x02,0x00,0x00,0x3b,0x00,0x04,0x00, -0xc0,0x02,0x00,0x00,0xc1,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, 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0x75,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x32,0x01,0x00,0x00, @@ -34928,7 +34825,7 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x79,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x6c,0x01,0x00,0x00,0x7b,0x01,0x00,0x00,0x6a,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x7c,0x01,0x00,0x00,0x7b,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0x7d,0x01,0x00,0x00,0x7c,0x01,0x00,0x00, @@ -34937,8 +34834,8 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x7e,0x01,0x00,0x00,0x7d,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00,0x5d,0x01,0x00,0x00, 0x80,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x6c,0x01,0x00,0x00, -0x83,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x54,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x80,0x01,0x00,0x00, +0x83,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x54,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x80,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x84,0x01,0x00,0x00, 0x83,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0x85,0x01,0x00,0x00,0x84,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -34947,8 +34844,8 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x85,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x89,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0x88,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x6c,0x01,0x00,0x00,0x8b,0x01,0x00,0x00, -0x6a,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x54,0x01,0x00,0x00, -0xd0,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x6a,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x54,0x01,0x00,0x00, +0xd0,0x00,0x00,0x00,0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x8c,0x01,0x00,0x00,0x8b,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x8d,0x01,0x00,0x00, 0x8c,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x32,0x01,0x00,0x00, @@ -34957,8 +34854,8 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x91,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x90,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x6c,0x01,0x00,0x00,0x93,0x01,0x00,0x00,0x6a,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x94,0x01,0x00,0x00,0x93,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0x95,0x01,0x00,0x00,0x94,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x32,0x01,0x00,0x00,0x96,0x01,0x00,0x00, @@ -34966,7 +34863,7 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x96,0x01,0x00,0x00,0x95,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x99,0x01,0x00,0x00,0x5d,0x01,0x00,0x00, 0x98,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x6c,0x01,0x00,0x00, -0x9b,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x9b,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x54,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x9c,0x01,0x00,0x00, 0x9b,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, @@ -34976,7 +34873,7 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x9d,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xa1,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0xa0,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x6c,0x01,0x00,0x00,0xa3,0x01,0x00,0x00, -0x6a,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x54,0x01,0x00,0x00, +0x6a,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x54,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0x80,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0xa3,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0xa5,0x01,0x00,0x00, @@ -34984,162 +34881,162 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0xa6,0x01,0x00,0x00,0x62,0x01,0x00,0x00,0xa1,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0xa6,0x01,0x00,0x00,0xa5,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xab,0x01,0x00,0x00, -0xf9,0x02,0x00,0x00,0xa9,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0xf8,0x02,0x00,0x00,0xa9,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0x42,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x44,0x01,0x00,0x00, 0xe0,0x00,0x04,0x00,0x0c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0xac,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xaf,0x01,0x00,0x00,0xfc,0x02,0x00,0x00,0xad,0x01,0x00,0x00, +0xaf,0x01,0x00,0x00,0xfb,0x02,0x00,0x00,0xad,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xb2,0x01,0x00,0x00, -0x00,0x03,0x00,0x00,0xb0,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0xff,0x02,0x00,0x00,0xb0,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xb4,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xb4,0x01,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0x02,0x03,0x00,0x00, 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= { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x67,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x67,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x4e,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x94,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x4d,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x93,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x95,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x95,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x94,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x94,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0x95,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x97,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x97,0x02,0x00,0x00,0x21,0x00,0x00,0x00, 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-0x4f,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x50,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0xbc,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x61,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x86,0x00,0x00,0x00,0xba,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc0,0x00,0x00,0x00, @@ -35498,7 +35395,7 @@ unsigned char matmul_q4_1_f32_aligned_fp32_data[] = { 0x14,0x00,0x02,0x00,0xc2,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xc4,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -35508,10 +35405,10 @@ unsigned char matmul_q4_1_f32_aligned_fp32_data[] = { 0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfa,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x01,0x01,0x00,0x00,0x10,0x00,0x00,0x00, @@ -35529,9 +35426,9 @@ unsigned char matmul_q4_1_f32_aligned_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x02,0x01,0x00,0x00,0x17,0x00,0x04,0x00, 0x1a,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x29,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x2a,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x29,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x29,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x2b,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, 0x2a,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x2c,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x2b,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -35540,17 +35437,17 @@ unsigned char matmul_q4_1_f32_aligned_fp32_data[] = { 0xc4,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x38,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x39,0x01,0x00,0x00,0x38,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x3a,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x39,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x3b,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x3a,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x3c,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x3b,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3b,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x57,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5d,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa7,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x5e,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x5d,0x01,0x00,0x00, @@ -35569,21 +35466,21 @@ unsigned char matmul_q4_1_f32_aligned_fp32_data[] = { 0x80,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x39,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x81,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x80,0x01,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x82,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x81,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x85,0x01,0x00,0x00,0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x86,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x89,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xa5,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0xa6,0x01,0x00,0x00,0x07,0x00,0x00,0x00, 0xa5,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xb6,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xb6,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xd1,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xd2,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0xd1,0x01,0x00,0x00,0x20,0x00,0x04,0x00, @@ -35591,20 +35488,20 @@ unsigned char matmul_q4_1_f32_aligned_fp32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xdc,0x01,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xe4,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x13,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x46,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x45,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, 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+36173,15 @@ unsigned char matmul_q4_1_f32_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x68,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x68,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x4e,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x94,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x4d,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x93,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x95,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x95,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x94,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x94,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0x95,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x97,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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+0x63,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xbb,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xba,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0xbc,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xbc,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -36374,8 +36271,8 @@ unsigned char matmul_q4_1_f32_fp32_data[] = { 0xbf,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -36385,9 +36282,9 @@ unsigned char matmul_q4_1_f32_fp32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xf9,0x00,0x00,0x00, 0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfd,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00, @@ -36406,9 +36303,9 @@ unsigned char matmul_q4_1_f32_fp32_data[] = { 0x01,0x01,0x00,0x00,0x17,0x00,0x04,0x00,0x19,0x01,0x00,0x00, 0xc3,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x28,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x29,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x28,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0x28,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x2a,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x29,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x2b,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x2a,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x2b,0x01,0x00,0x00, @@ -36416,50 +36313,50 @@ unsigned char matmul_q4_1_f32_fp32_data[] = { 0x30,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x01,0x00,0x00, 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+36364,20 @@ unsigned char matmul_q4_1_f32_fp32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xdc,0x01,0x00,0x00, 0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xe4,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x13,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x46,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x45,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x4e,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x94,0x02,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x95,0x02,0x00,0x00,0x94,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0x96,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x95,0x02,0x00,0x00, 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0x3b,0x00,0x04,0x00,0xc8,0x00,0x00,0x00,0xc9,0x00,0x00,0x00, @@ -36490,174 +36387,174 @@ unsigned char matmul_q4_1_f32_fp32_data[] = { 0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x22,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x22,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x24,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x23,0x00,0x00,0x00, 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matmul_q4_k_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x8e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x8d,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -37088,47 +36985,47 @@ unsigned char matmul_q4_k_f32_data[] = { 0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00, +0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, 0x21,0x01,0x00,0x00,0x78,0x01,0x00,0x00,0xc6,0x01,0x00,0x00, -0xd1,0x01,0x00,0x00,0xbc,0x02,0x00,0x00,0x05,0x03,0x00,0x00, +0xd1,0x01,0x00,0x00,0xbb,0x02,0x00,0x00,0x04,0x03,0x00,0x00, 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+37057,15 @@ unsigned char matmul_q4_k_f32_data[] = { 0x47,0x00,0x04,0x00,0xd1,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xd1,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xbc,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x02,0x03,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x03,0x03,0x00,0x00, +0xbb,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x01,0x03,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x02,0x03,0x00,0x00, 0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x03,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x03,0x03,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x05,0x03,0x00,0x00, +0x02,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x02,0x03,0x00,0x00, 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0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xbc,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb7,0x00,0x00,0x00, @@ -37258,7 +37155,7 @@ unsigned char matmul_q4_k_f32_data[] = { 0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -37268,10 +37165,10 @@ unsigned char matmul_q4_k_f32_data[] = { 0x07,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x80,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x01,0x01,0x00,0x00, 0x20,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -37295,14 +37192,14 @@ unsigned char matmul_q4_k_f32_data[] = { 0x18,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x28,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x30,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x19,0x01,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x35,0x01,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x35,0x01,0x00,0x00, 0x3f,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x37,0x01,0x00,0x00, 0x08,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x4d,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0x4d,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x74,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x75,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x74,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x74,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x76,0x01,0x00,0x00,0x17,0x01,0x00,0x00, 0x75,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x77,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x76,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -37311,15 +37208,15 @@ unsigned char matmul_q4_k_f32_data[] = { 0x17,0x01,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xa0,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0xa1,0x01,0x00,0x00,0xa0,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0xa1,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa2,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0xa3,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xa3,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc2,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc3,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0xc2,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0xc4,0x01,0x00,0x00,0x17,0x01,0x00,0x00,0xc3,0x01,0x00,0x00, @@ -37327,7 +37224,7 @@ unsigned char matmul_q4_k_f32_data[] = { 0xc4,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0xc5,0x01,0x00,0x00, 0xc6,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xca,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0xce,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0xcf,0x01,0x00,0x00,0xce,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xd0,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xcf,0x01,0x00,0x00, @@ -37335,26 +37232,26 @@ unsigned char matmul_q4_k_f32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xdc,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe5,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 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-0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x0f,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x10,0x02,0x00,0x00, +0xf4,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x0f,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x10,0x02,0x00,0x00, 0x17,0x01,0x00,0x00,0x0f,0x02,0x00,0x00,0x20,0x00,0x04,0x00, 0x11,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x10,0x02,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x21,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x27,0x02,0x00,0x00,0x07,0x00,0x00,0x00, 0x17,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x3d,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, @@ -37364,20 +37261,20 @@ unsigned char matmul_q4_k_f32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x48,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x50,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7f,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xb4,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xb3,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0xbc,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x02,0x03,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x03,0x03,0x00,0x00,0x02,0x03,0x00,0x00,0x20,0x00,0x04,0x00, -0x04,0x03,0x00,0x00,0x0c,0x00,0x00,0x00,0x03,0x03,0x00,0x00, -0x3b,0x00,0x04,0x00,0x04,0x03,0x00,0x00,0x05,0x03,0x00,0x00, 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-37387,158 +37284,158 @@ unsigned char matmul_q4_k_f32_data[] = { 0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x22,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x22,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x24,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x28,0x00,0x00,0x00, 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-0xbb,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xbb,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x50,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xbc,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xbb,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0xbd,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xbd,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xba,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -38273,8 +38170,8 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0xc0,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc2,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc4,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -38284,9 +38181,9 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x02,0x01,0x00,0x00,0x20,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -38310,14 +38207,14 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0x0c,0x00,0x00,0x00,0x19,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x29,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x31,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x1a,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x1a,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x36,0x01,0x00,0x00,0x3f,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x38,0x01,0x00,0x00,0x08,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x4e,0x01,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x4e,0x01,0x00,0x00, 0x0f,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x75,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x76,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x75,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x76,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x75,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x77,0x01,0x00,0x00, 0x18,0x01,0x00,0x00,0x76,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x78,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x77,0x01,0x00,0x00, @@ -38326,17 +38223,17 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0x04,0x00,0x00,0x00,0x18,0x01,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xa1,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0xa2,0x01,0x00,0x00, -0xa1,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0xa1,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 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+0x16,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x31,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x32,0x02,0x00,0x00, 0x18,0x01,0x00,0x00,0x31,0x02,0x00,0x00,0x20,0x00,0x04,0x00, 0x33,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x32,0x02,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x43,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x49,0x02,0x00,0x00,0x07,0x00,0x00,0x00, 0x18,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x5f,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -38384,20 +38281,20 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x6a,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x72,0x02,0x00,0x00, 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-0x25,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xfc,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x25,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xfc,0x00,0x00,0x00,0x35,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x19,0x01,0x00,0x00,0x26,0x01,0x00,0x00,0x25,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x15,0x01,0x00,0x00,0x27,0x01,0x00,0x00, 0x26,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00, @@ -38590,25 +38487,25 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0xfa,0x00,0x04,0x00,0x2a,0x01,0x00,0x00,0x2b,0x01,0x00,0x00, 0x46,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x2b,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x31,0x01,0x00,0x00,0x32,0x01,0x00,0x00, -0x22,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, +0x22,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, 0xd0,0x00,0x00,0x00,0x0d,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0x1a,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00, 0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x34,0x01,0x00,0x00, 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-0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x42,0x01,0x00,0x00, -0x41,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x13,0x00,0x00,0x00, +0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x42,0x01,0x00,0x00, +0x41,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 0x43,0x01,0x00,0x00,0x42,0x01,0x00,0x00,0x36,0x01,0x00,0x00, 0x72,0x00,0x04,0x00,0x38,0x01,0x00,0x00,0x44,0x01,0x00,0x00, 0x43,0x01,0x00,0x00,0x7c,0x00,0x04,0x00,0x1a,0x01,0x00,0x00, @@ -38617,26 +38514,26 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x49,0x01,0x00,0x00, 0x0d,0x01,0x00,0x00,0x29,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x31,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x22,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x49,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x1a,0x01,0x00,0x00, 0x4b,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4c,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, 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-0xc4,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x41,0x00,0x08,0x00, +0xc4,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0xd3,0x01,0x00,0x00,0xdb,0x01,0x00,0x00,0xd1,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xbb,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xbb,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xdc,0x01,0x00,0x00,0xdb,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x18,0x01,0x00,0x00,0xdd,0x01,0x00,0x00,0xdc,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x8b,0x01,0x00,0x00,0xde,0x01,0x00,0x00, @@ -38756,8 +38653,8 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0xde,0x01,0x00,0x00,0xdd,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xe0,0x01,0x00,0x00,0xc4,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0xd3,0x01,0x00,0x00, -0xe2,0x01,0x00,0x00,0xd1,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xbb,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0xe2,0x01,0x00,0x00,0xd1,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xbb,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xe3,0x01,0x00,0x00, 0xe2,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x18,0x01,0x00,0x00, 0xe4,0x01,0x00,0x00,0xe3,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -38766,8 +38663,8 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0xe4,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xe8,0x01,0x00,0x00,0xc4,0x01,0x00,0x00,0xe7,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0xd3,0x01,0x00,0x00,0xea,0x01,0x00,0x00, -0xd1,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xbb,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, +0xd1,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xbb,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xeb,0x01,0x00,0x00,0xea,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x18,0x01,0x00,0x00,0xec,0x01,0x00,0x00, 0xeb,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x8b,0x01,0x00,0x00, @@ -38776,8 +38673,8 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xef,0x01,0x00,0x00, 0xc4,0x01,0x00,0x00,0x29,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0xd3,0x01,0x00,0x00,0xf1,0x01,0x00,0x00,0xd1,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xbb,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xbb,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xf2,0x01,0x00,0x00,0xf1,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x18,0x01,0x00,0x00,0xf3,0x01,0x00,0x00,0xf2,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x8b,0x01,0x00,0x00,0xf4,0x01,0x00,0x00, @@ -38785,8 +38682,8 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0xf4,0x01,0x00,0x00,0xf3,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xf7,0x01,0x00,0x00,0xc4,0x01,0x00,0x00, 0xf6,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0xd3,0x01,0x00,0x00, -0xf9,0x01,0x00,0x00,0xd1,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xbb,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0xf9,0x01,0x00,0x00,0xd1,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xbb,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xfa,0x01,0x00,0x00, 0xf9,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x18,0x01,0x00,0x00, 0xfb,0x01,0x00,0x00,0xfa,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -38795,7 +38692,7 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0xfb,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xff,0x01,0x00,0x00,0xc4,0x01,0x00,0x00,0xfe,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0xd3,0x01,0x00,0x00,0x01,0x02,0x00,0x00, -0xd1,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xbb,0x01,0x00,0x00, +0xd1,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xbb,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x02,0x02,0x00,0x00,0x01,0x02,0x00,0x00, 0x73,0x00,0x04,0x00,0x18,0x01,0x00,0x00,0x03,0x02,0x00,0x00, @@ -38805,170 +38702,170 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x07,0x02,0x00,0x00, 0xc4,0x01,0x00,0x00,0x06,0x02,0x00,0x00,0x41,0x00,0x08,0x00, 0xd3,0x01,0x00,0x00,0x09,0x02,0x00,0x00,0xd1,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xbb,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xbb,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, 0xe7,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x0a,0x02,0x00,0x00,0x09,0x02,0x00,0x00,0x73,0x00,0x04,0x00, 0x18,0x01,0x00,0x00,0x0b,0x02,0x00,0x00,0x0a,0x02,0x00,0x00, 0x41,0x00,0x05,0x00,0x8b,0x01,0x00,0x00,0x0c,0x02,0x00,0x00, 0xc9,0x01,0x00,0x00,0x07,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x0c,0x02,0x00,0x00,0x0b,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x11,0x02,0x00,0x00,0x5f,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0x11,0x02,0x00,0x00,0x5e,0x03,0x00,0x00, 0x0f,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0xa9,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0xab,0x01,0x00,0x00,0xe0,0x00,0x04,0x00, 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0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -39157,47 +39054,47 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x22,0x01,0x00,0x00,0x78,0x01,0x00,0x00, -0xc6,0x01,0x00,0x00,0xcd,0x01,0x00,0x00,0xb4,0x02,0x00,0x00, -0xfd,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x22,0x01,0x00,0x00,0x78,0x01,0x00,0x00, +0xc6,0x01,0x00,0x00,0xcd,0x01,0x00,0x00,0xb3,0x02,0x00,0x00, +0xfc,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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-0x47,0x00,0x04,0x00,0x4f,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x53,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1b,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x54,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa7,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -39229,15 +39126,15 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xcd,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xcd,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xb4,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xfa,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0xb3,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xf9,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0xfb,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xfb,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0xfa,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0xfa,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0xfb,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xfd,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xfd,0x02,0x00,0x00,0x21,0x00,0x00,0x00, +0xfa,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0xfc,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xfc,0x02,0x00,0x00,0x21,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00, 0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00, @@ -39248,78 +39145,78 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x1e,0x00,0x10,0x00,0x12,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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-0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -39339,10 +39236,10 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfb,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x02,0x01,0x00,0x00,0x20,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x07,0x01,0x00,0x00, @@ -39364,14 +39261,14 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0x22,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x24,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x19,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x30,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x1a,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x1a,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x3f,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x37,0x01,0x00,0x00,0x08,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, 0x0f,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x74,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x75,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x74,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x75,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x74,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x76,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0x75,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x77,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x76,0x01,0x00,0x00, @@ -39380,17 +39277,17 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0x04,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9e,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, -0x9e,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x9e,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x9f,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa1,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa2,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xa1,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xa1,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbd,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc2,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc3,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0xc2,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0xc4,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, @@ -39409,21 +39306,21 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0x06,0x00,0x00,0x00,0xe6,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x9f,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0xe6,0x01,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xe6,0x01,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe8,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0xe7,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0xe7,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xeb,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xec,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xef,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x0a,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0x0b,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, 0x0a,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0x0c,0x02,0x00,0x00, 0x07,0x00,0x00,0x00,0x0b,0x02,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x1c,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x37,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0x38,0x02,0x00,0x00,0xc4,0x00,0x00,0x00,0x37,0x02,0x00,0x00, @@ -39431,20 +39328,20 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0x38,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x42,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x4a,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x79,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xac,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0xb4,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0xfa,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0xfb,0x02,0x00,0x00,0xfa,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0xfc,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0xfb,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xfc,0x02,0x00,0x00, -0xfd,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x02,0x03,0x00,0x00,0x05,0x00,0x00,0x00, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x0f,0x03,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x4a,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x79,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0xab,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0xb3,0x02,0x00,0x00,0x01,0x00,0x00,0x00, +0x1d,0x00,0x03,0x00,0xf9,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, +0x1e,0x00,0x03,0x00,0xfa,0x02,0x00,0x00,0xf9,0x02,0x00,0x00, +0x20,0x00,0x04,0x00,0xfb,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0xfa,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xfb,0x02,0x00,0x00, +0xfc,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0x01,0x03,0x00,0x00,0x05,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x0e,0x03,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0xc9,0x00,0x00,0x00, @@ -39454,159 +39351,159 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 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+39588,106 @@ unsigned char matmul_q4_k_f32_aligned_fp32_data[] = { 0x5f,0x01,0x00,0x00,0x49,0x01,0x00,0x00,0xc2,0x00,0x05,0x00, 0x1a,0x01,0x00,0x00,0x60,0x01,0x00,0x00,0x5f,0x01,0x00,0x00, 0xa9,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x30,0x01,0x00,0x00, -0x63,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x63,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x0d,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0x1a,0x01,0x00,0x00,0x64,0x01,0x00,0x00, 0x63,0x01,0x00,0x00,0xc2,0x00,0x05,0x00,0x1a,0x01,0x00,0x00, -0x65,0x01,0x00,0x00,0x64,0x01,0x00,0x00,0x81,0x00,0x00,0x00, +0x65,0x01,0x00,0x00,0x64,0x01,0x00,0x00,0x82,0x00,0x00,0x00, 0xc4,0x00,0x05,0x00,0x1a,0x01,0x00,0x00,0x66,0x01,0x00,0x00, 0x65,0x01,0x00,0x00,0xa9,0x00,0x00,0x00,0xc5,0x00,0x05,0x00, 0x1a,0x01,0x00,0x00,0x67,0x01,0x00,0x00,0x60,0x01,0x00,0x00, 0x66,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0x2b,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x2b,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, 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+0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xc1,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0xc3,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0xbc,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xbc,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x1f,0x03,0x00,0x00, +0x24,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xb9,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xbb,0x02,0x00,0x00, 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q4_k_f32_aligned_fp32_len = 11900; unsigned char matmul_q4_k_f32_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x87,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x86,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -40153,47 +40050,47 @@ unsigned char matmul_q4_k_f32_fp32_data[] = { 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0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x01,0x01,0x00,0x00,0x20,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -40360,14 +40257,14 @@ unsigned char matmul_q4_k_f32_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x18,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x28,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x30,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x19,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x19,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x3f,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x37,0x01,0x00,0x00,0x08,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, 0x0f,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x74,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x75,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x74,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x75,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x74,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x76,0x01,0x00,0x00, 0xc3,0x00,0x00,0x00,0x75,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x77,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x76,0x01,0x00,0x00, @@ -40376,15 +40273,15 @@ unsigned char matmul_q4_k_f32_fp32_data[] = { 0x04,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x9e,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, -0x9e,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x9e,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x9f,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa1,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa2,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xa1,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xa1,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc0,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc1,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0xc0,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0xc2,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, @@ -40392,7 +40289,7 @@ unsigned char matmul_q4_k_f32_fp32_data[] = { 0x04,0x00,0x00,0x00,0xc2,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0xc3,0x01,0x00,0x00,0xc4,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc8,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0xcc,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x00,0x03,0x00,0xcd,0x01,0x00,0x00,0xcc,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0xce,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, @@ -40400,25 +40297,25 @@ unsigned char matmul_q4_k_f32_fp32_data[] = { 0xcf,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xda,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xe2,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 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-0x0b,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x0c,0x02,0x00,0x00, +0xf0,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x0b,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x0c,0x02,0x00,0x00, 0xc3,0x00,0x00,0x00,0x0b,0x02,0x00,0x00,0x20,0x00,0x04,0x00, 0x0d,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x0c,0x02,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x1d,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x38,0x02,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0x39,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, @@ -40427,20 +40324,20 @@ unsigned char matmul_q4_k_f32_fp32_data[] = { 0x06,0x00,0x00,0x00,0x43,0x02,0x00,0x00,0x86,0x00,0x00,0x00, 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0x0c,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x13,0x01,0x00,0x00,0x0f,0x01,0x00,0x00,0x12,0x01,0x00,0x00, 0x41,0x00,0x07,0x00,0x23,0x01,0x00,0x00,0x24,0x01,0x00,0x00, -0x21,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, -0x34,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x18,0x01,0x00,0x00, +0x21,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x18,0x01,0x00,0x00, 0x25,0x01,0x00,0x00,0x24,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x14,0x01,0x00,0x00,0x26,0x01,0x00,0x00,0x25,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0x29,0x01,0x00,0x00, @@ -40633,25 +40530,25 @@ unsigned char matmul_q4_k_f32_fp32_data[] = { 0x29,0x01,0x00,0x00,0x2a,0x01,0x00,0x00,0x45,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x2a,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x30,0x01,0x00,0x00,0x31,0x01,0x00,0x00,0x21,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 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-0x47,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x46,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -41154,47 +41051,47 @@ unsigned char matmul_q5_0_f32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x09,0x01,0x00,0x00,0x50,0x01,0x00,0x00, -0x83,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x79,0x02,0x00,0x00, -0xc2,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x09,0x01,0x00,0x00,0x50,0x01,0x00,0x00, +0x83,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x78,0x02,0x00,0x00, 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+0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -41335,9 +41232,9 @@ unsigned char matmul_q5_0_f32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xf9,0x00,0x00,0x00, 0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfd,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00, @@ -41356,7 +41253,7 @@ unsigned char matmul_q5_0_f32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0b,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x11,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x01,0x01,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x15,0x01,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x15,0x01,0x00,0x00, 0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x27,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x30,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x03,0x01,0x00,0x00, @@ -41364,9 +41261,9 @@ unsigned char matmul_q5_0_f32_data[] = { 0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0x47,0x01,0x00,0x00,0x00,0x00,0x80,0x41,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x4c,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x4d,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x4c,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0x4c,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x4e,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x4d,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x4f,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x4e,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x4f,0x01,0x00,0x00, @@ -41374,51 +41271,51 @@ unsigned char matmul_q5_0_f32_data[] = { 0x55,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x01,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x5d,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00, -0x5e,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0x39,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x5e,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x5f,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x5e,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 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0x1c,0x00,0x04,0x00,0xcd,0x01,0x00,0x00,0x00,0x01,0x00,0x00, 0xcc,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xce,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xcd,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xde,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xe4,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0x00,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xfa,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, @@ -41428,21 +41325,21 @@ unsigned char matmul_q5_0_f32_data[] = { 0x06,0x00,0x00,0x00,0x05,0x02,0x00,0x00,0x86,0x00,0x00,0x00, 0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x0d,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x3c,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 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0x2b,0x01,0x00,0x00,0x2a,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x30,0x01,0x00,0x00,0x31,0x01,0x00,0x00,0x09,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x85,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xfe,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x03,0x01,0x00,0x00, 0x32,0x01,0x00,0x00,0x31,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00, @@ -41660,7 +41557,7 @@ unsigned char matmul_q5_0_f32_data[] = { 0x50,0x00,0x05,0x00,0x34,0x01,0x00,0x00,0x46,0x01,0x00,0x00, 0x3e,0x01,0x00,0x00,0x45,0x01,0x00,0x00,0x83,0x00,0x05,0x00, 0x34,0x01,0x00,0x00,0x49,0x01,0x00,0x00,0x46,0x01,0x00,0x00, -0x46,0x03,0x00,0x00,0x8e,0x00,0x05,0x00,0x34,0x01,0x00,0x00, +0x45,0x03,0x00,0x00,0x8e,0x00,0x05,0x00,0x34,0x01,0x00,0x00, 0x4b,0x01,0x00,0x00,0x49,0x01,0x00,0x00,0x0e,0x01,0x00,0x00, 0x51,0x00,0x05,0x00,0xc3,0x00,0x00,0x00,0x53,0x01,0x00,0x00, 0x4b,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x73,0x00,0x04,0x00, @@ -41676,31 +41573,31 @@ unsigned char matmul_q5_0_f32_data[] = { 0x5c,0x01,0x00,0x00,0x50,0x01,0x00,0x00,0x58,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x5c,0x01,0x00,0x00,0x5b,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x63,0x01,0x00,0x00, -0xfb,0x02,0x00,0x00,0x61,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0xfa,0x02,0x00,0x00,0x61,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xdc,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xde,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x65,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x65,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0xfc,0x02,0x00,0x00,0x3e,0x00,0x00,0x00,0xde,0x00,0x00,0x00, +0xfb,0x02,0x00,0x00,0x3f,0x00,0x00,0x00,0xde,0x00,0x00,0x00, 0xac,0x01,0x00,0x00,0x68,0x01,0x00,0x00,0xb0,0x00,0x05,0x00, -0xc1,0x00,0x00,0x00,0x6b,0x01,0x00,0x00,0xfc,0x02,0x00,0x00, +0xc1,0x00,0x00,0x00,0x6b,0x01,0x00,0x00,0xfb,0x02,0x00,0x00, 0xa6,0x00,0x00,0x00,0xf6,0x00,0x04,0x00,0x67,0x01,0x00,0x00, 0x68,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 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0xf8,0x00,0x02,0x00,0x75,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x79,0x01,0x00,0x00,0xeb,0x02,0x00,0x00, -0x78,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, -0x7b,0x01,0x00,0x00,0x79,0x01,0x00,0x00,0x8d,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x79,0x01,0x00,0x00,0xea,0x02,0x00,0x00, +0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, +0x7b,0x01,0x00,0x00,0x79,0x01,0x00,0x00,0x8e,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x76,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x76,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0xc1,0x00,0x00,0x00, 0x7c,0x01,0x00,0x00,0x74,0x01,0x00,0x00,0x66,0x01,0x00,0x00, @@ -41708,18 +41605,18 @@ unsigned char matmul_q5_0_f32_data[] = { 0x7e,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x7c,0x01,0x00,0x00,0x7d,0x01,0x00,0x00,0x9e,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x7d,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x86,0x01,0x00,0x00,0x7d,0x00,0x00,0x00, -0xfc,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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+0xf9,0x00,0x02,0x00,0x7e,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x80,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q5_0_f32_len = 11076; unsigned char matmul_q5_0_f32_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x62,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x61,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -42082,47 +41979,47 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x0a,0x01,0x00,0x00,0x51,0x01,0x00,0x00, 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+0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa7,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -42157,15 +42054,15 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x8e,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x8e,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x9c,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xe2,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x9b,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xe1,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0xe3,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xe3,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 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0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc0,0x00,0x00,0x00, @@ -42257,7 +42154,7 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x14,0x00,0x02,0x00,0xc2,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xc4,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -42267,10 +42164,10 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfa,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x01,0x01,0x00,0x00,0x10,0x00,0x00,0x00, @@ -42288,7 +42185,7 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x0a,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x0c,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x01,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x12,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x02,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x02,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x16,0x01,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x28,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x31,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, @@ -42296,9 +42193,9 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x48,0x01,0x00,0x00,0x00,0x00,0x80,0x41, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x4e,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x4f,0x01,0x00,0x00,0x01,0x01,0x00,0x00, 0x4e,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x50,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -42307,17 +42204,17 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x01,0x01,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x5e,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x5f,0x01,0x00,0x00,0x5e,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x60,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x5f,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x61,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x60,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x62,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x61,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7d,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x82,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x83,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa7,0x00,0x00,0x00,0x82,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x84,0x01,0x00,0x00,0x01,0x01,0x00,0x00,0x83,0x01,0x00,0x00, @@ -42342,21 +42239,21 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcb,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x5f,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcc,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0xcb,0x01,0x00,0x00,0x77,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xcb,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcd,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xcc,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xcc,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xd0,0x01,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xd1,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0xd1,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xd4,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xef,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xf0,0x01,0x00,0x00, +0xd4,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xef,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xf0,0x01,0x00,0x00, 0x01,0x01,0x00,0x00,0xef,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xf1,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xf0,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x01,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x07,0x02,0x00,0x00,0x07,0x00,0x00,0x00, 0x01,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x1d,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -42366,21 +42263,21 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x28,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x30,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5f,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x94,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x93,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x9c,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 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+0x06,0x00,0x00,0x00,0xf6,0x02,0x00,0x00,0x84,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x2c,0x00,0x05,0x00, +0x35,0x01,0x00,0x00,0x60,0x03,0x00,0x00,0x48,0x01,0x00,0x00, 0x48,0x01,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -42391,176 +42288,176 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00, -0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x86,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x1e,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x23,0x01,0x00,0x00, -0xfa,0x00,0x00,0x00,0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xfa,0x00,0x00,0x00,0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x25,0x01,0x00,0x00,0x24,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x29,0x01,0x00,0x00,0xff,0x00,0x00,0x00, 0x28,0x01,0x00,0x00,0xc2,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x2a,0x01,0x00,0x00,0x1c,0x01,0x00,0x00,0x29,0x01,0x00,0x00, 0xc7,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x2b,0x01,0x00,0x00, 0x2a,0x01,0x00,0x00,0xfa,0x00,0x00,0x00,0x7c,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x2c,0x01,0x00,0x00,0x2b,0x01,0x00,0x00, +0x15,0x00,0x00,0x00,0x2c,0x01,0x00,0x00,0x2b,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x31,0x01,0x00,0x00,0x32,0x01,0x00,0x00, -0x0a,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, -0x86,0x00,0x00,0x00,0xff,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x0a,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, +0x87,0x00,0x00,0x00,0xff,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x04,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00, 0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x34,0x01,0x00,0x00, 0x33,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x06,0x00,0x00,0x00, @@ -42598,7 +42495,7 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x45,0x01,0x00,0x00,0x50,0x00,0x05,0x00,0x35,0x01,0x00,0x00, 0x47,0x01,0x00,0x00,0x3f,0x01,0x00,0x00,0x46,0x01,0x00,0x00, 0x83,0x00,0x05,0x00,0x35,0x01,0x00,0x00,0x4a,0x01,0x00,0x00, -0x47,0x01,0x00,0x00,0x61,0x03,0x00,0x00,0x8e,0x00,0x05,0x00, +0x47,0x01,0x00,0x00,0x60,0x03,0x00,0x00,0x8e,0x00,0x05,0x00, 0x35,0x01,0x00,0x00,0x4c,0x01,0x00,0x00,0x4a,0x01,0x00,0x00, 0x0f,0x01,0x00,0x00,0x51,0x00,0x05,0x00,0xc4,0x00,0x00,0x00, 0x54,0x01,0x00,0x00,0x4c,0x01,0x00,0x00,0x00,0x00,0x00,0x00, @@ -42614,43 +42511,43 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x56,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0x51,0x01,0x00,0x00, 0x59,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x5d,0x01,0x00,0x00, 0x5c,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x64,0x01,0x00,0x00,0x1e,0x03,0x00,0x00,0x62,0x01,0x00,0x00, +0x64,0x01,0x00,0x00,0x1d,0x03,0x00,0x00,0x62,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xdd,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xdf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x66,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x66,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0x1f,0x03,0x00,0x00,0x3e,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x1e,0x03,0x00,0x00,0x3f,0x00,0x00,0x00, 0xdf,0x00,0x00,0x00,0xcf,0x01,0x00,0x00,0x67,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00,0x6c,0x01,0x00,0x00, -0x1f,0x03,0x00,0x00,0xa7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, +0x1e,0x03,0x00,0x00,0xa7,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0x68,0x01,0x00,0x00,0x67,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0xfa,0x00,0x04,0x00,0x6c,0x01,0x00,0x00,0x67,0x01,0x00,0x00, 0x68,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x67,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x71,0x01,0x00,0x00, -0x7e,0x00,0x00,0x00,0x1f,0x03,0x00,0x00,0x84,0x00,0x05,0x00, +0x7f,0x00,0x00,0x00,0x1e,0x03,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x74,0x01,0x00,0x00,0x71,0x01,0x00,0x00, 0xab,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x75,0x01,0x00,0x00,0x74,0x01,0x00,0x00,0x77,0x00,0x00,0x00, +0x75,0x01,0x00,0x00,0x74,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x76,0x01,0x00,0x00, -0x26,0x03,0x00,0x00,0x75,0x01,0x00,0x00,0x80,0x00,0x05,0x00, +0x25,0x03,0x00,0x00,0x75,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x78,0x01,0x00,0x00,0x76,0x01,0x00,0x00, -0x79,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x7a,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x7e,0x01,0x00,0x00,0x71,0x01,0x00,0x00,0x7d,0x01,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x80,0x01,0x00,0x00, -0x79,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0x7a,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00,0x7e,0x01,0x00,0x00, 0x80,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x90,0x01,0x00,0x00, -0x91,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x78,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x91,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x78,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x3f,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x92,0x01,0x00,0x00, 0x91,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0x93,0x01,0x00,0x00,0x92,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0x56,0x01,0x00,0x00,0x94,0x01,0x00,0x00,0x86,0x01,0x00,0x00, 0x81,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x94,0x01,0x00,0x00, 0x93,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x96,0x01,0x00,0x00,0x81,0x01,0x00,0x00,0x39,0x00,0x00,0x00, +0x96,0x01,0x00,0x00,0x81,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, 0x41,0x00,0x08,0x00,0x90,0x01,0x00,0x00,0x98,0x01,0x00,0x00, -0x8e,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x78,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x8e,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x78,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x99,0x01,0x00,0x00,0x98,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x9a,0x01,0x00,0x00, 0x99,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x56,0x01,0x00,0x00, @@ -42659,7 +42556,7 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x9d,0x01,0x00,0x00, 0x81,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x90,0x01,0x00,0x00,0x9f,0x01,0x00,0x00,0x8e,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x78,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x78,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xa0,0x01,0x00,0x00,0x9f,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0xa1,0x01,0x00,0x00,0xa0,0x01,0x00,0x00, @@ -42668,8 +42565,8 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0xa2,0x01,0x00,0x00,0xa1,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xa5,0x01,0x00,0x00,0x81,0x01,0x00,0x00, 0xa4,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x90,0x01,0x00,0x00, -0xa7,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x78,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, +0xa7,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x78,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xa8,0x01,0x00,0x00, 0xa7,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0xa9,0x01,0x00,0x00,0xa8,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -42678,8 +42575,8 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0xa9,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xad,0x01,0x00,0x00,0x81,0x01,0x00,0x00,0xac,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x90,0x01,0x00,0x00,0xaf,0x01,0x00,0x00, -0x8e,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x78,0x01,0x00,0x00, -0xd0,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x8e,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x78,0x01,0x00,0x00, +0xd0,0x00,0x00,0x00,0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xb0,0x01,0x00,0x00,0xaf,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0xb1,0x01,0x00,0x00, 0xb0,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x56,0x01,0x00,0x00, @@ -42688,8 +42585,8 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xb5,0x01,0x00,0x00, 0x81,0x01,0x00,0x00,0xb4,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x90,0x01,0x00,0x00,0xb7,0x01,0x00,0x00,0x8e,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x78,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x78,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xb8,0x01,0x00,0x00,0xb7,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0xb9,0x01,0x00,0x00,0xb8,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x56,0x01,0x00,0x00,0xba,0x01,0x00,0x00, @@ -42697,7 +42594,7 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0xba,0x01,0x00,0x00,0xb9,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xbd,0x01,0x00,0x00,0x81,0x01,0x00,0x00, 0xbc,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x90,0x01,0x00,0x00, -0xbf,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0xbf,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x78,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xc0,0x01,0x00,0x00, 0xbf,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, @@ -42707,7 +42604,7 @@ unsigned char matmul_q5_0_f32_aligned_data[] = { 0xc1,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xc5,0x01,0x00,0x00,0x81,0x01,0x00,0x00,0xc4,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x90,0x01,0x00,0x00,0xc7,0x01,0x00,0x00, -0x8e,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x78,0x01,0x00,0x00, +0x8e,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x78,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 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11668; unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x38,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x37,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00,0x0a,0x01,0x00,0x00, +0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, +0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x0a,0x01,0x00,0x00, 0x51,0x01,0x00,0x00,0x84,0x01,0x00,0x00,0x8b,0x01,0x00,0x00, -0x72,0x02,0x00,0x00,0xbb,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 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0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, @@ -43130,15 +43027,15 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x89,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x8b,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x8b,0x01,0x00,0x00,0x21,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x72,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x71,0x02,0x00,0x00, 0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xb8,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0xb9,0x02,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xb9,0x02,0x00,0x00, +0xb7,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0xb8,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xb8,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0xb9,0x02,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xbb,0x02,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbb,0x02,0x00,0x00, +0x47,0x00,0x03,0x00,0xb8,0x02,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xba,0x02,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xba,0x02,0x00,0x00, 0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00, 0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -43149,79 +43046,79 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x12,0x00,0x00,0x00, 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0x16,0x00,0x03,0x00,0xc4,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, @@ -43240,10 +43137,10 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x07,0x00,0x00,0x00,0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0x01,0x01,0x00,0x00, @@ -43262,16 +43159,16 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x20,0x00,0x04,0x00,0x0c,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x01,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x12,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x02,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x16,0x01,0x00,0x00,0x10,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0x16,0x01,0x00,0x00,0x10,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x28,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x31,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x17,0x00,0x04,0x00, 0x35,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x48,0x01,0x00,0x00, 0x00,0x00,0x80,0x41,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x4d,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x4e,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x4d,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x4e,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x4d,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x4f,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0x4e,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x50,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, @@ -43280,17 +43177,17 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x04,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x5d,0x01,0x00,0x00, -0x5c,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x5c,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5e,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x5d,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5f,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x5e,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x60,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x5f,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x5f,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7b,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x80,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0x80,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x82,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, @@ -43309,21 +43206,21 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x5d,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa5,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0xa4,0x01,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xa4,0x01,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa6,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0xa5,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0xa5,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xa9,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xaa,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xad,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc8,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xc9,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, 0xc8,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xca,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xc9,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xda,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf5,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xf6,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0xf5,0x01,0x00,0x00, @@ -43331,21 +43228,21 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0xf6,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x00,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 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0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, @@ -43356,177 +43253,177 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x22,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x22,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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-0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, -0x34,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x02,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x02,0x01,0x00,0x00, 0x1a,0x01,0x00,0x00,0x19,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x1b,0x01,0x00,0x00,0x1a,0x01,0x00,0x00, 0xc5,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x1c,0x01,0x00,0x00, @@ -43536,16 +43433,16 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x23,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0xa9,0x00,0x00,0x00, 0xc7,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00, 0x23,0x01,0x00,0x00,0xfa,0x00,0x00,0x00,0x7c,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x25,0x01,0x00,0x00,0x24,0x01,0x00,0x00, +0x15,0x00,0x00,0x00,0x25,0x01,0x00,0x00,0x24,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x29,0x01,0x00,0x00, 0xff,0x00,0x00,0x00,0x28,0x01,0x00,0x00,0xc2,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x2a,0x01,0x00,0x00,0x1c,0x01,0x00,0x00, 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0xc4,0x00,0x00,0x00,0x43,0x02,0x00,0x00,0x42,0x02,0x00,0x00, @@ -43801,220 +43698,220 @@ unsigned char matmul_q5_0_f32_aligned_fp32_data[] = { 0x01,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x43,0x02,0x00,0x00, 0x49,0x02,0x00,0x00,0x4c,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x4b,0x02,0x00,0x00,0x4d,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x50,0x02,0x00,0x00,0x0c,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0x50,0x02,0x00,0x00,0x0b,0x03,0x00,0x00, 0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x2c,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x2e,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x27,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x27,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x52,0x02,0x00,0x00, -0x0a,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x09,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x24,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x26,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x1f,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x1f,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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+0x06,0x00,0x00,0x00,0xd9,0x02,0x00,0x00,0xe7,0x02,0x00,0x00, +0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x97,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x99,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0x82,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x82,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xdb,0x02,0x00,0x00, +0xe5,0x02,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x7f,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x81,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0x7a,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x7a,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xdd,0x02,0x00,0x00,0xe4,0x02,0x00,0x00,0xd0,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x77,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x79,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q5_0_f32_aligned_fp32_len = 10920; unsigned char matmul_q5_0_f32_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x40,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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+0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x53,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00, +0x54,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x6c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xa6,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, @@ -44045,15 +43942,15 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0x8a,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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+0x47,0x00,0x04,0x00,0xba,0x02,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xba,0x02,0x00,0x00, 0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00, 0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -44064,77 +43961,77 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x12,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 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0x84,0x00,0x00,0x00,0xba,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x60,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x61,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbd,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -44144,7 +44041,7 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -44154,10 +44051,10 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xf9,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfd,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x00,0x01,0x00,0x00,0x10,0x00,0x00,0x00, @@ -44175,7 +44072,7 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0x09,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x0b,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x00,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x11,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x01,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x01,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x15,0x01,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x27,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x30,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, @@ -44183,9 +44080,9 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0xc3,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0x47,0x01,0x00,0x00,0x00,0x00,0x80,0x41, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x4c,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x4c,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x4c,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x4e,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x4d,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x4f,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x4e,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -44194,15 +44091,15 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0xc3,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x5b,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x5b,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5d,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x5c,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5e,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x5d,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5f,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x5e,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x5e,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7d,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7e,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0x7d,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x7f,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x7e,0x01,0x00,0x00, @@ -44210,7 +44107,7 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0x7f,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x80,0x01,0x00,0x00, 0x81,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x85,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x89,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x8a,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x8b,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x8a,0x01,0x00,0x00, @@ -44218,25 +44115,25 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x97,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x9f,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x5c,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa5,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0xa4,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xa4,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa6,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0xa5,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0xa5,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xa9,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xaa,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xad,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc8,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xc9,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0xc8,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xca,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xc9,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xda,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf5,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xf6,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0xf5,0x01,0x00,0x00, @@ -44244,21 +44141,21 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0xf6,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x00,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x08,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x37,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x6a,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x72,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0xb8,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0xb9,0x02,0x00,0x00,0xb8,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0xba,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0xb9,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xba,0x02,0x00,0x00, -0xbb,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xc0,0x02,0x00,0x00,0x05,0x00,0x00,0x00, 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0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x28,0x01,0x00,0x00, 0xfe,0x00,0x00,0x00,0x27,0x01,0x00,0x00,0xc2,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x29,0x01,0x00,0x00,0x1b,0x01,0x00,0x00, 0x28,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x2a,0x01,0x00,0x00,0x29,0x01,0x00,0x00,0xf9,0x00,0x00,0x00, -0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x2b,0x01,0x00,0x00, +0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x2b,0x01,0x00,0x00, 0x2a,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x30,0x01,0x00,0x00, -0x31,0x01,0x00,0x00,0x09,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xfa,0x00,0x00,0x00,0x85,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, +0x31,0x01,0x00,0x00,0x09,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xfa,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x03,0x01,0x00,0x00,0x32,0x01,0x00,0x00, 0x31,0x01,0x00,0x00,0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00,0xc7,0x00,0x05,0x00, @@ -44476,7 +44373,7 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0x45,0x01,0x00,0x00,0x44,0x01,0x00,0x00,0x50,0x00,0x05,0x00, 0x34,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x3e,0x01,0x00,0x00, 0x45,0x01,0x00,0x00,0x83,0x00,0x05,0x00,0x34,0x01,0x00,0x00, -0x49,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x3f,0x03,0x00,0x00, +0x49,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x3e,0x03,0x00,0x00, 0x8e,0x00,0x05,0x00,0x34,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, 0x49,0x01,0x00,0x00,0x0e,0x01,0x00,0x00,0x51,0x00,0x05,0x00, 0xc3,0x00,0x00,0x00,0x53,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, @@ -44490,31 +44387,31 @@ unsigned char matmul_q5_0_f32_fp32_data[] = { 0x5a,0x01,0x00,0x00,0x50,0x01,0x00,0x00,0x57,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x5a,0x01,0x00,0x00,0x59,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x61,0x01,0x00,0x00, -0xf4,0x02,0x00,0x00,0x5f,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0xf3,0x02,0x00,0x00,0x5f,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xdc,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xde,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x63,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 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+0xf9,0x00,0x02,0x00,0x7a,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x7a,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xdd,0x02,0x00,0x00,0xe4,0x02,0x00,0x00,0xcf,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x77,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x79,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q5_0_f32_fp32_len = 10956; unsigned char matmul_q5_1_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x17,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x16,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -44892,47 +44789,47 @@ unsigned char matmul_q5_1_f32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 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-0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa6,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -44964,15 +44861,15 @@ unsigned char matmul_q5_1_f32_data[] = { 0x87,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x89,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x89,0x01,0x00,0x00,0x21,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x74,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x73,0x02,0x00,0x00, 0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xba,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0xbb,0x02,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xbb,0x02,0x00,0x00, +0xb9,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0xba,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xba,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0xbb,0x02,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xbd,0x02,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbd,0x02,0x00,0x00, +0x47,0x00,0x03,0x00,0xba,0x02,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xbc,0x02,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbc,0x02,0x00,0x00, 0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00, 0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -44983,77 +44880,77 @@ unsigned char matmul_q5_1_f32_data[] = { 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0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -45063,7 +44960,7 @@ unsigned char matmul_q5_1_f32_data[] = { 0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -45073,10 +44970,10 @@ unsigned char matmul_q5_1_f32_data[] = { 0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xf9,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfd,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x00,0x01,0x00,0x00,0x10,0x00,0x00,0x00, @@ -45097,9 +44994,9 @@ unsigned char matmul_q5_1_f32_data[] = { 0x0c,0x00,0x00,0x00,0x01,0x01,0x00,0x00,0x17,0x00,0x04,0x00, 0x2f,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x47,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x48,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x47,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x47,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x49,0x01,0x00,0x00,0x00,0x01,0x00,0x00, 0x48,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x4a,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x49,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -45108,15 +45005,15 @@ unsigned char matmul_q5_1_f32_data[] = { 0x00,0x01,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x58,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x59,0x01,0x00,0x00,0x58,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5a,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x59,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5b,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x5a,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x5b,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x5b,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7a,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7b,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0x7a,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x7c,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x7b,0x01,0x00,0x00, @@ -45124,7 +45021,7 @@ unsigned char matmul_q5_1_f32_data[] = { 0x7c,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x7d,0x01,0x00,0x00, 0x7e,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x82,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x86,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x87,0x01,0x00,0x00,0x86,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x88,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x87,0x01,0x00,0x00, @@ -45132,26 +45029,26 @@ unsigned char matmul_q5_1_f32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x94,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x9d,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x00,0x01,0x00,0x00,0xa1,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x59,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0x39,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa5,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xa8,0x01,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xa9,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0xa9,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xac,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc7,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc8,0x01,0x00,0x00, +0xac,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc7,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc8,0x01,0x00,0x00, 0x00,0x01,0x00,0x00,0xc7,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xc9,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xc8,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd9,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xdf,0x01,0x00,0x00,0x07,0x00,0x00,0x00, 0x00,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xf5,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, @@ -45161,20 +45058,20 @@ unsigned char matmul_q5_1_f32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x00,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x08,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x37,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x6c,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x6b,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, 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+0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, +0x76,0x01,0x00,0x00,0x74,0x01,0x00,0x00,0x8e,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x71,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x71,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0xc1,0x00,0x00,0x00, 0x77,0x01,0x00,0x00,0x6f,0x01,0x00,0x00,0x61,0x01,0x00,0x00, @@ -45436,18 +45333,18 @@ unsigned char matmul_q5_1_f32_data[] = { 0x79,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x77,0x01,0x00,0x00,0x78,0x01,0x00,0x00,0x99,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x78,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00,0x7d,0x00,0x00,0x00, -0xf7,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00,0x7e,0x00,0x00,0x00, +0xf6,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x83,0x01,0x00,0x00,0x81,0x01,0x00,0x00,0x82,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x85,0x01,0x00,0x00, -0x83,0x01,0x00,0x00,0x78,0x00,0x00,0x00,0x84,0x00,0x05,0x00, 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+0xf8,0x00,0x02,0x00,0x9c,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0xdb,0x02,0x00,0x00,0xe9,0x02,0x00,0x00, +0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x99,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x9b,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0x84,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x84,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xdd,0x02,0x00,0x00, +0xe7,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x81,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x83,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0x7c,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x7c,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xdf,0x02,0x00,0x00,0xe6,0x02,0x00,0x00,0xcf,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x79,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x7b,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q5_1_f32_len = 10956; unsigned char matmul_q5_1_f32_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x3a,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x39,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -45810,47 +45707,47 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x08,0x01,0x00,0x00,0x4c,0x01,0x00,0x00, -0x81,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x97,0x02,0x00,0x00, -0xe0,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x08,0x01,0x00,0x00,0x4c,0x01,0x00,0x00, +0x81,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x96,0x02,0x00,0x00, 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-0x4c,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1b,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x4f,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x53,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1b,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x54,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa7,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -45885,15 +45782,15 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x87,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x89,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x89,0x01,0x00,0x00,0x21,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x97,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x96,0x02,0x00,0x00, 0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xdd,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0xde,0x02,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xde,0x02,0x00,0x00, +0xdc,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0xdd,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xdd,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0xde,0x02,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xe0,0x02,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xe0,0x02,0x00,0x00, +0x47,0x00,0x03,0x00,0xdd,0x02,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xdf,0x02,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xdf,0x02,0x00,0x00, 0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00, 0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -45904,79 +45801,79 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x12,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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+0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, @@ -45995,10 +45892,10 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x07,0x00,0x00,0x00,0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0x01,0x01,0x00,0x00, @@ -46019,9 +45916,9 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x2c,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x01,0x00,0x00, 0x17,0x00,0x04,0x00,0x30,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x48,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x49,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x48,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x49,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x48,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x4a,0x01,0x00,0x00, 0x01,0x01,0x00,0x00,0x49,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x4b,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x4a,0x01,0x00,0x00, @@ -46030,17 +45927,17 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x04,0x00,0x00,0x00,0x01,0x01,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x59,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x5a,0x01,0x00,0x00, -0x59,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x59,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5b,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x5a,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5c,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x5b,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5d,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x78,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7d,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7e,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0x7d,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x7f,0x01,0x00,0x00,0x01,0x01,0x00,0x00, @@ -46066,21 +45963,21 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0xc6,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x5a,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc7,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xc6,0x01,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xc7,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xcb,0x01,0x00,0x00,0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xcc,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xcf,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xea,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xeb,0x01,0x00,0x00,0x01,0x01,0x00,0x00,0xea,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0xec,0x01,0x00,0x00,0x07,0x00,0x00,0x00, 0xeb,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xfc,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x02,0x02,0x00,0x00, +0xfc,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x02,0x02,0x00,0x00, 0x07,0x00,0x00,0x00,0x01,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x18,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, @@ -46089,20 +45986,20 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x19,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x23,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x2b,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x5a,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x8f,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x97,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0xdd,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0xde,0x02,0x00,0x00,0xdd,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0xdf,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0xde,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xdf,0x02,0x00,0x00, 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+0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf1,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0xc9,0x00,0x00,0x00, @@ -46112,191 +46009,191 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x07,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00, 0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x16,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x17,0x00,0x00,0x00, -0x16,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00, -0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x00,0x00, -0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x41,0x00,0x05,0x00, 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-0x89,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x73,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x89,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x73,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x94,0x01,0x00,0x00,0x93,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x95,0x01,0x00,0x00, 0x94,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x51,0x01,0x00,0x00, @@ -46377,7 +46274,7 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x98,0x01,0x00,0x00, 0x7c,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x8b,0x01,0x00,0x00,0x9a,0x01,0x00,0x00,0x89,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x73,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x73,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x9b,0x01,0x00,0x00,0x9a,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0x9c,0x01,0x00,0x00,0x9b,0x01,0x00,0x00, @@ -46386,8 +46283,8 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x9d,0x01,0x00,0x00,0x9c,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x7c,0x01,0x00,0x00, 0x9f,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x8b,0x01,0x00,0x00, -0xa2,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x73,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, +0xa2,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x73,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, 0xa2,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, 0xa4,0x01,0x00,0x00,0xa3,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -46396,8 +46293,8 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0xa4,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xa8,0x01,0x00,0x00,0x7c,0x01,0x00,0x00,0xa7,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x8b,0x01,0x00,0x00,0xaa,0x01,0x00,0x00, -0x89,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x73,0x01,0x00,0x00, -0xd0,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x89,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x73,0x01,0x00,0x00, +0xd0,0x00,0x00,0x00,0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xab,0x01,0x00,0x00,0xaa,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0xac,0x01,0x00,0x00, 0xab,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x51,0x01,0x00,0x00, @@ -46406,8 +46303,8 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xb0,0x01,0x00,0x00, 0x7c,0x01,0x00,0x00,0xaf,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x8b,0x01,0x00,0x00,0xb2,0x01,0x00,0x00,0x89,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x73,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x73,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xb3,0x01,0x00,0x00,0xb2,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0xb4,0x01,0x00,0x00,0xb3,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x51,0x01,0x00,0x00,0xb5,0x01,0x00,0x00, @@ -46415,7 +46312,7 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0xb5,0x01,0x00,0x00,0xb4,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xb8,0x01,0x00,0x00,0x7c,0x01,0x00,0x00, 0xb7,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x8b,0x01,0x00,0x00, -0xba,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0xba,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x73,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xbb,0x01,0x00,0x00, 0xba,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, @@ -46425,7 +46322,7 @@ unsigned char matmul_q5_1_f32_aligned_data[] = { 0xbc,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xc0,0x01,0x00,0x00,0x7c,0x01,0x00,0x00,0xbf,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x8b,0x01,0x00,0x00,0xc2,0x01,0x00,0x00, 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+0xba,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x54,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xbb,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xbb,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x50,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xbc,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xbb,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0xbd,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xbd,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xba,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -46948,8 +46845,8 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[] = { 0xc0,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc2,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc4,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -46959,9 +46856,9 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[] = { 0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfe,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00, @@ -46983,9 +46880,9 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[] = { 0x02,0x01,0x00,0x00,0x17,0x00,0x04,0x00,0x30,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x48,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x49,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x48,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0x48,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x4a,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x49,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x4b,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x4a,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x4b,0x01,0x00,0x00, @@ -46993,18 +46890,18 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[] = { 0x50,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x57,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00, -0x58,0x01,0x00,0x00,0x57,0x01,0x00,0x00,0x39,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x58,0x01,0x00,0x00,0x57,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x59,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x58,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x5a,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x59,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x5b,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x5a,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x76,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x7b,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x76,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x7b,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x7c,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00, 0x7b,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x7d,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0x7c,0x01,0x00,0x00,0x20,0x00,0x04,0x00, @@ -47022,21 +46919,21 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x9f,0x01,0x00,0x00,0x77,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x9f,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa1,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xa5,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0xa5,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xa8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc3,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc4,0x01,0x00,0x00, +0xa8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc3,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc4,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0xc3,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xc5,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd5,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf0,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xf1,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, @@ -47045,20 +46942,20 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[] = { 0x06,0x00,0x00,0x00,0xfb,0x01,0x00,0x00,0x86,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x03,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 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0xc4,0x00,0x00,0x00,0x3e,0x02,0x00,0x00,0x3d,0x02,0x00,0x00, @@ -47509,220 +47406,220 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[] = { 0x01,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x3e,0x02,0x00,0x00, 0x44,0x02,0x00,0x00,0x47,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x46,0x02,0x00,0x00,0x48,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x4b,0x02,0x00,0x00,0x07,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0x4b,0x02,0x00,0x00,0x06,0x03,0x00,0x00, 0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x27,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x29,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x22,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x22,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4d,0x02,0x00,0x00, -0x05,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x04,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x1f,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x21,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x1a,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x1a,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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+0x06,0x00,0x00,0x00,0xd4,0x02,0x00,0x00,0xe2,0x02,0x00,0x00, +0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x92,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x94,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0x7d,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x7d,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xd6,0x02,0x00,0x00, +0xe0,0x02,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x7a,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x7c,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0x75,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x75,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xd8,0x02,0x00,0x00,0xdf,0x02,0x00,0x00,0xd0,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x72,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x74,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q5_1_f32_aligned_fp32_len = 10800; unsigned char matmul_q5_1_f32_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x10,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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+0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x53,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00, +0x54,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x6c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xa6,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, @@ -47754,15 +47651,15 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x47,0x00,0x04,0x00,0x87,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 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-0xb6,0x02,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0xb5,0x02,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x13,0x00,0x02,0x00,0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00, 0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, @@ -47773,77 +47670,77 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00, -0x10,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x12,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x20,0x00,0x04,0x00,0x11,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0xb7,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x32,0x00,0x04,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xb8,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x53,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x54,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xba,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x4f,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x50,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbc,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xba,0x00,0x00,0x00, 0xbb,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xbc,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb7,0x00,0x00,0x00, @@ -47852,7 +47749,7 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -47862,10 +47759,10 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x07,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xf9,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfd,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0x00,0x01,0x00,0x00, @@ -47886,9 +47783,9 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x2b,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x01,0x01,0x00,0x00, 0x17,0x00,0x04,0x00,0x2f,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x47,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x48,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x47,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x48,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x47,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x49,0x01,0x00,0x00, 0xc3,0x00,0x00,0x00,0x48,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x4a,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x49,0x01,0x00,0x00, @@ -47897,15 +47794,15 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x04,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x56,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x57,0x01,0x00,0x00, -0x56,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x56,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x58,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x57,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x59,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5a,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x59,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x59,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x78,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x79,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0x78,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x7a,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, @@ -47913,7 +47810,7 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x04,0x00,0x00,0x00,0x7a,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0x7b,0x01,0x00,0x00,0x7c,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x80,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0x84,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x00,0x03,0x00,0x85,0x01,0x00,0x00,0x84,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x86,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, @@ -47921,25 +47818,25 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x87,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x92,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x9a,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x57,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x9f,0x01,0x00,0x00,0x39,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x9f,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa1,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xa5,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0xa5,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xa8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc3,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc4,0x01,0x00,0x00, +0xa8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc3,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xc4,0x01,0x00,0x00, 0xc3,0x00,0x00,0x00,0xc3,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xc5,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd5,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf0,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xf1,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, @@ -47948,20 +47845,20 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x06,0x00,0x00,0x00,0xfb,0x01,0x00,0x00,0x86,0x00,0x00,0x00, 0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x03,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x32,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x65,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x6d,0x02,0x00,0x00, -0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0xb3,0x02,0x00,0x00, -0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0xb4,0x02,0x00,0x00, -0xb3,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0xb5,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0xb4,0x02,0x00,0x00,0x3b,0x00,0x04,0x00, -0xb5,0x02,0x00,0x00,0xb6,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xbb,0x02,0x00,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0x64,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x6c,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0xb2,0x02,0x00,0x00, +0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0xb3,0x02,0x00,0x00, +0xb2,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0xb4,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0xb3,0x02,0x00,0x00,0x3b,0x00,0x04,0x00, +0xb4,0x02,0x00,0x00,0xb5,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xba,0x02,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc8,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, +0xc7,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0xc8,0x00,0x00,0x00,0xc9,0x00,0x00,0x00,0x07,0x00,0x00,0x00, @@ -47971,190 +47868,190 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00, -0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x86,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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0xc3,0x00,0x00,0x00,0x3e,0x02,0x00,0x00,0x3d,0x02,0x00,0x00, @@ -48417,172 +48314,172 @@ unsigned char matmul_q5_1_f32_fp32_data[] = { 0x01,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x3e,0x02,0x00,0x00, 0x44,0x02,0x00,0x00,0x47,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x46,0x02,0x00,0x00,0x48,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x4b,0x02,0x00,0x00,0x07,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0x4b,0x02,0x00,0x00,0x06,0x03,0x00,0x00, 0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x27,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x29,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x22,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x22,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4d,0x02,0x00,0x00, -0x05,0x03,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x04,0x03,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x1f,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x21,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x1a,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x1a,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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+0xb2,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -48591,47 +48488,47 @@ unsigned char matmul_q5_k_f32_data[] = { 0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00, +0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, 0x2e,0x01,0x00,0x00,0x83,0x01,0x00,0x00,0xeb,0x01,0x00,0x00, -0xf6,0x01,0x00,0x00,0xe1,0x02,0x00,0x00,0x2a,0x03,0x00,0x00, +0xf6,0x01,0x00,0x00,0xe0,0x02,0x00,0x00,0x29,0x03,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 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-0x47,0x00,0x04,0x00,0x53,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x60,0x00,0x00,0x00, +0x50,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x09,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x54,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x61,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x62,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xa6,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00, @@ -48666,15 +48563,15 @@ unsigned char matmul_q5_k_f32_data[] = { 0x47,0x00,0x04,0x00,0xf6,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xf6,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xe1,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x27,0x03,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x28,0x03,0x00,0x00, +0xe0,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x26,0x03,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x27,0x03,0x00,0x00, 0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x28,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x28,0x03,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x2a,0x03,0x00,0x00, +0x27,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x27,0x03,0x00,0x00, +0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x29,0x03,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x2a,0x03,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 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0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb7,0x00,0x00,0x00, @@ -48764,7 +48661,7 @@ unsigned char matmul_q5_k_f32_data[] = { 0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -48774,10 +48671,10 @@ unsigned char matmul_q5_k_f32_data[] = { 0x07,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x80,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x01,0x01,0x00,0x00, 0x20,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -48804,31 +48701,31 @@ unsigned char matmul_q5_k_f32_data[] = { 0x25,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x3c,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x18,0x01,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x41,0x01,0x00,0x00, -0x3f,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x41,0x01,0x00,0x00, +0x3f,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x58,0x01,0x00,0x00,0x0f,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x80,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x81,0x01,0x00,0x00,0x24,0x01,0x00,0x00,0x80,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x82,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x81,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x82,0x01,0x00,0x00, 0x83,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x9a,0x01,0x00,0x00,0x10,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0x9a,0x01,0x00,0x00,0x10,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xa2,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x24,0x01,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xc5,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0xc6,0x01,0x00,0x00,0xc5,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc7,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0xc6,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc8,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xc7,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc9,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0xc8,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xc8,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe8,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0xe9,0x01,0x00,0x00,0x24,0x01,0x00,0x00,0xe8,0x01,0x00,0x00, @@ -48836,7 +48733,7 @@ unsigned char matmul_q5_k_f32_data[] = { 0xe9,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0xea,0x01,0x00,0x00, 0xeb,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xef,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0xf3,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0xf4,0x01,0x00,0x00,0xf3,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xf5,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xf4,0x01,0x00,0x00, @@ -48844,26 +48741,26 @@ unsigned char matmul_q5_k_f32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x01,0x02,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x0a,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x24,0x01,0x00,0x00,0x0e,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x10,0x02,0x00,0x00, 0x51,0x00,0x00,0x00,0xc6,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x11,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x10,0x02,0x00,0x00,0x39,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x10,0x02,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x12,0x02,0x00,0x00, -0x86,0x00,0x00,0x00,0x11,0x02,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x11,0x02,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x15,0x02,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x16,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0x16,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x19,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x34,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x35,0x02,0x00,0x00, +0x19,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x34,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x35,0x02,0x00,0x00, 0x24,0x01,0x00,0x00,0x34,0x02,0x00,0x00,0x20,0x00,0x04,0x00, 0x36,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x35,0x02,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x46,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x4c,0x02,0x00,0x00,0x07,0x00,0x00,0x00, 0x24,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x62,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, @@ -48873,20 +48770,20 @@ unsigned char matmul_q5_k_f32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x6d,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x75,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa4,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xd9,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xd8,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0xe1,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x27,0x03,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0x28,0x03,0x00,0x00,0x27,0x03,0x00,0x00,0x20,0x00,0x04,0x00, -0x29,0x03,0x00,0x00,0x0c,0x00,0x00,0x00,0x28,0x03,0x00,0x00, -0x3b,0x00,0x04,0x00,0x29,0x03,0x00,0x00,0x2a,0x03,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 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+49036,121 @@ unsigned char matmul_q5_k_f32_data[] = { 0x54,0x01,0x00,0x00,0xc2,0x00,0x05,0x00,0x18,0x01,0x00,0x00, 0x6b,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0xa8,0x00,0x00,0x00, 0x41,0x00,0x08,0x00,0x3c,0x01,0x00,0x00,0x6e,0x01,0x00,0x00, -0x2e,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, +0x2e,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x0c,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0x18,0x01,0x00,0x00,0x6f,0x01,0x00,0x00,0x6e,0x01,0x00,0x00, 0xc2,0x00,0x05,0x00,0x18,0x01,0x00,0x00,0x70,0x01,0x00,0x00, -0x6f,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0xc4,0x00,0x05,0x00, +0x6f,0x01,0x00,0x00,0x81,0x00,0x00,0x00,0xc4,0x00,0x05,0x00, 0x18,0x01,0x00,0x00,0x71,0x01,0x00,0x00,0x70,0x01,0x00,0x00, 0xa8,0x00,0x00,0x00,0xc5,0x00,0x05,0x00,0x18,0x01,0x00,0x00, 0x72,0x01,0x00,0x00,0x6b,0x01,0x00,0x00,0x71,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0x38,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x38,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0x18,0x01,0x00,0x00, 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0x24,0x01,0x00,0x00,0xb0,0x02,0x00,0x00,0xaf,0x02,0x00,0x00, @@ -49472,171 +49369,171 @@ unsigned char matmul_q5_k_f32_data[] = { 0x32,0x00,0x00,0x00,0xb1,0x02,0x00,0x00,0xb8,0x02,0x00,0x00, 0xbb,0x02,0x00,0x00,0x3e,0x00,0x03,0x00,0xba,0x02,0x00,0x00, 0xbc,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xbf,0x02,0x00,0x00,0x79,0x03,0x00,0x00,0xcf,0x00,0x00,0x00, +0xbf,0x02,0x00,0x00,0x78,0x03,0x00,0x00,0xcf,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x99,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x9b,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x94,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x94,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xc1,0x02,0x00,0x00,0x77,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0xc1,0x02,0x00,0x00,0x76,0x03,0x00,0x00, 0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x91,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x93,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x8c,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x8c,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xc3,0x02,0x00,0x00, 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+0xf8,0x00,0x02,0x00,0xf1,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0x4a,0x03,0x00,0x00,0x52,0x03,0x00,0x00, +0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xee,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0xf0,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0xe9,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xe9,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4c,0x03,0x00,0x00, +0x51,0x03,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xe6,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xe8,0x02,0x00,0x00, 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q5_k_f32_len = 12596; unsigned char matmul_q5_k_f32_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xcd,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xcc,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -49645,47 +49542,47 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00, +0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, 0x2f,0x01,0x00,0x00,0x84,0x01,0x00,0x00,0xee,0x01,0x00,0x00, -0xf6,0x01,0x00,0x00,0x03,0x03,0x00,0x00,0x4c,0x03,0x00,0x00, +0xf6,0x01,0x00,0x00,0x02,0x03,0x00,0x00,0x4b,0x03,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x10,0x00,0x00,0x00, +0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x12,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x10,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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-0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xeb,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0xea,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0xec,0x01,0x00,0x00,0x25,0x01,0x00,0x00, @@ -49912,21 +49809,21 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x32,0x02,0x00,0x00, 0x51,0x00,0x00,0x00,0xc7,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x33,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x32,0x02,0x00,0x00,0x77,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x32,0x02,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x34,0x02,0x00,0x00, -0x86,0x00,0x00,0x00,0x33,0x02,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x33,0x02,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x02,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 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0x26,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x22,0x01,0x00,0x00,0x34,0x01,0x00,0x00, 0x33,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00, @@ -50148,25 +50045,25 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0xfa,0x00,0x04,0x00,0x37,0x01,0x00,0x00,0x38,0x01,0x00,0x00, 0x51,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x38,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x3d,0x01,0x00,0x00,0x3e,0x01,0x00,0x00, -0x2f,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, +0x2f,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, 0xd0,0x00,0x00,0x00,0x0d,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0x19,0x01,0x00,0x00,0x3f,0x01,0x00,0x00,0x3e,0x01,0x00,0x00, 0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x40,0x01,0x00,0x00, -0x3f,0x01,0x00,0x00,0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x3f,0x01,0x00,0x00,0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x41,0x01,0x00,0x00,0x40,0x01,0x00,0x00,0xc7,0x00,0x05,0x00, -0x13,0x00,0x00,0x00,0x43,0x01,0x00,0x00,0x41,0x01,0x00,0x00, +0x15,0x00,0x00,0x00,0x43,0x01,0x00,0x00,0x41,0x01,0x00,0x00, 0x42,0x01,0x00,0x00,0x72,0x00,0x04,0x00,0x1f,0x01,0x00,0x00, 0x44,0x01,0x00,0x00,0x43,0x01,0x00,0x00,0x7c,0x00,0x04,0x00, 0x19,0x01,0x00,0x00,0x45,0x01,0x00,0x00,0x44,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x49,0x01,0x00,0x00, 0x0d,0x01,0x00,0x00,0x36,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x3d,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x2f,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x49,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x19,0x01,0x00,0x00, 0x4b,0x01,0x00,0x00,0x4a,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4c,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, -0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, -0x4c,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x13,0x00,0x00,0x00, +0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, +0x4c,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 0x4e,0x01,0x00,0x00,0x4d,0x01,0x00,0x00,0x42,0x01,0x00,0x00, 0x72,0x00,0x04,0x00,0x1f,0x01,0x00,0x00,0x4f,0x01,0x00,0x00, 0x4e,0x01,0x00,0x00,0x7c,0x00,0x04,0x00,0x19,0x01,0x00,0x00, @@ -50175,26 +50072,26 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x54,0x01,0x00,0x00, 0x0d,0x01,0x00,0x00,0x36,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x3d,0x01,0x00,0x00,0x55,0x01,0x00,0x00,0x2f,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x54,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x19,0x01,0x00,0x00, 0x56,0x01,0x00,0x00,0x55,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x57,0x01,0x00,0x00,0x56,0x01,0x00,0x00, -0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x58,0x01,0x00,0x00, -0x57,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x13,0x00,0x00,0x00, +0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x58,0x01,0x00,0x00, +0x57,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 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0x02,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x05,0x02,0x00,0x00,0xe9,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x41,0x00,0x08,0x00,0xf8,0x01,0x00,0x00,0x07,0x02,0x00,0x00, -0xf6,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xe0,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0xf6,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xe0,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x08,0x02,0x00,0x00,0x07,0x02,0x00,0x00, 0x73,0x00,0x04,0x00,0x25,0x01,0x00,0x00,0x09,0x02,0x00,0x00, 0x08,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0xa3,0x01,0x00,0x00, @@ -50356,7 +50253,7 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x0d,0x02,0x00,0x00, 0xe9,0x01,0x00,0x00,0x0c,0x02,0x00,0x00,0x41,0x00,0x08,0x00, 0xf8,0x01,0x00,0x00,0x0f,0x02,0x00,0x00,0xf6,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xe0,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xe0,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x0c,0x02,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x10,0x02,0x00,0x00,0x0f,0x02,0x00,0x00,0x73,0x00,0x04,0x00, 0x25,0x01,0x00,0x00,0x11,0x02,0x00,0x00,0x10,0x02,0x00,0x00, @@ -50365,8 +50262,8 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x12,0x02,0x00,0x00,0x11,0x02,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x14,0x02,0x00,0x00,0xe9,0x01,0x00,0x00, 0x36,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0xf8,0x01,0x00,0x00, -0x16,0x02,0x00,0x00,0xf6,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xe0,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x16,0x02,0x00,0x00,0xf6,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xe0,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x3f,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x17,0x02,0x00,0x00, 0x16,0x02,0x00,0x00,0x73,0x00,0x04,0x00,0x25,0x01,0x00,0x00, 0x18,0x02,0x00,0x00,0x17,0x02,0x00,0x00,0x41,0x00,0x05,0x00, @@ -50375,8 +50272,8 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x18,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x1c,0x02,0x00,0x00,0xe9,0x01,0x00,0x00,0x1b,0x02,0x00,0x00, 0x41,0x00,0x08,0x00,0xf8,0x01,0x00,0x00,0x1e,0x02,0x00,0x00, -0xf6,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xe0,0x01,0x00,0x00, -0xd0,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0xf6,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xe0,0x01,0x00,0x00, +0xd0,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x1f,0x02,0x00,0x00,0x1e,0x02,0x00,0x00, 0x73,0x00,0x04,0x00,0x25,0x01,0x00,0x00,0x20,0x02,0x00,0x00, 0x1f,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0xa3,0x01,0x00,0x00, @@ -50385,7 +50282,7 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x24,0x02,0x00,0x00, 0xe9,0x01,0x00,0x00,0x23,0x02,0x00,0x00,0x41,0x00,0x08,0x00, 0xf8,0x01,0x00,0x00,0x26,0x02,0x00,0x00,0xf6,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xe0,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xe0,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x27,0x02,0x00,0x00,0x26,0x02,0x00,0x00,0x73,0x00,0x04,0x00, 0x25,0x01,0x00,0x00,0x28,0x02,0x00,0x00,0x27,0x02,0x00,0x00, @@ -50394,7 +50291,7 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x29,0x02,0x00,0x00,0x28,0x02,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x2c,0x02,0x00,0x00,0xe9,0x01,0x00,0x00, 0x2b,0x02,0x00,0x00,0x41,0x00,0x08,0x00,0xf8,0x01,0x00,0x00, -0x2e,0x02,0x00,0x00,0xf6,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x2e,0x02,0x00,0x00,0xf6,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0xe0,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x0c,0x02,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x2f,0x02,0x00,0x00, 0x2e,0x02,0x00,0x00,0x73,0x00,0x04,0x00,0x25,0x01,0x00,0x00, @@ -50402,162 +50299,162 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0xa3,0x01,0x00,0x00,0x31,0x02,0x00,0x00,0xee,0x01,0x00,0x00, 0x2c,0x02,0x00,0x00,0x3e,0x00,0x03,0x00,0x31,0x02,0x00,0x00, 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0x25,0x01,0x00,0x00,0xd2,0x02,0x00,0x00,0xd1,0x02,0x00,0x00, @@ -50574,171 +50471,171 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x32,0x00,0x00,0x00,0xd3,0x02,0x00,0x00,0xda,0x02,0x00,0x00, 0xdd,0x02,0x00,0x00,0x3e,0x00,0x03,0x00,0xdc,0x02,0x00,0x00, 0xde,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xe1,0x02,0x00,0x00,0x9b,0x03,0x00,0x00,0xd0,0x00,0x00,0x00, +0xe1,0x02,0x00,0x00,0x9a,0x03,0x00,0x00,0xd0,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0xbb,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0xbd,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0xb6,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0xb6,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xe3,0x02,0x00,0x00,0x99,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0xe3,0x02,0x00,0x00,0x98,0x03,0x00,0x00, 0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xb3,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0xb5,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0xae,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xae,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe5,0x02,0x00,0x00, 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0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -50746,47 +50643,47 @@ unsigned char matmul_q5_k_f32_aligned_fp32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x2f,0x01,0x00,0x00,0x83,0x01,0x00,0x00, -0xeb,0x01,0x00,0x00,0xf2,0x01,0x00,0x00,0xd9,0x02,0x00,0x00, -0x22,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x2f,0x01,0x00,0x00,0x83,0x01,0x00,0x00, +0xeb,0x01,0x00,0x00,0xf2,0x01,0x00,0x00,0xd8,0x02,0x00,0x00, +0x21,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 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0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x07,0x01,0x00,0x00, @@ -50959,33 +50856,33 @@ unsigned char matmul_q5_k_f32_aligned_fp32_data[] = { 0x2f,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x31,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x26,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x3c,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x19,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x19,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x41,0x01,0x00,0x00,0x3f,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x80,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, 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0x1c,0x00,0x04,0x00,0x30,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, 0x2f,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0x31,0x02,0x00,0x00, 0x07,0x00,0x00,0x00,0x30,0x02,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x41,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5c,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0x5d,0x02,0x00,0x00,0xc4,0x00,0x00,0x00,0x5c,0x02,0x00,0x00, @@ -51026,20 +50923,20 @@ unsigned char matmul_q5_k_f32_aligned_fp32_data[] = { 0x5d,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x67,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x6f,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x9e,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, 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0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -51786,47 +51683,47 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x2e,0x01,0x00,0x00,0x83,0x01,0x00,0x00, -0xe9,0x01,0x00,0x00,0xf4,0x01,0x00,0x00,0xda,0x02,0x00,0x00, -0x23,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x2e,0x01,0x00,0x00,0x83,0x01,0x00,0x00, +0xe9,0x01,0x00,0x00,0xf4,0x01,0x00,0x00,0xd9,0x02,0x00,0x00, +0x22,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 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+0x4d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1b,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x50,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x09,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x54,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x60,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x62,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa6,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -51861,15 +51758,15 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xf4,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xf4,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xda,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x20,0x03,0x00,0x00, +0x47,0x00,0x04,0x00,0xd9,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x1f,0x03,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x21,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x21,0x03,0x00,0x00,0x00,0x00,0x00,0x00, +0x20,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x20,0x03,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0x21,0x03,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x23,0x03,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x23,0x03,0x00,0x00,0x21,0x00,0x00,0x00, +0x20,0x03,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x22,0x03,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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0xba,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0xbc,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xbc,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -51959,8 +51856,8 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0xbf,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -51970,9 +51867,9 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x01,0x01,0x00,0x00,0x20,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -51999,31 +51896,31 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x25,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x3c,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, -0x18,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x18,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x41,0x01,0x00,0x00,0x3f,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x0f,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x80,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x7f,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x81,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x80,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x82,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x81,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0x82,0x01,0x00,0x00,0x83,0x01,0x00,0x00,0x04,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9a,0x01,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x9a,0x01,0x00,0x00, 0x10,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xa1,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xc3,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0xc4,0x01,0x00,0x00, -0xc3,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0xc3,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0xc4,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xc5,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc7,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xc6,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xc6,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xe5,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xe6,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0xe5,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0xe7,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, @@ -52031,7 +51928,7 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x04,0x00,0x00,0x00,0xe7,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, 0xe8,0x01,0x00,0x00,0xe9,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xed,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x1d,0x00,0x03,0x00,0xf1,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x1e,0x00,0x03,0x00,0xf2,0x01,0x00,0x00,0xf1,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0xf3,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, @@ -52039,25 +51936,25 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0xf4,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xff,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x07,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x0c,0x02,0x00,0x00, 0x51,0x00,0x00,0x00,0xc4,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x0d,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x0c,0x02,0x00,0x00,0x39,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x0c,0x02,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x0e,0x02,0x00,0x00, -0x86,0x00,0x00,0x00,0x0d,0x02,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x0d,0x02,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x11,0x02,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x12,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0x12,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x15,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x30,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x31,0x02,0x00,0x00, +0x15,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x30,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x31,0x02,0x00,0x00, 0xc3,0x00,0x00,0x00,0x30,0x02,0x00,0x00,0x20,0x00,0x04,0x00, 0x32,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x31,0x02,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x42,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x5d,0x02,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0x5e,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, @@ -52066,20 +51963,20 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x06,0x00,0x00,0x00,0x68,0x02,0x00,0x00,0x86,0x00,0x00,0x00, 0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x70,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x9f,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xd2,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0xda,0x02,0x00,0x00, -0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x20,0x03,0x00,0x00, -0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x21,0x03,0x00,0x00, -0x20,0x03,0x00,0x00,0x20,0x00,0x04,0x00,0x22,0x03,0x00,0x00, -0x0c,0x00,0x00,0x00,0x21,0x03,0x00,0x00,0x3b,0x00,0x04,0x00, -0x22,0x03,0x00,0x00,0x23,0x03,0x00,0x00,0x0c,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x28,0x03,0x00,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0xd1,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0xd9,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x1f,0x03,0x00,0x00, +0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x20,0x03,0x00,0x00, +0x1f,0x03,0x00,0x00,0x20,0x00,0x04,0x00,0x21,0x03,0x00,0x00, +0x0c,0x00,0x00,0x00,0x20,0x03,0x00,0x00,0x3b,0x00,0x04,0x00, +0x21,0x03,0x00,0x00,0x22,0x03,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x27,0x03,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x35,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, +0x34,0x03,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 0xc8,0x00,0x00,0x00,0xc9,0x00,0x00,0x00,0x07,0x00,0x00,0x00, @@ -52089,158 +51986,158 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00, -0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00,0x86,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x1e,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x22,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x22,0x00,0x00,0x00, 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0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xf7,0x00,0x00,0x00, 0xf4,0x00,0x00,0x00,0xf6,0x00,0x00,0x00,0x86,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xee,0x00,0x00,0x00, @@ -52263,13 +52160,13 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x13,0x01,0x00,0x00,0x0f,0x01,0x00,0x00,0x12,0x01,0x00,0x00, 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x1c,0x01,0x00,0x00, 0xfe,0x00,0x00,0x00,0x06,0x01,0x00,0x00,0xc4,0x00,0x05,0x00, -0x13,0x00,0x00,0x00,0x1d,0x01,0x00,0x00,0xcf,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0x1d,0x01,0x00,0x00,0xcf,0x00,0x00,0x00, 0x1c,0x01,0x00,0x00,0x72,0x00,0x04,0x00,0x1e,0x01,0x00,0x00, 0x1f,0x01,0x00,0x00,0x1d,0x01,0x00,0x00,0x7c,0x00,0x04,0x00, 0x18,0x01,0x00,0x00,0x20,0x01,0x00,0x00,0x1f,0x01,0x00,0x00, 0x41,0x00,0x07,0x00,0x30,0x01,0x00,0x00,0x31,0x01,0x00,0x00, -0x2e,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, -0x34,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x25,0x01,0x00,0x00, +0x2e,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x25,0x01,0x00,0x00, 0x32,0x01,0x00,0x00,0x31,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x21,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x32,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0x36,0x01,0x00,0x00, @@ -52278,25 +52175,25 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0x36,0x01,0x00,0x00,0x37,0x01,0x00,0x00,0x50,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x37,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x3c,0x01,0x00,0x00,0x3d,0x01,0x00,0x00,0x2e,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x0c,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x18,0x01,0x00,0x00, 0x3e,0x01,0x00,0x00,0x3d,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x3f,0x01,0x00,0x00,0x3e,0x01,0x00,0x00, -0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x40,0x01,0x00,0x00, -0x3f,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x13,0x00,0x00,0x00, +0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x40,0x01,0x00,0x00, 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+0xc7,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, 0x4c,0x01,0x00,0x00,0x41,0x01,0x00,0x00,0x72,0x00,0x04,0x00, 0x1e,0x01,0x00,0x00,0x4e,0x01,0x00,0x00,0x4d,0x01,0x00,0x00, 0x7c,0x00,0x04,0x00,0x18,0x01,0x00,0x00,0x4f,0x01,0x00,0x00, @@ -52304,26 +52201,26 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0xf8,0x00,0x02,0x00,0x50,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x53,0x01,0x00,0x00,0x0c,0x01,0x00,0x00, 0x35,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x3c,0x01,0x00,0x00, -0x54,0x01,0x00,0x00,0x2e,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x54,0x01,0x00,0x00,0x2e,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x53,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0x18,0x01,0x00,0x00,0x55,0x01,0x00,0x00, 0x54,0x01,0x00,0x00,0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x56,0x01,0x00,0x00,0x55,0x01,0x00,0x00,0x7c,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x57,0x01,0x00,0x00,0x56,0x01,0x00,0x00, -0xc7,0x00,0x05,0x00,0x13,0x00,0x00,0x00,0x59,0x01,0x00,0x00, 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-0x61,0x01,0x00,0x00,0xc5,0x00,0x05,0x00,0x13,0x00,0x00,0x00, +0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x62,0x01,0x00,0x00, +0x61,0x01,0x00,0x00,0xc5,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 0x63,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x62,0x01,0x00,0x00, 0x72,0x00,0x04,0x00,0x1e,0x01,0x00,0x00,0x64,0x01,0x00,0x00, 0x63,0x01,0x00,0x00,0x7c,0x00,0x04,0x00,0x18,0x01,0x00,0x00, @@ -52332,118 +52229,118 @@ unsigned char matmul_q5_k_f32_fp32_data[] = { 0xc2,0x00,0x05,0x00,0x18,0x01,0x00,0x00,0x6b,0x01,0x00,0x00, 0x6a,0x01,0x00,0x00,0xa8,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x3c,0x01,0x00,0x00,0x6e,0x01,0x00,0x00,0x2e,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x0c,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x18,0x01,0x00,0x00, 0x6f,0x01,0x00,0x00,0x6e,0x01,0x00,0x00,0xc2,0x00,0x05,0x00, 0x18,0x01,0x00,0x00,0x70,0x01,0x00,0x00,0x6f,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0xc4,0x00,0x05,0x00,0x18,0x01,0x00,0x00, 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0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q5_k_f32_fp32_len = 12476; unsigned char matmul_q6_k_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x44,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x43,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -52831,47 +52728,47 @@ unsigned char matmul_q6_k_f32_data[] = { 0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00,0x4c,0x00,0x00,0x00, +0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, 0x33,0x01,0x00,0x00,0x44,0x01,0x00,0x00,0xaf,0x01,0x00,0x00, -0xba,0x01,0x00,0x00,0xa5,0x02,0x00,0x00,0xee,0x02,0x00,0x00, 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0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00, @@ -52906,15 +52803,15 @@ unsigned char matmul_q6_k_f32_data[] = { 0x47,0x00,0x04,0x00,0xba,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xba,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xa5,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xeb,0x02,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0xec,0x02,0x00,0x00, +0xa4,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xea,0x02,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0xeb,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0xec,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0xec,0x02,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xee,0x02,0x00,0x00, +0xeb,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, 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+52911,10 @@ unsigned char matmul_q6_k_f32_data[] = { 0x07,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x80,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x01,0x01,0x00,0x00, 0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -53042,9 +52939,9 @@ unsigned char matmul_q6_k_f32_data[] = { 0x35,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x2e,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x3b,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 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+0x15,0x00,0x00,0x00,0x60,0x01,0x00,0x00,0x5f,0x01,0x00,0x00, +0x82,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x62,0x01,0x00,0x00, 0x60,0x01,0x00,0x00,0x61,0x01,0x00,0x00,0x6f,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0x63,0x01,0x00,0x00,0x62,0x01,0x00,0x00, 0x85,0x00,0x05,0x00,0xc3,0x00,0x00,0x00,0x64,0x01,0x00,0x00, @@ -53370,37 +53267,37 @@ unsigned char matmul_q6_k_f32_data[] = { 0x44,0x01,0x00,0x00,0xf7,0x00,0x00,0x00,0x3e,0x00,0x03,0x00, 0x67,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x69,0x01,0x00,0x00,0xf7,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x6d,0x01,0x00,0x00,0x20,0x01,0x00,0x00,0x39,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x6d,0x01,0x00,0x00,0x20,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, 0x41,0x00,0x08,0x00,0x49,0x01,0x00,0x00,0x6e,0x01,0x00,0x00, -0x33,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, -0x34,0x00,0x00,0x00,0x6d,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 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0x81,0x01,0x00,0x00,0x75,0x01,0x00,0x00,0x80,0x01,0x00,0x00, 0x72,0x00,0x04,0x00,0x2c,0x01,0x00,0x00,0x82,0x01,0x00,0x00, -0x81,0x01,0x00,0x00,0x72,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x81,0x01,0x00,0x00,0x72,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x83,0x01,0x00,0x00,0x82,0x01,0x00,0x00,0x82,0x00,0x05,0x00, -0x13,0x00,0x00,0x00,0x84,0x01,0x00,0x00,0x83,0x01,0x00,0x00, +0x15,0x00,0x00,0x00,0x84,0x01,0x00,0x00,0x83,0x01,0x00,0x00, 0x61,0x01,0x00,0x00,0x6f,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0x85,0x01,0x00,0x00,0x84,0x01,0x00,0x00,0x85,0x00,0x05,0x00, 0xc3,0x00,0x00,0x00,0x86,0x01,0x00,0x00,0x3f,0x01,0x00,0x00, @@ -53409,22 +53306,22 @@ unsigned char matmul_q6_k_f32_data[] = { 0x66,0x01,0x00,0x00,0x88,0x01,0x00,0x00,0x44,0x01,0x00,0x00, 0x69,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x88,0x01,0x00,0x00, 0x87,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x8f,0x01,0x00,0x00,0x23,0x03,0x00,0x00,0x8d,0x01,0x00,0x00, +0x8f,0x01,0x00,0x00,0x22,0x03,0x00,0x00,0x8d,0x01,0x00,0x00, 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-0x24,0x03,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x9e,0x01,0x00,0x00,0x12,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x23,0x03,0x00,0x00,0x41,0x00,0x05,0x00,0x17,0x00,0x00,0x00, +0x9e,0x01,0x00,0x00,0x14,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, 0x9e,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, 0xa0,0x01,0x00,0x00,0x9d,0x01,0x00,0x00,0x9f,0x01,0x00,0x00, @@ -53432,9 +53329,9 @@ unsigned char matmul_q6_k_f32_data[] = { 0xfa,0x00,0x04,0x00,0xa0,0x01,0x00,0x00,0xa1,0x01,0x00,0x00, 0xa2,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xa1,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xa5,0x01,0x00,0x00, -0x13,0x03,0x00,0x00,0x78,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, +0x12,0x03,0x00,0x00,0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, 0xc1,0x00,0x00,0x00,0xa7,0x01,0x00,0x00,0xa5,0x01,0x00,0x00, -0x8d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xa2,0x01,0x00,0x00, +0x8e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xa2,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0xa2,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, 0xc1,0x00,0x00,0x00,0xa8,0x01,0x00,0x00,0xa0,0x01,0x00,0x00, 0x92,0x01,0x00,0x00,0xa7,0x01,0x00,0x00,0xa1,0x01,0x00,0x00, @@ -53442,17 +53339,17 @@ unsigned char matmul_q6_k_f32_data[] = { 0xfa,0x00,0x04,0x00,0xa8,0x01,0x00,0x00,0xa9,0x01,0x00,0x00, 0xca,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xa9,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xb2,0x01,0x00,0x00, -0x7d,0x00,0x00,0x00,0x24,0x03,0x00,0x00,0x84,0x00,0x05,0x00, +0x7e,0x00,0x00,0x00,0x23,0x03,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xb4,0x01,0x00,0x00,0xb2,0x01,0x00,0x00, 0xb3,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xb6,0x01,0x00,0x00,0xb4,0x01,0x00,0x00,0x78,0x00,0x00,0x00, +0xb6,0x01,0x00,0x00,0xb4,0x01,0x00,0x00,0x79,0x00,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xc1,0x01,0x00,0x00, 0xb2,0x01,0x00,0x00,0xaa,0x00,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xc2,0x01,0x00,0x00,0x2b,0x03,0x00,0x00, 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+0xb4,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0xad,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0xad,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0x10,0x03,0x00,0x00,0x13,0x03,0x00,0x00, +0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xaa,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0xac,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; const uint64_t matmul_q6_k_f32_len = 11764; unsigned char matmul_q6_k_f32_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x65,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x64,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -53816,47 +53713,47 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 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-0x47,0x00,0x04,0x00,0x6c,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xa7,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00, @@ -53894,15 +53791,15 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x47,0x00,0x04,0x00,0xb9,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb9,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xc6,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x0c,0x03,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x0d,0x03,0x00,0x00, +0xc5,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x0b,0x03,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x0c,0x03,0x00,0x00, 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0xc0,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc2,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc4,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, @@ -54004,9 +53901,9 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x02,0x01,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -54030,9 +53927,9 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x35,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x2e,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x3b,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x2c,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x40,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x41,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x40,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x41,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x40,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x42,0x01,0x00,0x00, 0x2e,0x01,0x00,0x00,0x41,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x43,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x42,0x01,0x00,0x00, @@ -54040,24 +53937,24 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x04,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x49,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x29,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x4d,0x01,0x00,0x00,0x04,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x52,0x01,0x00,0x00, -0x0f,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x52,0x01,0x00,0x00, +0x0f,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0x61,0x01,0x00,0x00,0x20,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x66,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x2e,0x01,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x89,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00, -0x8a,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x39,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x8a,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x8b,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x8a,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x8c,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x8b,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x8d,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x8c,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xa8,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xad,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xa8,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xad,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xae,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00, 0xad,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0xaf,0x01,0x00,0x00, 0x2e,0x01,0x00,0x00,0xae,0x01,0x00,0x00,0x20,0x00,0x04,0x00, @@ -54081,21 +53978,21 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0xf5,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x8a,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xf6,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xf5,0x01,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xf7,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xf6,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfa,0x01,0x00,0x00,0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xfb,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xfe,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x19,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0x1a,0x02,0x00,0x00,0x2e,0x01,0x00,0x00,0x19,0x02,0x00,0x00, 0x20,0x00,0x04,0x00,0x1b,0x02,0x00,0x00,0x07,0x00,0x00,0x00, 0x1a,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x2b,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x31,0x02,0x00,0x00, +0x2b,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x31,0x02,0x00,0x00, 0x07,0x00,0x00,0x00,0x2e,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x47,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, @@ -54104,20 +54001,20 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x48,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x52,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x5a,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x89,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xbe,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0xc6,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x0c,0x03,0x00,0x00,0xc4,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x0d,0x03,0x00,0x00,0x0c,0x03,0x00,0x00, -0x20,0x00,0x04,0x00,0x0e,0x03,0x00,0x00,0x0c,0x00,0x00,0x00, -0x0d,0x03,0x00,0x00,0x3b,0x00,0x04,0x00,0x0e,0x03,0x00,0x00, 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+0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x20,0x03,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0xc9,0x00,0x00,0x00, @@ -54127,159 +54024,159 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x07,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00, 0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x16,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x17,0x00,0x00,0x00, -0x16,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00, -0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x00,0x00, -0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x41,0x00,0x05,0x00, 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-0x6e,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0x6f,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xf8,0x00,0x00,0x00,0xf5,0x00,0x00,0x00, 0xf7,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xfc,0x00,0x00,0x00,0xef,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, @@ -54292,12 +54189,12 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x06,0x01,0x00,0x00,0x07,0x01,0x00,0x00,0x89,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x0c,0x01,0x00,0x00,0xff,0x00,0x00,0x00, 0x0b,0x01,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x0d,0x01,0x00,0x00,0x0c,0x01,0x00,0x00,0x77,0x00,0x00,0x00, +0x0d,0x01,0x00,0x00,0x0c,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x11,0x01,0x00,0x00, 0x06,0x01,0x00,0x00,0x0b,0x01,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x12,0x01,0x00,0x00,0x11,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x15,0x01,0x00,0x00,0x77,0x00,0x00,0x00,0x03,0x01,0x00,0x00, +0x15,0x01,0x00,0x00,0x78,0x00,0x00,0x00,0x03,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x17,0x01,0x00,0x00, 0x15,0x01,0x00,0x00,0x12,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x19,0x01,0x00,0x00,0x17,0x01,0x00,0x00, @@ -54314,46 +54211,46 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x0c,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x27,0x01,0x00,0x00,0x23,0x01,0x00,0x00,0x26,0x01,0x00,0x00, 0x41,0x00,0x07,0x00,0x35,0x01,0x00,0x00,0x36,0x01,0x00,0x00, -0x33,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, -0x97,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x2e,0x01,0x00,0x00, +0x33,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, +0x98,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x2e,0x01,0x00,0x00, 0x37,0x01,0x00,0x00,0x36,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x38,0x01,0x00,0x00,0x37,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x3b,0x01,0x00,0x00,0x3c,0x01,0x00,0x00, -0x33,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, 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-0x82,0x01,0x00,0x00,0x82,0x00,0x05,0x00,0x13,0x00,0x00,0x00, +0x72,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x83,0x01,0x00,0x00, +0x82,0x01,0x00,0x00,0x82,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 0x84,0x01,0x00,0x00,0x83,0x01,0x00,0x00,0x61,0x01,0x00,0x00, 0x6f,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x85,0x01,0x00,0x00, 0x84,0x01,0x00,0x00,0x85,0x00,0x05,0x00,0xc4,0x00,0x00,0x00, @@ -54402,43 +54299,43 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x88,0x01,0x00,0x00,0x44,0x01,0x00,0x00,0x69,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x88,0x01,0x00,0x00,0x87,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x8f,0x01,0x00,0x00, -0x44,0x03,0x00,0x00,0x8d,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0x43,0x03,0x00,0x00,0x8d,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xdd,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xdf,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x91,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x91,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, -0x45,0x03,0x00,0x00,0x3e,0x00,0x00,0x00,0xdf,0x00,0x00,0x00, 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0x41,0x00,0x05,0x00,0x66,0x01,0x00,0x00,0xc6,0x01,0x00,0x00, @@ -54446,8 +54343,8 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0xc6,0x01,0x00,0x00,0xc5,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xc8,0x01,0x00,0x00,0xac,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0xbb,0x01,0x00,0x00, -0xca,0x01,0x00,0x00,0xb9,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xa3,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0xca,0x01,0x00,0x00,0xb9,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xa3,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xcb,0x01,0x00,0x00, 0xca,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x2e,0x01,0x00,0x00, 0xcc,0x01,0x00,0x00,0xcb,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -54456,8 +54353,8 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0xcc,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xd0,0x01,0x00,0x00,0xac,0x01,0x00,0x00,0xcf,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0xbb,0x01,0x00,0x00,0xd2,0x01,0x00,0x00, -0xb9,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xcf,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, +0xb9,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0xcf,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xd3,0x01,0x00,0x00,0xd2,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x2e,0x01,0x00,0x00,0xd4,0x01,0x00,0x00, 0xd3,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x66,0x01,0x00,0x00, @@ -54466,8 +54363,8 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xd7,0x01,0x00,0x00, 0xac,0x01,0x00,0x00,0x4d,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0xbb,0x01,0x00,0x00,0xd9,0x01,0x00,0x00,0xb9,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xda,0x01,0x00,0x00,0xd9,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x2e,0x01,0x00,0x00,0xdb,0x01,0x00,0x00,0xda,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x66,0x01,0x00,0x00,0xdc,0x01,0x00,0x00, @@ -54475,8 +54372,8 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0xdc,0x01,0x00,0x00,0xdb,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xdf,0x01,0x00,0x00,0xac,0x01,0x00,0x00, 0xde,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0xbb,0x01,0x00,0x00, -0xe1,0x01,0x00,0x00,0xb9,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xa3,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0xe1,0x01,0x00,0x00,0xb9,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xa3,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xe2,0x01,0x00,0x00, 0xe1,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x2e,0x01,0x00,0x00, 0xe3,0x01,0x00,0x00,0xe2,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -54485,7 +54382,7 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0xe3,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xe7,0x01,0x00,0x00,0xac,0x01,0x00,0x00,0xe6,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0xbb,0x01,0x00,0x00,0xe9,0x01,0x00,0x00, -0xb9,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, +0xb9,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xea,0x01,0x00,0x00,0xe9,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x2e,0x01,0x00,0x00,0xeb,0x01,0x00,0x00, @@ -54495,170 +54392,170 @@ unsigned char matmul_q6_k_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xef,0x01,0x00,0x00, 0xac,0x01,0x00,0x00,0xee,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0xbb,0x01,0x00,0x00,0xf1,0x01,0x00,0x00,0xb9,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, 0xcf,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xf2,0x01,0x00,0x00,0xf1,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 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+0x31,0x03,0x00,0x00,0x34,0x03,0x00,0x00,0xd0,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0xcb,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0xcd,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q6_k_f32_aligned_len = 12324; unsigned char matmul_q6_k_f32_aligned_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x3c,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x3b,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -54847,47 +54744,47 @@ unsigned char matmul_q6_k_f32_aligned_fp32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, 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+0x61,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x07,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6d,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xa7,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -54922,15 +54819,15 @@ unsigned char matmul_q6_k_f32_aligned_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb6,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xb6,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x9d,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xe3,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x9c,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xe2,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, 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-0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xac,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa7,0x00,0x00,0x00,0xab,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0xad,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0xac,0x01,0x00,0x00, @@ -55104,21 +55001,21 @@ unsigned char matmul_q6_k_f32_aligned_fp32_data[] = { 0xcf,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x88,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xd0,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xcf,0x01,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xd1,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xd0,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xd4,0x01,0x00,0x00,0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xd5,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xd8,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf3,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xf4,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0xf3,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0xf5,0x01,0x00,0x00,0x07,0x00,0x00,0x00, 0xf4,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x05,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x05,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x20,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x21,0x02,0x00,0x00, 0xc4,0x00,0x00,0x00,0x20,0x02,0x00,0x00,0x20,0x00,0x04,0x00, @@ -55126,20 +55023,20 @@ unsigned char matmul_q6_k_f32_aligned_fp32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x2b,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x33,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x62,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x95,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x94,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x9d,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 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+0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x36,0x00,0x05,0x00, 0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, 0x3b,0x00,0x04,0x00,0xc9,0x00,0x00,0x00,0xca,0x00,0x00,0x00, @@ -55149,158 +55046,158 @@ unsigned char matmul_q6_k_f32_aligned_fp32_data[] = { 0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x0e,0x00,0x00,0x00, -0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x16,0x00,0x00,0x00, -0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00,0x89,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 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+55542,172 @@ unsigned char matmul_q6_k_f32_aligned_fp32_data[] = { 0x01,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x6e,0x02,0x00,0x00, 0x74,0x02,0x00,0x00,0x77,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x76,0x02,0x00,0x00,0x78,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x7b,0x02,0x00,0x00,0x33,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0x7b,0x02,0x00,0x00,0x32,0x03,0x00,0x00, 0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x57,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x59,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0x52,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x52,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x7d,0x02,0x00,0x00, -0x31,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x30,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x4f,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x51,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x4a,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x4a,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x7f,0x02,0x00,0x00,0x2f,0x03,0x00,0x00,0xd0,0x00,0x00,0x00, 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0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -55818,47 +55715,47 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x33,0x01,0x00,0x00,0x44,0x01,0x00,0x00, -0xad,0x01,0x00,0x00,0xb8,0x01,0x00,0x00,0x9e,0x02,0x00,0x00, -0xe7,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x33,0x01,0x00,0x00,0x44,0x01,0x00,0x00, +0xad,0x01,0x00,0x00,0xb8,0x01,0x00,0x00,0x9d,0x02,0x00,0x00, +0xe6,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xba,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0xbc,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xbc,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -55991,8 +55888,8 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0xbf,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -56002,9 +55899,9 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x01,0x01,0x00,0x00,0x40,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, @@ -56030,31 +55927,31 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0x2e,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x3b,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x2c,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x40,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x41,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x40,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0x40,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x42,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x41,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x43,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x42,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x43,0x01,0x00,0x00, 0x44,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x49,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x29,0x01,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x4d,0x01,0x00,0x00, -0x04,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 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0x06,0x00,0x00,0x00,0xa9,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xaa,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0xa9,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0xab,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0xaa,0x01,0x00,0x00, @@ -56062,7 +55959,7 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0xab,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0xac,0x01,0x00,0x00, 0xad,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xb1,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0xb5,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0xb6,0x01,0x00,0x00,0xb5,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xb7,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xb6,0x01,0x00,0x00, @@ -56070,25 +55967,25 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xc3,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xcb,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xd0,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x88,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xd1,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0xd0,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0xd0,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xd2,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0xd1,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0xd1,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xd5,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd6,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 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+55993,20 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0x22,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x2c,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x34,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x63,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x96,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x9e,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0xe4,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0xe5,0x02,0x00,0x00,0xe4,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0xe6,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0xe5,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xe6,0x02,0x00,0x00, -0xe7,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xec,0x02,0x00,0x00,0x05,0x00,0x00,0x00, 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-56424,190 +56321,190 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0xfa,0x00,0x04,0x00,0xa6,0x01,0x00,0x00,0xa7,0x01,0x00,0x00, 0xc7,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xa7,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xb0,0x01,0x00,0x00, -0x7d,0x00,0x00,0x00,0x1d,0x03,0x00,0x00,0x84,0x00,0x05,0x00, +0x7e,0x00,0x00,0x00,0x1c,0x03,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xb2,0x01,0x00,0x00,0xb0,0x01,0x00,0x00, 0xb1,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xb4,0x01,0x00,0x00,0xb2,0x01,0x00,0x00,0x78,0x00,0x00,0x00, +0xb4,0x01,0x00,0x00,0xb2,0x01,0x00,0x00,0x79,0x00,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xbf,0x01,0x00,0x00, 0xb0,0x01,0x00,0x00,0xaa,0x00,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xc0,0x01,0x00,0x00,0x24,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0xc0,0x01,0x00,0x00,0x23,0x03,0x00,0x00, 0xbf,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xc2,0x01,0x00,0x00,0xc0,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 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+0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xa3,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0xa5,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; const uint64_t matmul_q6_k_f32_fp32_len = 11644; unsigned char matmul_q8_0_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xf2,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xf1,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -56793,47 +56690,47 @@ unsigned char matmul_q8_0_f32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x0a,0x01,0x00,0x00,0x28,0x01,0x00,0x00, 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0xbf,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x14,0x00,0x02,0x00, 0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0xc3,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, @@ -56971,9 +56868,9 @@ unsigned char matmul_q8_0_f32_data[] = { 0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0xcb,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xcc,0x00,0x00,0x00, 0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf3,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, 0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfe,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00, @@ -56993,9 +56890,9 @@ unsigned char matmul_q8_0_f32_data[] = { 0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x03,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x25,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x26,0x01,0x00,0x00,0x02,0x01,0x00,0x00,0x25,0x01,0x00,0x00, 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-0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xbc,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0x02,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd2,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, @@ -57057,20 +56954,20 @@ unsigned char matmul_q8_0_f32_data[] = { 0x06,0x00,0x00,0x00,0xdd,0x01,0x00,0x00,0x86,0x00,0x00,0x00, 0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xe5,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x14,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x49,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x51,0x02,0x00,0x00, -0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x97,0x02,0x00,0x00, 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0xf3,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xf6,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0xf6,0x00,0x00,0x00,0x6f,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xf7,0x00,0x00,0x00, 0xf4,0x00,0x00,0x00,0xf6,0x00,0x00,0x00,0x86,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0xee,0x00,0x00,0x00, @@ -57240,23 +57137,23 @@ unsigned char matmul_q8_0_f32_data[] = { 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x00,0x01,0x00,0x00, 0xff,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x41,0x00,0x07,0x00, 0x0c,0x01,0x00,0x00,0x0d,0x01,0x00,0x00,0x0a,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0x34,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0x35,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x02,0x01,0x00,0x00,0x0e,0x01,0x00,0x00, 0x0d,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0x0f,0x01,0x00,0x00,0x0e,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x15,0x01,0x00,0x00,0x16,0x01,0x00,0x00,0x0a,0x01,0x00,0x00, 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0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x15,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x14,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -57682,47 +57579,47 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x3d,0x00,0x00,0x00, -0x4c,0x00,0x00,0x00,0x0b,0x01,0x00,0x00,0x29,0x01,0x00,0x00, -0x5e,0x01,0x00,0x00,0x66,0x01,0x00,0x00,0x74,0x02,0x00,0x00, -0xbd,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x0b,0x01,0x00,0x00,0x29,0x01,0x00,0x00, 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0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -57754,15 +57651,15 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x66,0x01,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x66,0x01,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x74,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xba,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x73,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb9,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0xbb,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xbb,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0xba,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0xba,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0xbb,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -57864,10 +57761,10 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc4,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xd0,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfb,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xff,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x03,0x01,0x00,0x00,0x10,0x00,0x00,0x00, @@ -57886,9 +57783,9 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x16,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x04,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x25,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x26,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x25,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x25,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x27,0x01,0x00,0x00,0x03,0x01,0x00,0x00, 0x26,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x28,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x27,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -57897,17 +57794,17 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x03,0x01,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x36,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x37,0x01,0x00,0x00,0x36,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x38,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x37,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x39,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x38,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x3a,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x39,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x39,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x55,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5a,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5b,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa7,0x00,0x00,0x00,0x5a,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x5c,0x01,0x00,0x00,0x03,0x01,0x00,0x00,0x5b,0x01,0x00,0x00, @@ -57932,21 +57829,21 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa3,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x37,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0x77,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa5,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xa8,0x01,0x00,0x00, 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+0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xdf,0x01,0x00,0x00,0x07,0x00,0x00,0x00, 0x03,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xf5,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -57956,20 +57853,20 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x00,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x08,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x37,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x6c,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x6b,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, 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-0x50,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, +0x69,0x01,0x00,0x00,0x66,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x50,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x3f,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x6a,0x01,0x00,0x00, 0x69,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x03,0x01,0x00,0x00, 0x6b,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0x2e,0x01,0x00,0x00,0x6c,0x01,0x00,0x00,0x5e,0x01,0x00,0x00, 0x59,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x6c,0x01,0x00,0x00, 0x6b,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x6e,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x39,0x00,0x00,0x00, +0x6e,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, 0x41,0x00,0x08,0x00,0x68,0x01,0x00,0x00,0x70,0x01,0x00,0x00, -0x66,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x50,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x66,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x50,0x01,0x00,0x00, +0x35,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x71,0x01,0x00,0x00,0x70,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x03,0x01,0x00,0x00,0x72,0x01,0x00,0x00, 0x71,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x2e,0x01,0x00,0x00, @@ -58220,7 +58117,7 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x75,0x01,0x00,0x00, 0x59,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x68,0x01,0x00,0x00,0x77,0x01,0x00,0x00,0x66,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x50,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x50,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x78,0x01,0x00,0x00,0x77,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x03,0x01,0x00,0x00,0x79,0x01,0x00,0x00,0x78,0x01,0x00,0x00, @@ -58229,8 +58126,8 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x7a,0x01,0x00,0x00,0x79,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x7d,0x01,0x00,0x00,0x59,0x01,0x00,0x00, 0x7c,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x68,0x01,0x00,0x00, -0x7f,0x01,0x00,0x00,0x66,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x50,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x7c,0x01,0x00,0x00, +0x7f,0x01,0x00,0x00,0x66,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x50,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x7c,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x80,0x01,0x00,0x00, 0x7f,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x03,0x01,0x00,0x00, 0x81,0x01,0x00,0x00,0x80,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -58239,8 +58136,8 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x81,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x85,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x84,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x68,0x01,0x00,0x00,0x87,0x01,0x00,0x00, -0x66,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x50,0x01,0x00,0x00, -0xd0,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x66,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x50,0x01,0x00,0x00, +0xd0,0x00,0x00,0x00,0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x88,0x01,0x00,0x00,0x87,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x03,0x01,0x00,0x00,0x89,0x01,0x00,0x00, 0x88,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x2e,0x01,0x00,0x00, @@ -58249,8 +58146,8 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x8d,0x01,0x00,0x00, 0x59,0x01,0x00,0x00,0x8c,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x68,0x01,0x00,0x00,0x8f,0x01,0x00,0x00,0x66,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x50,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x50,0x01,0x00,0x00,0xd0,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x90,0x01,0x00,0x00,0x8f,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x03,0x01,0x00,0x00,0x91,0x01,0x00,0x00,0x90,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2e,0x01,0x00,0x00,0x92,0x01,0x00,0x00, @@ -58258,7 +58155,7 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x92,0x01,0x00,0x00,0x91,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x95,0x01,0x00,0x00,0x59,0x01,0x00,0x00, 0x94,0x01,0x00,0x00,0x41,0x00,0x08,0x00,0x68,0x01,0x00,0x00, -0x97,0x01,0x00,0x00,0x66,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x97,0x01,0x00,0x00,0x66,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x50,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x98,0x01,0x00,0x00, 0x97,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x03,0x01,0x00,0x00, @@ -58268,7 +58165,7 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0x99,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x9d,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x9c,0x01,0x00,0x00, 0x41,0x00,0x08,0x00,0x68,0x01,0x00,0x00,0x9f,0x01,0x00,0x00, -0x66,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x50,0x01,0x00,0x00, +0x66,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x50,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0x7c,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x9f,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0x03,0x01,0x00,0x00,0xa1,0x01,0x00,0x00, @@ -58276,162 +58173,162 @@ unsigned char matmul_q8_0_f32_aligned_data[] = { 0xa2,0x01,0x00,0x00,0x5e,0x01,0x00,0x00,0x9d,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0xa2,0x01,0x00,0x00,0xa1,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xa7,0x01,0x00,0x00, -0xf5,0x02,0x00,0x00,0xa5,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0xf4,0x02,0x00,0x00,0xa5,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0x3e,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x40,0x01,0x00,0x00, 0xe0,0x00,0x04,0x00,0x0c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0xa8,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xab,0x01,0x00,0x00,0xf8,0x02,0x00,0x00,0xa9,0x01,0x00,0x00, +0xab,0x01,0x00,0x00,0xf7,0x02,0x00,0x00,0xa9,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xae,0x01,0x00,0x00, -0xfc,0x02,0x00,0x00,0xac,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, +0xfb,0x02,0x00,0x00,0xac,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xb0,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xb0,0x01,0x00,0x00, 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+58585,15 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0x61,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x63,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x63,0x01,0x00,0x00,0x21,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x4a,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x49,0x02,0x00,0x00, 0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x90,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x91,0x02,0x00,0x00, +0x8f,0x02,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0x90,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x90,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0x91,0x02,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x93,0x02,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x93,0x02,0x00,0x00, +0x47,0x00,0x03,0x00,0x90,0x02,0x00,0x00,0x02,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x92,0x02,0x00,0x00,0x22,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x92,0x02,0x00,0x00, 0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x13,0x00,0x02,0x00, 0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -58707,79 +58604,79 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0x0b,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x0d,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x10,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x1e,0x00,0x10,0x00,0x12,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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+0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00, 0x84,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc7,0x00,0x00,0x00, @@ -58798,10 +58695,10 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0x07,0x00,0x00,0x00,0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xcc,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0xcd,0x00,0x00,0x00,0x07,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, +0xc4,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 0xd0,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xff,0x00,0x00,0x00, 0x0f,0x00,0x00,0x00,0x16,0x00,0x03,0x00,0x03,0x01,0x00,0x00, @@ -58820,9 +58717,9 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0x11,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x16,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x04,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x25,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x26,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00, +0x25,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x26,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00, 0x25,0x01,0x00,0x00,0x1c,0x00,0x04,0x00,0x27,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x28,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x27,0x01,0x00,0x00, @@ -58831,17 +58728,17 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0x04,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x32,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x34,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00,0x35,0x01,0x00,0x00, -0x34,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x34,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x36,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x37,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0x36,0x01,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x38,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x37,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x37,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x53,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x58,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x59,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0x58,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x5a,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, @@ -58860,21 +58757,21 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0x06,0x00,0x00,0x00,0x7c,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7d,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x7c,0x01,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x7c,0x01,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7e,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x7d,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x7d,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x82,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x85,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xa1,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, 0xa0,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xa2,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xa1,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xb2,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xcd,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xce,0x01,0x00,0x00,0xc4,0x00,0x00,0x00,0xcd,0x01,0x00,0x00, @@ -58882,20 +58779,20 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0xce,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xd8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00, 0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xe0,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x0f,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x42,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x4a,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x90,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x91,0x02,0x00,0x00,0x90,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0x92,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x91,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x92,0x02,0x00,0x00, -0x93,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x98,0x02,0x00,0x00,0x05,0x00,0x00,0x00, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa5,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0xe0,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x0f,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x41,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x49,0x02,0x00,0x00,0x01,0x00,0x00,0x00, +0x1d,0x00,0x03,0x00,0x8f,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, +0x1e,0x00,0x03,0x00,0x90,0x02,0x00,0x00,0x8f,0x02,0x00,0x00, +0x20,0x00,0x04,0x00,0x91,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0x90,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x91,0x02,0x00,0x00, +0x92,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0x97,0x02,0x00,0x00,0x05,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa4,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0xc9,0x00,0x00,0x00, @@ -58905,159 +58802,159 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0x07,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00, 0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x0e,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x16,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x17,0x00,0x00,0x00, -0x16,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00, -0x89,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x1e,0x00,0x00,0x00, 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0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xf7,0x00,0x00,0x00, -0x6e,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0x6f,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xf8,0x00,0x00,0x00,0xf5,0x00,0x00,0x00, 0xf7,0x00,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xfc,0x00,0x00,0x00,0xef,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, @@ -59065,24 +58962,24 @@ unsigned char matmul_q8_0_f32_aligned_fp32_data[] = { 0xef,0x00,0x00,0x00,0xff,0x00,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x01,0x01,0x00,0x00,0x00,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x41,0x00,0x07,0x00,0x0d,0x01,0x00,0x00, -0x0e,0x01,0x00,0x00,0x0b,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xfc,0x00,0x00,0x00,0x34,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x0e,0x01,0x00,0x00,0x0b,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xfc,0x00,0x00,0x00,0x35,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x03,0x01,0x00,0x00,0x0f,0x01,0x00,0x00,0x0e,0x01,0x00,0x00, 0x73,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x10,0x01,0x00,0x00, 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0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -59663,7 +59560,7 @@ unsigned char matmul_q8_0_f32_fp32_data[] = { 0x14,0x00,0x02,0x00,0xc1,0x00,0x00,0x00,0x16,0x00,0x03,0x00, 0xc3,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc4,0x00,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0xc4,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc6,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -59673,10 +59570,10 @@ unsigned char matmul_q8_0_f32_fp32_data[] = { 0xc7,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xcc,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0xf3,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xfa,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0xfe,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, 0x16,0x00,0x03,0x00,0x02,0x01,0x00,0x00,0x10,0x00,0x00,0x00, @@ -59695,9 +59592,9 @@ unsigned char matmul_q8_0_f32_fp32_data[] = { 0xc3,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x15,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x03,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x25,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x24,0x01,0x00,0x00, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x24,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x26,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x25,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x27,0x01,0x00,0x00, 0x04,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -59706,15 +59603,15 @@ unsigned char matmul_q8_0_f32_fp32_data[] = { 0xc3,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x33,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x34,0x01,0x00,0x00,0x33,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x34,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x36,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x35,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x37,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x36,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x36,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x55,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x56,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0x55,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x57,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x56,0x01,0x00,0x00, @@ -59722,7 +59619,7 @@ unsigned char matmul_q8_0_f32_fp32_data[] = { 0x57,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x58,0x01,0x00,0x00, 0x59,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5d,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 0x61,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, 0x62,0x01,0x00,0x00,0x61,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0x63,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x62,0x01,0x00,0x00, @@ -59730,25 +59627,25 @@ unsigned char matmul_q8_0_f32_fp32_data[] = { 0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x6f,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x77,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7c,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x34,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7d,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x7c,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x7c,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x7e,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x7d,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x7d,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x81,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x82,0x01,0x00,0x00, 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0xce,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0xcd,0x01,0x00,0x00, @@ -59756,20 +59653,20 @@ unsigned char matmul_q8_0_f32_fp32_data[] = { 0xce,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xd8,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xe0,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x0f,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x42,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x4a,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x90,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x91,0x02,0x00,0x00,0x90,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0x92,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x91,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x92,0x02,0x00,0x00, -0x93,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 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mul_mat_vec_q3_K_f32_f32_data[] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x45,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, +0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, +0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, +0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x0f,0x00,0x0d,0x00,0x05,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x59,0x00,0x00,0x00,0x88,0x00,0x00,0x00,0xb0,0x00,0x00,0x00, +0xc7,0x00,0x00,0x00,0x38,0x03,0x00,0x00,0x10,0x00,0x06,0x00, +0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x20,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1a,0x00,0x00,0x00, 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3124; +const uint64_t mul_mat_vec_q4_0_f32_f32_len = 3928; + +unsigned char mul_mat_vec_q4_1_f16_f32_data[] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x39,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, +0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, +0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, +0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, +0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0d,0x00, +0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, +0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x49,0x00,0x00,0x00, +0x4f,0x00,0x00,0x00,0x53,0x00,0x00,0x00,0x5b,0x00,0x00,0x00, +0x8e,0x00,0x00,0x00,0xc8,0x00,0x00,0x00,0x07,0x01,0x00,0x00, +0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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= 4456; + +unsigned char mul_mat_vec_q5_1_f16_f32_data[] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x79,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, +0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, +0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, +0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, +0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0d,0x00, +0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, +0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x72,0x00,0x00,0x00,0x76,0x00,0x00,0x00,0x7d,0x00,0x00,0x00, +0xb0,0x00,0x00,0x00,0xea,0x00,0x00,0x00,0x29,0x01,0x00,0x00, +0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x06,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x16,0x00,0x00,0x00, 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+0x38,0x00,0x01,0x00, +}; +const uint64_t mul_mat_vec_q5_K_f16_f32_len = 13288; + +unsigned char mul_mat_vec_q5_K_f32_f32_data[] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0xa0,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, +0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, +0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, +0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x0f,0x00,0x0d,0x00,0x05,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x59,0x00,0x00,0x00,0x93,0x00,0x00,0x00,0xbc,0x00,0x00,0x00, +0x2e,0x02,0x00,0x00,0x93,0x04,0x00,0x00,0x10,0x00,0x06,0x00, +0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x20,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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+0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, +}; +const uint64_t mul_mat_vec_q8_0_f32_f32_len = 3884; unsigned char norm_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xb5,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xb8,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, 0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0b,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x29,0x00,0x00,0x00,0x36,0x00,0x00,0x00,0x97,0x00,0x00,0x00, +0x29,0x00,0x00,0x00,0x36,0x00,0x00,0x00,0x9a,0x00,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -66970,15 +74183,15 @@ unsigned char norm_f32_data[] = { 0x34,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x36,0x00,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x36,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x94,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x97,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x95,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x95,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x98,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x98,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0x95,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x97,0x00,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x97,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xad,0x00,0x00,0x00, +0x98,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x9a,0x00,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x9a,0x00,0x00,0x00,0x21,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb0,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x13,0x00,0x02,0x00, 0x02,0x00,0x00,0x00,0x21,0x00,0x03,0x00,0x03,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00, @@ -67026,138 +74239,142 @@ unsigned char norm_f32_data[] = { 0x08,0x01,0x00,0x00,0x2b,0x00,0x04,0x00,0x2a,0x00,0x00,0x00, 0x56,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x2b,0x00,0x04,0x00, 0x2a,0x00,0x00,0x00,0x6f,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x14,0x00,0x00,0x00,0x86,0x00,0x00,0x00, -0xac,0xc5,0x27,0x37,0x1d,0x00,0x03,0x00,0x94,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x95,0x00,0x00,0x00, -0x94,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x96,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0x95,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, 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+0x8e,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x90,0x00,0x00,0x00, +0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; -const uint64_t norm_f32_len = 2572; +const uint64_t norm_f32_len = 2624; unsigned char relu_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, @@ -68914,7 +76131,7 @@ unsigned char scale_f32_data[] = { 0x41,0x00,0x05,0x00,0xec,0x00,0x00,0x00,0xed,0x00,0x00,0x00, 0x14,0x00,0x00,0x00,0xeb,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 0x11,0x00,0x00,0x00,0xee,0x00,0x00,0x00,0xed,0x00,0x00,0x00, -0x81,0x00,0x05,0x00,0x11,0x00,0x00,0x00,0xef,0x00,0x00,0x00, +0x85,0x00,0x05,0x00,0x11,0x00,0x00,0x00,0xef,0x00,0x00,0x00, 0xea,0x00,0x00,0x00,0xee,0x00,0x00,0x00,0x41,0x00,0x06,0x00, 0xe8,0x00,0x00,0x00,0xf0,0x00,0x00,0x00,0xd7,0x00,0x00,0x00, 0xcc,0x00,0x00,0x00,0xdf,0x00,0x00,0x00,0x3e,0x00,0x03,0x00, @@ -69448,6 +76665,427 @@ unsigned char soft_max_f32_data[] = { }; const uint64_t soft_max_f32_len = 4916; +unsigned char soft_max_f32_f16_data[] = { 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+0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, +}; +const uint64_t soft_max_f32_f16_len = 5000; + unsigned char split_k_reduce_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x50,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, diff --git a/ggml-vulkan.cpp b/ggml-vulkan.cpp index f712cdd5a..95f718974 100644 --- a/ggml-vulkan.cpp +++ b/ggml-vulkan.cpp @@ -120,8 +120,16 @@ struct vk_device { vk_matmul_pipeline pipeline_dequant_mul_mat_mat[VK_NUM_TYPES]; + vk_matmul_pipeline pipeline_matmul_id_f32; + vk_matmul_pipeline pipeline_matmul_id_f16; + vk_matmul_pipeline pipeline_matmul_id_f16_f32; + + vk_matmul_pipeline pipeline_dequant_mul_mat_mat_id[VK_NUM_TYPES]; + vk_pipeline pipeline_dequant[VK_NUM_TYPES]; - vk_pipeline pipeline_dequant_mul_mat_vec_f32[VK_NUM_TYPES]; + vk_pipeline pipeline_dequant_mul_mat_vec_f32_f32[VK_NUM_TYPES]; + vk_pipeline pipeline_dequant_mul_mat_vec_f16_f32[VK_NUM_TYPES]; + vk_pipeline pipeline_dequant_mul_mat_vec_id_f32[VK_NUM_TYPES]; vk_pipeline pipeline_mul_mat_vec_p021_f16_f32; vk_pipeline pipeline_mul_mat_vec_nc_f16_f32; @@ -139,7 +147,7 @@ struct vk_device { vk_pipeline pipeline_silu_f32; vk_pipeline pipeline_relu_f32; vk_pipeline pipeline_diag_mask_inf_f32; - vk_pipeline pipeline_soft_max_f32; + vk_pipeline pipeline_soft_max_f32, pipeline_soft_max_f32_f16; vk_pipeline pipeline_rope_f32, pipeline_rope_f16; vk_pipeline pipeline_rope_neox_f32, pipeline_rope_neox_f16; vk_pipeline pipeline_argsort_f32; @@ -215,6 +223,21 @@ struct vk_submission { typedef std::vector vk_sequence; +struct vk_mat_mat_push_constants { + uint32_t M; uint32_t N; uint32_t K; + uint32_t stride_a; uint32_t stride_b; uint32_t stride_d; uint32_t k_split; + uint32_t ne02; uint32_t ne12; uint32_t broadcast2; uint32_t broadcast3; + uint32_t batch_stride_a; uint32_t batch_stride_b; uint32_t batch_stride_d; + uint32_t expert_stride_b; uint32_t expert_stride_d; + uint32_t idx; uint32_t nbi1; uint32_t n_as; +}; + +struct vk_mat_vec_push_constants { + uint32_t ncols; uint32_t stride_a; uint32_t stride_b; uint32_t stride_d; + uint32_t ne02; uint32_t ne12; uint32_t broadcast2; uint32_t broadcast3; + uint32_t batch_stride_a; uint32_t batch_stride_b; uint32_t batch_stride_d; +}; + struct vk_op_push_constants { uint32_t KX; uint32_t KY; @@ -1003,201 +1026,422 @@ static void ggml_vk_load_shaders(ggml_backend_vk_context * ctx) { ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K] = std::make_shared(); ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K] = std::make_shared(); + /*ctx->device->pipeline_matmul_id_f32 = std::make_shared(); + ctx->device->pipeline_matmul_id_f16_f32 = std::make_shared(); + ctx->device->pipeline_matmul_id_f16 = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K] = std::make_shared(); + ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K] = std::make_shared();*/ + if (device->fp16) { - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->l, "matmul_f32_l", matmul_f32_len, matmul_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->m, "matmul_f32_m", matmul_f32_len, matmul_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->s, "matmul_f32_s", matmul_f32_len, matmul_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_l, "matmul_f32_aligned_l", matmul_f32_aligned_len, matmul_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_m, "matmul_f32_aligned_m", matmul_f32_aligned_len, matmul_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_s, "matmul_f32_aligned_s", matmul_f32_aligned_len, matmul_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->l, "matmul_f32_l", matmul_f32_len, matmul_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->m, "matmul_f32_m", matmul_f32_len, matmul_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->s, "matmul_f32_s", matmul_f32_len, matmul_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_l, "matmul_f32_aligned_l", matmul_f32_aligned_len, matmul_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_m, "matmul_f32_aligned_m", matmul_f32_aligned_len, matmul_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_s, "matmul_f32_aligned_s", matmul_f32_aligned_len, matmul_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->l, "matmul_f16_l", matmul_f16_len, matmul_f16_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->m, "matmul_f16_m", matmul_f16_len, matmul_f16_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->s, "matmul_f16_s", matmul_f16_len, matmul_f16_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_l, "matmul_f16_aligned_l", matmul_f16_aligned_len, matmul_f16_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_m, "matmul_f16_aligned_m", matmul_f16_aligned_len, matmul_f16_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_s, "matmul_f16_aligned_s", matmul_f16_aligned_len, matmul_f16_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->l, "matmul_f16_l", matmul_f16_len, matmul_f16_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->m, "matmul_f16_m", matmul_f16_len, matmul_f16_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->s, "matmul_f16_s", matmul_f16_len, matmul_f16_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_l, "matmul_f16_aligned_l", matmul_f16_aligned_len, matmul_f16_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_m, "matmul_f16_aligned_m", matmul_f16_aligned_len, matmul_f16_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_s, "matmul_f16_aligned_s", matmul_f16_aligned_len, matmul_f16_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->l, "matmul_f16_f32_l", matmul_f16_f32_len, matmul_f16_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->m, "matmul_f16_f32_m", matmul_f16_f32_len, matmul_f16_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->s, "matmul_f16_f32_s", matmul_f16_f32_len, matmul_f16_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_l, "matmul_f16_f32_aligned_l", matmul_f16_f32_aligned_len, matmul_f16_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_m, "matmul_f16_f32_aligned_m", matmul_f16_f32_aligned_len, matmul_f16_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_s, "matmul_f16_f32_aligned_s", matmul_f16_f32_aligned_len, matmul_f16_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->l, "matmul_f16_f32_l", matmul_f16_f32_len, matmul_f16_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->m, "matmul_f16_f32_m", matmul_f16_f32_len, matmul_f16_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->s, "matmul_f16_f32_s", matmul_f16_f32_len, matmul_f16_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_l, "matmul_f16_f32_aligned_l", matmul_f16_f32_aligned_len, matmul_f16_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_m, "matmul_f16_f32_aligned_m", matmul_f16_f32_aligned_len, matmul_f16_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_s, "matmul_f16_f32_aligned_s", matmul_f16_f32_aligned_len, matmul_f16_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->l, "matmul_q4_0_f32_l", matmul_q4_0_f32_len, matmul_q4_0_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->m, "matmul_q4_0_f32_m", matmul_q4_0_f32_len, matmul_q4_0_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->s, "matmul_q4_0_f32_s", matmul_q4_0_f32_len, matmul_q4_0_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->l, "matmul_q4_0_f32_l", matmul_q4_0_f32_len, matmul_q4_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->m, "matmul_q4_0_f32_m", matmul_q4_0_f32_len, matmul_q4_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->s, "matmul_q4_0_f32_s", matmul_q4_0_f32_len, matmul_q4_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_0_f32_aligned_len, matmul_q4_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->l, "matmul_q4_0_f32_l", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->m, "matmul_q4_0_f32_m", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->s, "matmul_q4_0_f32_s", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->l, "matmul_q4_0_f32_l", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->m, "matmul_q4_0_f32_m", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->s, "matmul_q4_0_f32_s", matmul_q4_1_f32_len, matmul_q4_1_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_1_f32_aligned_len, matmul_q4_1_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->l, "matmul_q5_0_f32_l", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->m, "matmul_q5_0_f32_m", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->s, "matmul_q5_0_f32_s", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_l, "matmul_q5_0_f32_aligned_l", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_m, "matmul_q5_0_f32_aligned_m", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_s, "matmul_q5_0_f32_aligned_s", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->l, "matmul_q5_0_f32_l", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->m, "matmul_q5_0_f32_m", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->s, "matmul_q5_0_f32_s", matmul_q5_0_f32_len, matmul_q5_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_l, "matmul_q5_0_f32_aligned_l", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_m, "matmul_q5_0_f32_aligned_m", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_s, "matmul_q5_0_f32_aligned_s", matmul_q5_0_f32_aligned_len, matmul_q5_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->l, "matmul_q5_1_f32_l", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->m, "matmul_q5_1_f32_m", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->s, "matmul_q5_1_f32_s", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_l, "matmul_q5_1_f32_aligned_l", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_m, "matmul_q5_1_f32_aligned_m", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_s, "matmul_q5_1_f32_aligned_s", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->l, "matmul_q5_1_f32_l", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->m, "matmul_q5_1_f32_m", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->s, "matmul_q5_1_f32_s", matmul_q5_1_f32_len, matmul_q5_1_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_l, "matmul_q5_1_f32_aligned_l", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_m, "matmul_q5_1_f32_aligned_m", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_s, "matmul_q5_1_f32_aligned_s", matmul_q5_1_f32_aligned_len, matmul_q5_1_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->l, "matmul_q8_0_f32_l", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->m, "matmul_q8_0_f32_m", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->s, "matmul_q8_0_f32_s", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_l, "matmul_q8_0_f32_aligned_l", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_m, "matmul_q8_0_f32_aligned_m", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_s, "matmul_q8_0_f32_aligned_s", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->l, "matmul_q8_0_f32_l", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->m, "matmul_q8_0_f32_m", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->s, "matmul_q8_0_f32_s", matmul_q8_0_f32_len, matmul_q8_0_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_l, "matmul_q8_0_f32_aligned_l", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_m, "matmul_q8_0_f32_aligned_m", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_s, "matmul_q8_0_f32_aligned_s", matmul_q8_0_f32_aligned_len, matmul_q8_0_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->l, "matmul_q2_k_f32_l", matmul_q2_k_f32_len, matmul_q2_k_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->m, "matmul_q2_k_f32_m", matmul_q2_k_f32_len, matmul_q2_k_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->s, "matmul_q2_k_f32_s", matmul_q2_k_f32_len, matmul_q2_k_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_l, "matmul_q2_k_f32_aligned_l", matmul_q2_k_f32_aligned_len, matmul_q2_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_m, "matmul_q2_k_f32_aligned_m", matmul_q2_k_f32_aligned_len, matmul_q2_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_s, "matmul_q2_k_f32_aligned_s", matmul_q2_k_f32_aligned_len, matmul_q2_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->l, "matmul_q2_k_f32_l", matmul_q2_k_f32_len, matmul_q2_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->m, "matmul_q2_k_f32_m", matmul_q2_k_f32_len, matmul_q2_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->s, "matmul_q2_k_f32_s", matmul_q2_k_f32_len, matmul_q2_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_l, "matmul_q2_k_f32_aligned_l", matmul_q2_k_f32_aligned_len, matmul_q2_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_m, "matmul_q2_k_f32_aligned_m", matmul_q2_k_f32_aligned_len, matmul_q2_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_s, "matmul_q2_k_f32_aligned_s", matmul_q2_k_f32_aligned_len, matmul_q2_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->l, "matmul_q3_k_f32_l", matmul_q3_k_f32_len, matmul_q3_k_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->m, "matmul_q3_k_f32_m", matmul_q3_k_f32_len, matmul_q3_k_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->s, "matmul_q3_k_f32_s", matmul_q3_k_f32_len, matmul_q3_k_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_l, "matmul_q3_k_f32_aligned_l", matmul_q3_k_f32_aligned_len, matmul_q3_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_m, "matmul_q3_k_f32_aligned_m", matmul_q3_k_f32_aligned_len, matmul_q3_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_s, "matmul_q3_k_f32_aligned_s", matmul_q3_k_f32_aligned_len, matmul_q3_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->l, "matmul_q3_k_f32_l", matmul_q3_k_f32_len, matmul_q3_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->m, "matmul_q3_k_f32_m", matmul_q3_k_f32_len, matmul_q3_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->s, "matmul_q3_k_f32_s", matmul_q3_k_f32_len, matmul_q3_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_l, "matmul_q3_k_f32_aligned_l", matmul_q3_k_f32_aligned_len, matmul_q3_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_m, "matmul_q3_k_f32_aligned_m", matmul_q3_k_f32_aligned_len, matmul_q3_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_s, "matmul_q3_k_f32_aligned_s", matmul_q3_k_f32_aligned_len, matmul_q3_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->l, "matmul_q4_k_f32_l", matmul_q4_k_f32_len, matmul_q4_k_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->m, "matmul_q4_k_f32_m", matmul_q4_k_f32_len, matmul_q4_k_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->s, "matmul_q4_k_f32_s", matmul_q4_k_f32_len, matmul_q4_k_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_l, "matmul_q4_k_f32_aligned_l", matmul_q4_k_f32_aligned_len, matmul_q4_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_m, "matmul_q4_k_f32_aligned_m", matmul_q4_k_f32_aligned_len, matmul_q4_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_s, "matmul_q4_k_f32_aligned_s", matmul_q4_k_f32_aligned_len, matmul_q4_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->l, "matmul_q4_k_f32_l", matmul_q4_k_f32_len, matmul_q4_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->m, "matmul_q4_k_f32_m", matmul_q4_k_f32_len, matmul_q4_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->s, "matmul_q4_k_f32_s", matmul_q4_k_f32_len, matmul_q4_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_l, "matmul_q4_k_f32_aligned_l", matmul_q4_k_f32_aligned_len, matmul_q4_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_m, "matmul_q4_k_f32_aligned_m", matmul_q4_k_f32_aligned_len, matmul_q4_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_s, "matmul_q4_k_f32_aligned_s", matmul_q4_k_f32_aligned_len, matmul_q4_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->l, "matmul_q5_k_f32_l", matmul_q5_k_f32_len, matmul_q5_k_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->m, "matmul_q5_k_f32_m", matmul_q5_k_f32_len, matmul_q5_k_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->s, "matmul_q5_k_f32_s", matmul_q5_k_f32_len, matmul_q5_k_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_l, "matmul_q5_k_f32_aligned_l", matmul_q5_k_f32_aligned_len, matmul_q5_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_m, "matmul_q5_k_f32_aligned_m", matmul_q5_k_f32_aligned_len, matmul_q5_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_s, "matmul_q5_k_f32_aligned_s", matmul_q5_k_f32_aligned_len, matmul_q5_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->l, "matmul_q5_k_f32_l", matmul_q5_k_f32_len, matmul_q5_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->m, "matmul_q5_k_f32_m", matmul_q5_k_f32_len, matmul_q5_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->s, "matmul_q5_k_f32_s", matmul_q5_k_f32_len, matmul_q5_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_l, "matmul_q5_k_f32_aligned_l", matmul_q5_k_f32_aligned_len, matmul_q5_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_m, "matmul_q5_k_f32_aligned_m", matmul_q5_k_f32_aligned_len, matmul_q5_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_s, "matmul_q5_k_f32_aligned_s", matmul_q5_k_f32_aligned_len, matmul_q5_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->l, "matmul_q6_k_f32_l", matmul_q6_k_f32_len, matmul_q6_k_f32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->m, "matmul_q6_k_f32_m", matmul_q6_k_f32_len, matmul_q6_k_f32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->s, "matmul_q6_k_f32_s", matmul_q6_k_f32_len, matmul_q6_k_f32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_l, "matmul_q6_k_f32_aligned_l", matmul_q6_k_f32_aligned_len, matmul_q6_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_m, "matmul_q6_k_f32_aligned_m", matmul_q6_k_f32_aligned_len, matmul_q6_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_s, "matmul_q6_k_f32_aligned_s", matmul_q6_k_f32_aligned_len, matmul_q6_k_f32_aligned_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->l, "matmul_q6_k_f32_l", matmul_q6_k_f32_len, matmul_q6_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->m, "matmul_q6_k_f32_m", matmul_q6_k_f32_len, matmul_q6_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->s, "matmul_q6_k_f32_s", matmul_q6_k_f32_len, matmul_q6_k_f32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_l, "matmul_q6_k_f32_aligned_l", matmul_q6_k_f32_aligned_len, matmul_q6_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_m, "matmul_q6_k_f32_aligned_m", matmul_q6_k_f32_aligned_len, matmul_q6_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_s, "matmul_q6_k_f32_aligned_s", matmul_q6_k_f32_aligned_len, matmul_q6_k_f32_aligned_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + /*ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->l, "matmul_id_f32_l", matmul_id_f32_len, matmul_id_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->m, "matmul_id_f32_m", matmul_id_f32_len, matmul_id_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->s, "matmul_id_f32_s", matmul_id_f32_len, matmul_id_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->a_l, "matmul_id_f32_aligned_l", matmul_id_f32_aligned_len, matmul_id_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->a_m, "matmul_id_f32_aligned_m", matmul_id_f32_aligned_len, matmul_id_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->a_s, "matmul_id_f32_aligned_s", matmul_id_f32_aligned_len, matmul_id_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->l, "matmul_id_f16_l", matmul_id_f16_len, matmul_id_f16_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->m, "matmul_id_f16_m", matmul_id_f16_len, matmul_id_f16_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->s, "matmul_id_f16_s", matmul_id_f16_len, matmul_id_f16_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->a_l, "matmul_id_f16_aligned_l", matmul_id_f16_aligned_len, matmul_id_f16_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->a_m, "matmul_id_f16_aligned_m", matmul_id_f16_aligned_len, matmul_id_f16_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->a_s, "matmul_id_f16_aligned_s", matmul_id_f16_aligned_len, matmul_id_f16_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->l, "matmul_id_f16_f32_l", matmul_id_f16_f32_len, matmul_id_f16_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->m, "matmul_id_f16_f32_m", matmul_id_f16_f32_len, matmul_id_f16_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->s, "matmul_id_f16_f32_s", matmul_id_f16_f32_len, matmul_id_f16_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->a_l, "matmul_id_f16_f32_aligned_l", matmul_id_f16_f32_aligned_len, matmul_id_f16_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->a_m, "matmul_id_f16_f32_aligned_m", matmul_id_f16_f32_aligned_len, matmul_id_f16_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->a_s, "matmul_id_f16_f32_aligned_s", matmul_id_f16_f32_aligned_len, matmul_id_f16_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->l, "matmul_id_q4_0_f32_l", matmul_id_q4_0_f32_len, matmul_id_q4_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->m, "matmul_id_q4_0_f32_m", matmul_id_q4_0_f32_len, matmul_id_q4_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->s, "matmul_id_q4_0_f32_s", matmul_id_q4_0_f32_len, matmul_id_q4_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->a_l, "matmul_id_q4_0_f32_aligned_l", matmul_id_q4_0_f32_aligned_len, matmul_id_q4_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->a_m, "matmul_id_q4_0_f32_aligned_m", matmul_id_q4_0_f32_aligned_len, matmul_id_q4_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->a_s, "matmul_id_q4_0_f32_aligned_s", matmul_id_q4_0_f32_aligned_len, matmul_id_q4_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->l, "matmul_id_q4_0_f32_l", matmul_id_q4_1_f32_len, matmul_id_q4_1_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->m, "matmul_id_q4_0_f32_m", matmul_id_q4_1_f32_len, matmul_id_q4_1_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->s, "matmul_id_q4_0_f32_s", matmul_id_q4_1_f32_len, matmul_id_q4_1_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->a_l, "matmul_id_q4_0_f32_aligned_l", matmul_id_q4_1_f32_aligned_len, matmul_id_q4_1_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->a_m, "matmul_id_q4_0_f32_aligned_m", matmul_id_q4_1_f32_aligned_len, matmul_id_q4_1_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->a_s, "matmul_id_q4_0_f32_aligned_s", matmul_id_q4_1_f32_aligned_len, matmul_id_q4_1_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->l, "matmul_id_q5_0_f32_l", matmul_id_q5_0_f32_len, matmul_id_q5_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->m, "matmul_id_q5_0_f32_m", matmul_id_q5_0_f32_len, matmul_id_q5_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->s, "matmul_id_q5_0_f32_s", matmul_id_q5_0_f32_len, matmul_id_q5_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->a_l, "matmul_id_q5_0_f32_aligned_l", matmul_id_q5_0_f32_aligned_len, matmul_id_q5_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->a_m, "matmul_id_q5_0_f32_aligned_m", matmul_id_q5_0_f32_aligned_len, matmul_id_q5_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->a_s, "matmul_id_q5_0_f32_aligned_s", matmul_id_q5_0_f32_aligned_len, matmul_id_q5_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->l, "matmul_id_q5_1_f32_l", matmul_id_q5_1_f32_len, matmul_id_q5_1_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->m, "matmul_id_q5_1_f32_m", matmul_id_q5_1_f32_len, matmul_id_q5_1_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->s, "matmul_id_q5_1_f32_s", matmul_id_q5_1_f32_len, matmul_id_q5_1_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->a_l, "matmul_id_q5_1_f32_aligned_l", matmul_id_q5_1_f32_aligned_len, matmul_id_q5_1_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->a_m, "matmul_id_q5_1_f32_aligned_m", matmul_id_q5_1_f32_aligned_len, matmul_id_q5_1_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->a_s, "matmul_id_q5_1_f32_aligned_s", matmul_id_q5_1_f32_aligned_len, matmul_id_q5_1_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->l, "matmul_id_q8_0_f32_l", matmul_id_q8_0_f32_len, matmul_id_q8_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->m, "matmul_id_q8_0_f32_m", matmul_id_q8_0_f32_len, matmul_id_q8_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->s, "matmul_id_q8_0_f32_s", matmul_id_q8_0_f32_len, matmul_id_q8_0_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->a_l, "matmul_id_q8_0_f32_aligned_l", matmul_id_q8_0_f32_aligned_len, matmul_id_q8_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->a_m, "matmul_id_q8_0_f32_aligned_m", matmul_id_q8_0_f32_aligned_len, matmul_id_q8_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->a_s, "matmul_id_q8_0_f32_aligned_s", matmul_id_q8_0_f32_aligned_len, matmul_id_q8_0_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->l, "matmul_id_q2_k_f32_l", matmul_id_q2_k_f32_len, matmul_id_q2_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->m, "matmul_id_q2_k_f32_m", matmul_id_q2_k_f32_len, matmul_id_q2_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->s, "matmul_id_q2_k_f32_s", matmul_id_q2_k_f32_len, matmul_id_q2_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->a_l, "matmul_id_q2_k_f32_aligned_l", matmul_id_q2_k_f32_aligned_len, matmul_id_q2_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->a_m, "matmul_id_q2_k_f32_aligned_m", matmul_id_q2_k_f32_aligned_len, matmul_id_q2_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->a_s, "matmul_id_q2_k_f32_aligned_s", matmul_id_q2_k_f32_aligned_len, matmul_id_q2_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->l, "matmul_id_q3_k_f32_l", matmul_id_q3_k_f32_len, matmul_id_q3_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->m, "matmul_id_q3_k_f32_m", matmul_id_q3_k_f32_len, matmul_id_q3_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->s, "matmul_id_q3_k_f32_s", matmul_id_q3_k_f32_len, matmul_id_q3_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->a_l, "matmul_id_q3_k_f32_aligned_l", matmul_id_q3_k_f32_aligned_len, matmul_id_q3_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->a_m, "matmul_id_q3_k_f32_aligned_m", matmul_id_q3_k_f32_aligned_len, matmul_id_q3_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->a_s, "matmul_id_q3_k_f32_aligned_s", matmul_id_q3_k_f32_aligned_len, matmul_id_q3_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->l, "matmul_id_q4_k_f32_l", matmul_id_q4_k_f32_len, matmul_id_q4_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->m, "matmul_id_q4_k_f32_m", matmul_id_q4_k_f32_len, matmul_id_q4_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->s, "matmul_id_q4_k_f32_s", matmul_id_q4_k_f32_len, matmul_id_q4_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->a_l, "matmul_id_q4_k_f32_aligned_l", matmul_id_q4_k_f32_aligned_len, matmul_id_q4_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->a_m, "matmul_id_q4_k_f32_aligned_m", matmul_id_q4_k_f32_aligned_len, matmul_id_q4_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->a_s, "matmul_id_q4_k_f32_aligned_s", matmul_id_q4_k_f32_aligned_len, matmul_id_q4_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->l, "matmul_id_q5_k_f32_l", matmul_id_q5_k_f32_len, matmul_id_q5_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->m, "matmul_id_q5_k_f32_m", matmul_id_q5_k_f32_len, matmul_id_q5_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->s, "matmul_id_q5_k_f32_s", matmul_id_q5_k_f32_len, matmul_id_q5_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->a_l, "matmul_id_q5_k_f32_aligned_l", matmul_id_q5_k_f32_aligned_len, matmul_id_q5_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->a_m, "matmul_id_q5_k_f32_aligned_m", matmul_id_q5_k_f32_aligned_len, matmul_id_q5_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->a_s, "matmul_id_q5_k_f32_aligned_s", matmul_id_q5_k_f32_aligned_len, matmul_id_q5_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->l, "matmul_id_q6_k_f32_l", matmul_id_q6_k_f32_len, matmul_id_q6_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->m, "matmul_id_q6_k_f32_m", matmul_id_q6_k_f32_len, matmul_id_q6_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->s, "matmul_id_q6_k_f32_s", matmul_id_q6_k_f32_len, matmul_id_q6_k_f32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->a_l, "matmul_id_q6_k_f32_aligned_l", matmul_id_q6_k_f32_aligned_len, matmul_id_q6_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->a_m, "matmul_id_q6_k_f32_aligned_m", matmul_id_q6_k_f32_aligned_len, matmul_id_q6_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->a_s, "matmul_id_q6_k_f32_aligned_s", matmul_id_q6_k_f32_aligned_len, matmul_id_q6_k_f32_aligned_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align);*/ } else { - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->l, "matmul_f32_l", matmul_f32_fp32_len, matmul_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->m, "matmul_f32_m", matmul_f32_fp32_len, matmul_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->s, "matmul_f32_s", matmul_f32_fp32_len, matmul_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_l, "matmul_f32_aligned_l", matmul_f32_aligned_fp32_len, matmul_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_m, "matmul_f32_aligned_m", matmul_f32_aligned_fp32_len, matmul_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_s, "matmul_f32_aligned_s", matmul_f32_aligned_fp32_len, matmul_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->l, "matmul_f32_l", matmul_f32_fp32_len, matmul_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->m, "matmul_f32_m", matmul_f32_fp32_len, matmul_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->s, "matmul_f32_s", matmul_f32_fp32_len, matmul_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_l, "matmul_f32_aligned_l", matmul_f32_aligned_fp32_len, matmul_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_m, "matmul_f32_aligned_m", matmul_f32_aligned_fp32_len, matmul_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f32->a_s, "matmul_f32_aligned_s", matmul_f32_aligned_fp32_len, matmul_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->l, "matmul_f16_l", matmul_f16_fp32_len, matmul_f16_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->m, "matmul_f16_m", matmul_f16_fp32_len, matmul_f16_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->s, "matmul_f16_s", matmul_f16_fp32_len, matmul_f16_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_l, "matmul_f16_aligned_l", matmul_f16_aligned_fp32_len, matmul_f16_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_m, "matmul_f16_aligned_m", matmul_f16_aligned_fp32_len, matmul_f16_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_s, "matmul_f16_aligned_s", matmul_f16_aligned_fp32_len, matmul_f16_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->l, "matmul_f16_l", matmul_f16_fp32_len, matmul_f16_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->m, "matmul_f16_m", matmul_f16_fp32_len, matmul_f16_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->s, "matmul_f16_s", matmul_f16_fp32_len, matmul_f16_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_l, "matmul_f16_aligned_l", matmul_f16_aligned_fp32_len, matmul_f16_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_m, "matmul_f16_aligned_m", matmul_f16_aligned_fp32_len, matmul_f16_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16->a_s, "matmul_f16_aligned_s", matmul_f16_aligned_fp32_len, matmul_f16_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->l, "matmul_f16_f32_l", matmul_f16_f32_fp32_len, matmul_f16_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->m, "matmul_f16_f32_m", matmul_f16_f32_fp32_len, matmul_f16_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->s, "matmul_f16_f32_s", matmul_f16_f32_fp32_len, matmul_f16_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_l, "matmul_f16_f32_aligned_l", matmul_f16_f32_aligned_fp32_len, matmul_f16_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_m, "matmul_f16_f32_aligned_m", matmul_f16_f32_aligned_fp32_len, matmul_f16_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_s, "matmul_f16_f32_aligned_s", matmul_f16_f32_aligned_fp32_len, matmul_f16_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->l, "matmul_f16_f32_l", matmul_f16_f32_fp32_len, matmul_f16_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->m, "matmul_f16_f32_m", matmul_f16_f32_fp32_len, matmul_f16_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->s, "matmul_f16_f32_s", matmul_f16_f32_fp32_len, matmul_f16_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_l, "matmul_f16_f32_aligned_l", matmul_f16_f32_aligned_fp32_len, matmul_f16_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_m, "matmul_f16_f32_aligned_m", matmul_f16_f32_aligned_fp32_len, matmul_f16_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_f16_f32->a_s, "matmul_f16_f32_aligned_s", matmul_f16_f32_aligned_fp32_len, matmul_f16_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->l, "matmul_q4_0_f32_l", matmul_q4_0_f32_fp32_len, matmul_q4_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->m, "matmul_q4_0_f32_m", matmul_q4_0_f32_fp32_len, matmul_q4_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->s, "matmul_q4_0_f32_s", matmul_q4_0_f32_fp32_len, matmul_q4_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->l, "matmul_q4_0_f32_l", matmul_q4_0_f32_fp32_len, matmul_q4_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->m, "matmul_q4_0_f32_m", matmul_q4_0_f32_fp32_len, matmul_q4_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->s, "matmul_q4_0_f32_s", matmul_q4_0_f32_fp32_len, matmul_q4_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_l, "matmul_q4_0_f32_aligned_l", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_m, "matmul_q4_0_f32_aligned_m", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0]->a_s, "matmul_q4_0_f32_aligned_s", matmul_q4_0_f32_aligned_fp32_len, matmul_q4_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->l, "matmul_q4_1_f32_l", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->m, "matmul_q4_1_f32_m", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->s, "matmul_q4_1_f32_s", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_l, "matmul_q4_1_f32_aligned_l", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_m, "matmul_q4_1_f32_aligned_m", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_s, "matmul_q4_1_f32_aligned_s", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->l, "matmul_q4_1_f32_l", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->m, "matmul_q4_1_f32_m", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->s, "matmul_q4_1_f32_s", matmul_q4_1_f32_fp32_len, matmul_q4_1_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_l, "matmul_q4_1_f32_aligned_l", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_m, "matmul_q4_1_f32_aligned_m", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1]->a_s, "matmul_q4_1_f32_aligned_s", matmul_q4_1_f32_aligned_fp32_len, matmul_q4_1_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->l, "matmul_q5_0_f32_l", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->m, "matmul_q5_0_f32_m", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->s, "matmul_q5_0_f32_s", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_l, "matmul_q5_0_f32_aligned_l", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_m, "matmul_q5_0_f32_aligned_m", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_s, "matmul_q5_0_f32_aligned_s", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->l, "matmul_q5_0_f32_l", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->m, "matmul_q5_0_f32_m", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->s, "matmul_q5_0_f32_s", matmul_q5_0_f32_fp32_len, matmul_q5_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_l, "matmul_q5_0_f32_aligned_l", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_m, "matmul_q5_0_f32_aligned_m", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0]->a_s, "matmul_q5_0_f32_aligned_s", matmul_q5_0_f32_aligned_fp32_len, matmul_q5_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->l, "matmul_q5_1_f32_l", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->m, "matmul_q5_1_f32_m", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->s, "matmul_q5_1_f32_s", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_l, "matmul_q5_1_f32_aligned_l", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_m, "matmul_q5_1_f32_aligned_m", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_s, "matmul_q5_1_f32_aligned_s", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->l, "matmul_q5_1_f32_l", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->m, "matmul_q5_1_f32_m", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->s, "matmul_q5_1_f32_s", matmul_q5_1_f32_fp32_len, matmul_q5_1_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_l, "matmul_q5_1_f32_aligned_l", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_m, "matmul_q5_1_f32_aligned_m", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_1]->a_s, "matmul_q5_1_f32_aligned_s", matmul_q5_1_f32_aligned_fp32_len, matmul_q5_1_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->l, "matmul_q8_0_f32_l", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->m, "matmul_q8_0_f32_m", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->s, "matmul_q8_0_f32_s", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_l, "matmul_q8_0_f32_aligned_l", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_m, "matmul_q8_0_f32_aligned_m", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_s, "matmul_q8_0_f32_aligned_s", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->l, "matmul_q8_0_f32_l", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->m, "matmul_q8_0_f32_m", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->s, "matmul_q8_0_f32_s", matmul_q8_0_f32_fp32_len, matmul_q8_0_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_l, "matmul_q8_0_f32_aligned_l", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_m, "matmul_q8_0_f32_aligned_m", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q8_0]->a_s, "matmul_q8_0_f32_aligned_s", matmul_q8_0_f32_aligned_fp32_len, matmul_q8_0_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->l, "matmul_q2_k_f32_l", matmul_q2_k_f32_fp32_len, matmul_q2_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->m, "matmul_q2_k_f32_m", matmul_q2_k_f32_fp32_len, matmul_q2_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->s, "matmul_q2_k_f32_s", matmul_q2_k_f32_fp32_len, matmul_q2_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_l, "matmul_q2_k_f32_aligned_l", matmul_q2_k_f32_aligned_fp32_len, matmul_q2_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_m, "matmul_q2_k_f32_aligned_m", matmul_q2_k_f32_aligned_fp32_len, matmul_q2_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_s, "matmul_q2_k_f32_aligned_s", matmul_q2_k_f32_aligned_fp32_len, matmul_q2_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->l, "matmul_q2_k_f32_l", matmul_q2_k_f32_fp32_len, matmul_q2_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->m, "matmul_q2_k_f32_m", matmul_q2_k_f32_fp32_len, matmul_q2_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->s, "matmul_q2_k_f32_s", matmul_q2_k_f32_fp32_len, matmul_q2_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_l, "matmul_q2_k_f32_aligned_l", matmul_q2_k_f32_aligned_fp32_len, matmul_q2_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_m, "matmul_q2_k_f32_aligned_m", matmul_q2_k_f32_aligned_fp32_len, matmul_q2_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q2_K]->a_s, "matmul_q2_k_f32_aligned_s", matmul_q2_k_f32_aligned_fp32_len, matmul_q2_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->l, "matmul_q3_k_f32_l", matmul_q3_k_f32_fp32_len, matmul_q3_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->m, "matmul_q3_k_f32_m", matmul_q3_k_f32_fp32_len, matmul_q3_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->s, "matmul_q3_k_f32_s", matmul_q3_k_f32_fp32_len, matmul_q3_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_l, "matmul_q3_k_f32_aligned_l", matmul_q3_k_f32_aligned_fp32_len, matmul_q3_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_m, "matmul_q3_k_f32_aligned_m", matmul_q3_k_f32_aligned_fp32_len, matmul_q3_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_s, "matmul_q3_k_f32_aligned_s", matmul_q3_k_f32_aligned_fp32_len, matmul_q3_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->l, "matmul_q3_k_f32_l", matmul_q3_k_f32_fp32_len, matmul_q3_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->m, "matmul_q3_k_f32_m", matmul_q3_k_f32_fp32_len, matmul_q3_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->s, "matmul_q3_k_f32_s", matmul_q3_k_f32_fp32_len, matmul_q3_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_l, "matmul_q3_k_f32_aligned_l", matmul_q3_k_f32_aligned_fp32_len, matmul_q3_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_m, "matmul_q3_k_f32_aligned_m", matmul_q3_k_f32_aligned_fp32_len, matmul_q3_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q3_K]->a_s, "matmul_q3_k_f32_aligned_s", matmul_q3_k_f32_aligned_fp32_len, matmul_q3_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->l, "matmul_q4_k_f32_l", matmul_q4_k_f32_fp32_len, matmul_q4_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->m, "matmul_q4_k_f32_m", matmul_q4_k_f32_fp32_len, matmul_q4_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->s, "matmul_q4_k_f32_s", matmul_q4_k_f32_fp32_len, matmul_q4_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_l, "matmul_q4_k_f32_aligned_l", matmul_q4_k_f32_aligned_fp32_len, matmul_q4_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_m, "matmul_q4_k_f32_aligned_m", matmul_q4_k_f32_aligned_fp32_len, matmul_q4_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_s, "matmul_q4_k_f32_aligned_s", matmul_q4_k_f32_aligned_fp32_len, matmul_q4_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->l, "matmul_q4_k_f32_l", matmul_q4_k_f32_fp32_len, matmul_q4_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->m, "matmul_q4_k_f32_m", matmul_q4_k_f32_fp32_len, matmul_q4_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->s, "matmul_q4_k_f32_s", matmul_q4_k_f32_fp32_len, matmul_q4_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_l, "matmul_q4_k_f32_aligned_l", matmul_q4_k_f32_aligned_fp32_len, matmul_q4_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_m, "matmul_q4_k_f32_aligned_m", matmul_q4_k_f32_aligned_fp32_len, matmul_q4_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_K]->a_s, "matmul_q4_k_f32_aligned_s", matmul_q4_k_f32_aligned_fp32_len, matmul_q4_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->l, "matmul_q5_k_f32_l", matmul_q5_k_f32_fp32_len, matmul_q5_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->m, "matmul_q5_k_f32_m", matmul_q5_k_f32_fp32_len, matmul_q5_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->s, "matmul_q5_k_f32_s", matmul_q5_k_f32_fp32_len, matmul_q5_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_l, "matmul_q5_k_f32_aligned_l", matmul_q5_k_f32_aligned_fp32_len, matmul_q5_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_m, "matmul_q5_k_f32_aligned_m", matmul_q5_k_f32_aligned_fp32_len, matmul_q5_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_s, "matmul_q5_k_f32_aligned_s", matmul_q5_k_f32_aligned_fp32_len, matmul_q5_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->l, "matmul_q5_k_f32_l", matmul_q5_k_f32_fp32_len, matmul_q5_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->m, "matmul_q5_k_f32_m", matmul_q5_k_f32_fp32_len, matmul_q5_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->s, "matmul_q5_k_f32_s", matmul_q5_k_f32_fp32_len, matmul_q5_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_l, "matmul_q5_k_f32_aligned_l", matmul_q5_k_f32_aligned_fp32_len, matmul_q5_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_m, "matmul_q5_k_f32_aligned_m", matmul_q5_k_f32_aligned_fp32_len, matmul_q5_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_K]->a_s, "matmul_q5_k_f32_aligned_s", matmul_q5_k_f32_aligned_fp32_len, matmul_q5_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->l, "matmul_q6_k_f32_l", matmul_q6_k_f32_fp32_len, matmul_q6_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->m, "matmul_q6_k_f32_m", matmul_q6_k_f32_fp32_len, matmul_q6_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->s, "matmul_q6_k_f32_s", matmul_q6_k_f32_fp32_len, matmul_q6_k_f32_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_l, "matmul_q6_k_f32_aligned_l", matmul_q6_k_f32_aligned_fp32_len, matmul_q6_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), l_wg_denoms, warptile_mmq_l, l_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_m, "matmul_q6_k_f32_aligned_m", matmul_q6_k_f32_aligned_fp32_len, matmul_q6_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), m_wg_denoms, warptile_mmq_m, m_align); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_s, "matmul_q6_k_f32_aligned_s", matmul_q6_k_f32_aligned_fp32_len, matmul_q6_k_f32_aligned_fp32_data, "main", 3, 14 * sizeof(uint32_t), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->l, "matmul_q6_k_f32_l", matmul_q6_k_f32_fp32_len, matmul_q6_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->m, "matmul_q6_k_f32_m", matmul_q6_k_f32_fp32_len, matmul_q6_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->s, "matmul_q6_k_f32_s", matmul_q6_k_f32_fp32_len, matmul_q6_k_f32_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_l, "matmul_q6_k_f32_aligned_l", matmul_q6_k_f32_aligned_fp32_len, matmul_q6_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_m, "matmul_q6_k_f32_aligned_m", matmul_q6_k_f32_aligned_fp32_len, matmul_q6_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat[GGML_TYPE_Q6_K]->a_s, "matmul_q6_k_f32_aligned_s", matmul_q6_k_f32_aligned_fp32_len, matmul_q6_k_f32_aligned_fp32_data, "main", 3, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + /*ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->l, "matmul_id_f32_l", matmul_id_f32_fp32_len, matmul_id_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->m, "matmul_id_f32_m", matmul_id_f32_fp32_len, matmul_id_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->s, "matmul_id_f32_s", matmul_id_f32_fp32_len, matmul_id_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->a_l, "matmul_id_f32_aligned_l", matmul_id_f32_aligned_fp32_len, matmul_id_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->a_m, "matmul_id_f32_aligned_m", matmul_id_f32_aligned_fp32_len, matmul_id_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f32->a_s, "matmul_id_f32_aligned_s", matmul_id_f32_aligned_fp32_len, matmul_id_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->l, "matmul_id_f16_l", matmul_id_f16_fp32_len, matmul_id_f16_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->m, "matmul_id_f16_m", matmul_id_f16_fp32_len, matmul_id_f16_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->s, "matmul_id_f16_s", matmul_id_f16_fp32_len, matmul_id_f16_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->a_l, "matmul_id_f16_aligned_l", matmul_id_f16_aligned_fp32_len, matmul_id_f16_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->a_m, "matmul_id_f16_aligned_m", matmul_id_f16_aligned_fp32_len, matmul_id_f16_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16->a_s, "matmul_id_f16_aligned_s", matmul_id_f16_aligned_fp32_len, matmul_id_f16_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->l, "matmul_id_f16_f32_l", matmul_id_f16_f32_fp32_len, matmul_id_f16_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->m, "matmul_id_f16_f32_m", matmul_id_f16_f32_fp32_len, matmul_id_f16_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->s, "matmul_id_f16_f32_s", matmul_id_f16_f32_fp32_len, matmul_id_f16_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->a_l, "matmul_id_f16_f32_aligned_l", matmul_id_f16_f32_aligned_fp32_len, matmul_id_f16_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->a_m, "matmul_id_f16_f32_aligned_m", matmul_id_f16_f32_aligned_fp32_len, matmul_id_f16_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_matmul_id_f16_f32->a_s, "matmul_id_f16_f32_aligned_s", matmul_id_f16_f32_aligned_fp32_len, matmul_id_f16_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->l, "matmul_id_q4_0_f32_l", matmul_id_q4_0_f32_fp32_len, matmul_id_q4_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->m, "matmul_id_q4_0_f32_m", matmul_id_q4_0_f32_fp32_len, matmul_id_q4_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->s, "matmul_id_q4_0_f32_s", matmul_id_q4_0_f32_fp32_len, matmul_id_q4_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->a_l, "matmul_id_q4_0_f32_aligned_l", matmul_id_q4_0_f32_aligned_fp32_len, matmul_id_q4_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->a_m, "matmul_id_q4_0_f32_aligned_m", matmul_id_q4_0_f32_aligned_fp32_len, matmul_id_q4_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0]->a_s, "matmul_id_q4_0_f32_aligned_s", matmul_id_q4_0_f32_aligned_fp32_len, matmul_id_q4_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->l, "matmul_id_q4_0_f32_l", matmul_id_q4_1_f32_fp32_len, matmul_id_q4_1_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->m, "matmul_id_q4_0_f32_m", matmul_id_q4_1_f32_fp32_len, matmul_id_q4_1_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->s, "matmul_id_q4_0_f32_s", matmul_id_q4_1_f32_fp32_len, matmul_id_q4_1_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->a_l, "matmul_id_q4_0_f32_aligned_l", matmul_id_q4_1_f32_aligned_fp32_len, matmul_id_q4_1_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->a_m, "matmul_id_q4_0_f32_aligned_m", matmul_id_q4_1_f32_aligned_fp32_len, matmul_id_q4_1_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1]->a_s, "matmul_id_q4_0_f32_aligned_s", matmul_id_q4_1_f32_aligned_fp32_len, matmul_id_q4_1_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->l, "matmul_id_q5_0_f32_l", matmul_id_q5_0_f32_fp32_len, matmul_id_q5_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->m, "matmul_id_q5_0_f32_m", matmul_id_q5_0_f32_fp32_len, matmul_id_q5_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->s, "matmul_id_q5_0_f32_s", matmul_id_q5_0_f32_fp32_len, matmul_id_q5_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->a_l, "matmul_id_q5_0_f32_aligned_l", matmul_id_q5_0_f32_aligned_fp32_len, matmul_id_q5_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->a_m, "matmul_id_q5_0_f32_aligned_m", matmul_id_q5_0_f32_aligned_fp32_len, matmul_id_q5_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0]->a_s, "matmul_id_q5_0_f32_aligned_s", matmul_id_q5_0_f32_aligned_fp32_len, matmul_id_q5_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->l, "matmul_id_q5_1_f32_l", matmul_id_q5_1_f32_fp32_len, matmul_id_q5_1_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->m, "matmul_id_q5_1_f32_m", matmul_id_q5_1_f32_fp32_len, matmul_id_q5_1_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->s, "matmul_id_q5_1_f32_s", matmul_id_q5_1_f32_fp32_len, matmul_id_q5_1_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->a_l, "matmul_id_q5_1_f32_aligned_l", matmul_id_q5_1_f32_aligned_fp32_len, matmul_id_q5_1_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->a_m, "matmul_id_q5_1_f32_aligned_m", matmul_id_q5_1_f32_aligned_fp32_len, matmul_id_q5_1_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_1]->a_s, "matmul_id_q5_1_f32_aligned_s", matmul_id_q5_1_f32_aligned_fp32_len, matmul_id_q5_1_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->l, "matmul_id_q8_0_f32_l", matmul_id_q8_0_f32_fp32_len, matmul_id_q8_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->m, "matmul_id_q8_0_f32_m", matmul_id_q8_0_f32_fp32_len, matmul_id_q8_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->s, "matmul_id_q8_0_f32_s", matmul_id_q8_0_f32_fp32_len, matmul_id_q8_0_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->a_l, "matmul_id_q8_0_f32_aligned_l", matmul_id_q8_0_f32_aligned_fp32_len, matmul_id_q8_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->a_m, "matmul_id_q8_0_f32_aligned_m", matmul_id_q8_0_f32_aligned_fp32_len, matmul_id_q8_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q8_0]->a_s, "matmul_id_q8_0_f32_aligned_s", matmul_id_q8_0_f32_aligned_fp32_len, matmul_id_q8_0_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->l, "matmul_id_q2_k_f32_l", matmul_id_q2_k_f32_fp32_len, matmul_id_q2_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->m, "matmul_id_q2_k_f32_m", matmul_id_q2_k_f32_fp32_len, matmul_id_q2_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->s, "matmul_id_q2_k_f32_s", matmul_id_q2_k_f32_fp32_len, matmul_id_q2_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->a_l, "matmul_id_q2_k_f32_aligned_l", matmul_id_q2_k_f32_aligned_fp32_len, matmul_id_q2_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->a_m, "matmul_id_q2_k_f32_aligned_m", matmul_id_q2_k_f32_aligned_fp32_len, matmul_id_q2_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q2_K]->a_s, "matmul_id_q2_k_f32_aligned_s", matmul_id_q2_k_f32_aligned_fp32_len, matmul_id_q2_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->l, "matmul_id_q3_k_f32_l", matmul_id_q3_k_f32_fp32_len, matmul_id_q3_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->m, "matmul_id_q3_k_f32_m", matmul_id_q3_k_f32_fp32_len, matmul_id_q3_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->s, "matmul_id_q3_k_f32_s", matmul_id_q3_k_f32_fp32_len, matmul_id_q3_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->a_l, "matmul_id_q3_k_f32_aligned_l", matmul_id_q3_k_f32_aligned_fp32_len, matmul_id_q3_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->a_m, "matmul_id_q3_k_f32_aligned_m", matmul_id_q3_k_f32_aligned_fp32_len, matmul_id_q3_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q3_K]->a_s, "matmul_id_q3_k_f32_aligned_s", matmul_id_q3_k_f32_aligned_fp32_len, matmul_id_q3_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->l, "matmul_id_q4_k_f32_l", matmul_id_q4_k_f32_fp32_len, matmul_id_q4_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->m, "matmul_id_q4_k_f32_m", matmul_id_q4_k_f32_fp32_len, matmul_id_q4_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->s, "matmul_id_q4_k_f32_s", matmul_id_q4_k_f32_fp32_len, matmul_id_q4_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->a_l, "matmul_id_q4_k_f32_aligned_l", matmul_id_q4_k_f32_aligned_fp32_len, matmul_id_q4_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->a_m, "matmul_id_q4_k_f32_aligned_m", matmul_id_q4_k_f32_aligned_fp32_len, matmul_id_q4_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_K]->a_s, "matmul_id_q4_k_f32_aligned_s", matmul_id_q4_k_f32_aligned_fp32_len, matmul_id_q4_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->l, "matmul_id_q5_k_f32_l", matmul_id_q5_k_f32_fp32_len, matmul_id_q5_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->m, "matmul_id_q5_k_f32_m", matmul_id_q5_k_f32_fp32_len, matmul_id_q5_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->s, "matmul_id_q5_k_f32_s", matmul_id_q5_k_f32_fp32_len, matmul_id_q5_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->a_l, "matmul_id_q5_k_f32_aligned_l", matmul_id_q5_k_f32_aligned_fp32_len, matmul_id_q5_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->a_m, "matmul_id_q5_k_f32_aligned_m", matmul_id_q5_k_f32_aligned_fp32_len, matmul_id_q5_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_K]->a_s, "matmul_id_q5_k_f32_aligned_s", matmul_id_q5_k_f32_aligned_fp32_len, matmul_id_q5_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->l, "matmul_id_q6_k_f32_l", matmul_id_q6_k_f32_fp32_len, matmul_id_q6_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->m, "matmul_id_q6_k_f32_m", matmul_id_q6_k_f32_fp32_len, matmul_id_q6_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->s, "matmul_id_q6_k_f32_s", matmul_id_q6_k_f32_fp32_len, matmul_id_q6_k_f32_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->a_l, "matmul_id_q6_k_f32_aligned_l", matmul_id_q6_k_f32_aligned_fp32_len, matmul_id_q6_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), l_wg_denoms, warptile_mmq_l, l_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->a_m, "matmul_id_q6_k_f32_aligned_m", matmul_id_q6_k_f32_aligned_fp32_len, matmul_id_q6_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), m_wg_denoms, warptile_mmq_m, m_align); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q6_K]->a_s, "matmul_id_q6_k_f32_aligned_s", matmul_id_q6_k_f32_aligned_fp32_len, matmul_id_q6_k_f32_aligned_fp32_data, "main", 4, sizeof(vk_mat_mat_push_constants), s_wg_denoms, warptile_mmq_s, s_align);*/ } - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_F16 ], "mul_mat_vec_f16_f32", mul_mat_vec_f16_f32_len, mul_mat_vec_f16_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q4_0], "mul_mat_vec_q4_0_f32", mul_mat_vec_q4_0_f32_len, mul_mat_vec_q4_0_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q4_1], "mul_mat_vec_q4_1_f32", mul_mat_vec_q4_1_f32_len, mul_mat_vec_q4_1_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q5_0], "mul_mat_vec_q5_0_f32", mul_mat_vec_q5_0_f32_len, mul_mat_vec_q5_0_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q5_1], "mul_mat_vec_q5_1_f32", mul_mat_vec_q5_1_f32_len, mul_mat_vec_q5_1_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q8_0], "mul_mat_vec_q8_0_f32", mul_mat_vec_q8_0_f32_len, mul_mat_vec_q8_0_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q2_K], "mul_mat_vec_q2_K_f32", mul_mat_vec_q2_K_f32_len, mul_mat_vec_q2_K_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q3_K], "mul_mat_vec_q3_K_f32", mul_mat_vec_q3_K_f32_len, mul_mat_vec_q3_K_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q4_K], "mul_mat_vec_q4_K_f32", mul_mat_vec_q4_K_f32_len, mul_mat_vec_q4_K_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q5_K], "mul_mat_vec_q5_K_f32", mul_mat_vec_q5_K_f32_len, mul_mat_vec_q5_K_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); - ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32[GGML_TYPE_Q6_K], "mul_mat_vec_q6_K_f32", mul_mat_vec_q6_K_f32_len, mul_mat_vec_q6_K_f32_data, "main", 3, 3 * sizeof(uint32_t), {1, 1, 1}, { device->subgroup_size }, 1); + // mul mat vec + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_F16 ], "mul_mat_vec_f16_f32_f32", mul_mat_vec_f16_f32_f32_len, mul_mat_vec_f16_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q4_0], "mul_mat_vec_q4_0_f32_f32", mul_mat_vec_q4_0_f32_f32_len, mul_mat_vec_q4_0_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q4_1], "mul_mat_vec_q4_1_f32_f32", mul_mat_vec_q4_1_f32_f32_len, mul_mat_vec_q4_1_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q5_0], "mul_mat_vec_q5_0_f32_f32", mul_mat_vec_q5_0_f32_f32_len, mul_mat_vec_q5_0_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q5_1], "mul_mat_vec_q5_1_f32_f32", mul_mat_vec_q5_1_f32_f32_len, mul_mat_vec_q5_1_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q8_0], "mul_mat_vec_q8_0_f32_f32", mul_mat_vec_q8_0_f32_f32_len, mul_mat_vec_q8_0_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q2_K], "mul_mat_vec_q2_K_f32_f32", mul_mat_vec_q2_K_f32_f32_len, mul_mat_vec_q2_K_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q3_K], "mul_mat_vec_q3_K_f32_f32", mul_mat_vec_q3_K_f32_f32_len, mul_mat_vec_q3_K_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q4_K], "mul_mat_vec_q4_K_f32_f32", mul_mat_vec_q4_K_f32_f32_len, mul_mat_vec_q4_K_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q5_K], "mul_mat_vec_q5_K_f32_f32", mul_mat_vec_q5_K_f32_f32_len, mul_mat_vec_q5_K_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[GGML_TYPE_Q6_K], "mul_mat_vec_q6_K_f32_f32", mul_mat_vec_q6_K_f32_f32_len, mul_mat_vec_q6_K_f32_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_F16 ], "mul_mat_vec_f16_f16_f32", mul_mat_vec_f16_f16_f32_len, mul_mat_vec_f16_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q4_0], "mul_mat_vec_q4_0_f16_f32", mul_mat_vec_q4_0_f16_f32_len, mul_mat_vec_q4_0_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q4_1], "mul_mat_vec_q4_1_f16_f32", mul_mat_vec_q4_1_f16_f32_len, mul_mat_vec_q4_1_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q5_0], "mul_mat_vec_q5_0_f16_f32", mul_mat_vec_q5_0_f16_f32_len, mul_mat_vec_q5_0_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q5_1], "mul_mat_vec_q5_1_f16_f32", mul_mat_vec_q5_1_f16_f32_len, mul_mat_vec_q5_1_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q8_0], "mul_mat_vec_q8_0_f16_f32", mul_mat_vec_q8_0_f16_f32_len, mul_mat_vec_q8_0_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q2_K], "mul_mat_vec_q2_K_f16_f32", mul_mat_vec_q2_K_f16_f32_len, mul_mat_vec_q2_K_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q3_K], "mul_mat_vec_q3_K_f16_f32", mul_mat_vec_q3_K_f16_f32_len, mul_mat_vec_q3_K_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q4_K], "mul_mat_vec_q4_K_f16_f32", mul_mat_vec_q4_K_f16_f32_len, mul_mat_vec_q4_K_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q5_K], "mul_mat_vec_q5_K_f16_f32", mul_mat_vec_q5_K_f16_f32_len, mul_mat_vec_q5_K_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[GGML_TYPE_Q6_K], "mul_mat_vec_q6_K_f16_f32", mul_mat_vec_q6_K_f16_f32_len, mul_mat_vec_q6_K_f16_f32_data, "main", 3, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + + /*ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_F16 ], "mul_mat_vec_id_f16_f32", mul_mat_vec_id_f16_f32_len, mul_mat_vec_id_f16_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_f32", mul_mat_vec_id_q4_0_f32_len, mul_mat_vec_id_q4_0_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_f32", mul_mat_vec_id_q4_1_f32_len, mul_mat_vec_id_q4_1_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_f32", mul_mat_vec_id_q5_0_f32_len, mul_mat_vec_id_q5_0_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_1], "mul_mat_vec_id_q5_1_f32", mul_mat_vec_id_q5_1_f32_len, mul_mat_vec_id_q5_1_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q8_0], "mul_mat_vec_id_q8_0_f32", mul_mat_vec_id_q8_0_f32_len, mul_mat_vec_id_q8_0_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q2_K], "mul_mat_vec_id_q2_K_f32", mul_mat_vec_id_q2_K_f32_len, mul_mat_vec_id_q2_K_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q3_K], "mul_mat_vec_id_q3_K_f32", mul_mat_vec_id_q3_K_f32_len, mul_mat_vec_id_q3_K_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_K], "mul_mat_vec_id_q4_K_f32", mul_mat_vec_id_q4_K_f32_len, mul_mat_vec_id_q4_K_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_K], "mul_mat_vec_id_q5_K_f32", mul_mat_vec_id_q5_K_f32_len, mul_mat_vec_id_q5_K_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q6_K], "mul_mat_vec_id_q6_K_f32", mul_mat_vec_id_q6_K_f32_len, mul_mat_vec_id_q6_K_f32_data, "main", 4, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, { device->subgroup_size }, 1);*/ // dequant shaders ggml_vk_create_pipeline(ctx, ctx->device->pipeline_dequant[GGML_TYPE_F32 ], "f32_to_f16", dequant_f32_len, dequant_f32_data, "main", 2, 5 * sizeof(uint32_t), {256 * 16, 1, 1}, {}, 1); @@ -1258,6 +1502,7 @@ static void ggml_vk_load_shaders(ggml_backend_vk_context * ctx) { ggml_vk_create_pipeline(ctx, ctx->device->pipeline_diag_mask_inf_f32, "diag_mask_inf_f32", diag_mask_inf_f32_len, diag_mask_inf_f32_data, "main", 2, sizeof(vk_op_diag_mask_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(ctx, ctx->device->pipeline_soft_max_f32, "soft_max_f32", soft_max_f32_len, soft_max_f32_data, "main", 4, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, {}, 1); + ggml_vk_create_pipeline(ctx, ctx->device->pipeline_soft_max_f32_f16, "soft_max_f32_f16", soft_max_f32_f16_len, soft_max_f32_f16_data, "main", 4, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, {}, 1); ggml_vk_create_pipeline(ctx, ctx->device->pipeline_rope_f32, "rope_f32", rope_f32_len, rope_f32_data, "main", 3, sizeof(vk_op_rope_push_constants), {1, 512, 1}, {}, 1); ggml_vk_create_pipeline(ctx, ctx->device->pipeline_rope_f16, "rope_f16", rope_f16_len, rope_f16_data, "main", 3, sizeof(vk_op_rope_push_constants), {1, 512, 1}, {}, 1); @@ -1686,11 +1931,48 @@ static vk_matmul_pipeline ggml_vk_get_mul_mat_mat_pipeline(ggml_backend_vk_conte return ctx->device->pipeline_dequant_mul_mat_mat[src0_type]; } -static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec(ggml_backend_vk_context * ctx, ggml_type type) { +static vk_matmul_pipeline ggml_vk_get_mul_mat_mat_id_pipeline(ggml_backend_vk_context * ctx, ggml_type src0_type, ggml_type src1_type) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << "ggml_vk_get_mul_mat_mat_id_pipeline()" << std::endl; +#endif + if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_F32) { + return ctx->device->pipeline_matmul_id_f32; + } + if (src0_type == GGML_TYPE_F16 && src1_type == GGML_TYPE_F32) { + return ctx->device->pipeline_matmul_id_f16_f32; + } + if (src0_type == GGML_TYPE_F16 && src1_type == GGML_TYPE_F16) { + return ctx->device->pipeline_matmul_id_f16; + } + + GGML_ASSERT(src1_type == GGML_TYPE_F32); + + switch (src0_type) { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q2_K: + case GGML_TYPE_Q3_K: + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q5_K: + case GGML_TYPE_Q6_K: + break; + default: + return nullptr; + } + + return ctx->device->pipeline_dequant_mul_mat_mat_id[src0_type]; +} + +static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec(ggml_backend_vk_context * ctx, ggml_type a_type, ggml_type b_type) { #ifdef GGML_VULKAN_DEBUG std::cerr << "ggml_vk_get_dequantize_mul_mat_vec()" << std::endl; #endif - switch (type) { + GGML_ASSERT(b_type == GGML_TYPE_F32 || b_type == GGML_TYPE_F16); + + switch (a_type) { case GGML_TYPE_F16: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: @@ -1707,7 +1989,7 @@ static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec(ggml_backend_vk_context * return nullptr; } - return ctx->device->pipeline_dequant_mul_mat_vec_f32[type]; + return b_type == GGML_TYPE_F32 ? ctx->device->pipeline_dequant_mul_mat_vec_f32_f32[a_type] : ctx->device->pipeline_dequant_mul_mat_vec_f16_f32[a_type]; } static vk_buffer ggml_vk_pool_malloc(ggml_backend_vk_context * ctx, size_t size) { @@ -1913,6 +2195,9 @@ static void ggml_vk_ctx_begin(ggml_backend_vk_context * ctx, vk_context * subctx } static size_t ggml_vk_align_size(size_t width, size_t align) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << "ggml_vk_align_size(" << width << ", " << align << ")" << std::endl; +#endif return CEIL_DIV(width, align) * align; } @@ -2368,11 +2653,13 @@ static uint32_t ggml_vk_guess_split_k(int m, int n, int k) { #ifdef GGML_VULKAN_DEBUG std::cerr << "ggml_vk_guess_split_k(" << m << ", " << n << ", " << k << ")" << std::endl; #endif - if (k > 128 && (m < 128 || n < 128) && m > 2 && n > 2) { - return 4; - } + // if (k > 128 && (m < 128 || n < 128) && m > 2 && n > 2) { + // return 4; + // } return 1; + + GGML_UNUSED(m); GGML_UNUSED(n); GGML_UNUSED(k); } static vk_pipeline ggml_vk_guess_matmul_pipeline_amd(ggml_backend_vk_context * ctx, vk_matmul_pipeline& mmp, int m, int n, bool aligned) { @@ -2424,25 +2711,58 @@ static uint32_t ggml_vk_guess_matmul_pipeline_align(ggml_backend_vk_context * ct #ifdef GGML_VULKAN_DEBUG std::cerr << "ggml_vk_guess_matmul_pipeline_align(" << m << ", " << n << ")" << std::endl; #endif - return ggml_vk_guess_matmul_pipeline(ctx, mmp, m, n, false)->align; + return ggml_vk_guess_matmul_pipeline(ctx, mmp, m, n, true)->align; } -static void ggml_vk_matmul(ggml_backend_vk_context * ctx, vk_context * subctx, vk_pipeline& pipeline, vk_subbuffer&& a, vk_subbuffer&& b, vk_subbuffer&& d, vk_subbuffer&& split_k_buffer, uint32_t m, uint32_t n, uint32_t k, uint32_t stride_a, uint32_t stride_b, uint32_t stride_d, uint32_t split_k, uint32_t batch, uint32_t ne02, uint32_t ne12, uint32_t broadcast2, uint32_t broadcast3, uint32_t batch_stride_a, uint32_t batch_stride_b, uint32_t batch_stride_d) { +static void ggml_vk_matmul( + ggml_backend_vk_context * ctx, vk_context * subctx, vk_pipeline& pipeline, + vk_subbuffer&& a, vk_subbuffer&& b, vk_subbuffer&& d, vk_subbuffer&& split_k_buffer, + uint32_t m, uint32_t n, uint32_t k, uint32_t stride_a, uint32_t stride_b, uint32_t stride_d, + uint32_t split_k, uint32_t batch, uint32_t ne02, uint32_t ne12, uint32_t broadcast2, uint32_t broadcast3, + uint32_t batch_stride_a, uint32_t batch_stride_b, uint32_t batch_stride_d, + uint32_t expert_stride_b, uint32_t expert_stride_d, uint32_t idx, uint32_t nbi1, uint32_t n_as) { #ifdef GGML_VULKAN_DEBUG std::cerr << "ggml_vk_matmul(a: (" << a.buffer->buffer << ", " << a.offset << ", " << a.size << "), b: (" << b.buffer->buffer << ", " << b.offset << ", " << b.size << "), c: (" << d.buffer->buffer << ", " << d.offset << ", " << d.size << "), split_k: (" << split_k_buffer.buffer->buffer << ", " << split_k_buffer.offset << ", " << split_k_buffer.size << "), m: " << m << ", n: " << n << ", k: " << k << ", stride_a: " << stride_a << ", stride_b: " << stride_b << ", stride_d: " << stride_d << ", split_k: " << split_k << ", batch: " << batch << ", ne02: " << ne02 << ", ne12: " << ne12 << ", broadcast2: " << broadcast2 << ", broadcast3: " << broadcast3 << ", batch_stride_a: " << batch_stride_a << ", batch_stride_b: " << batch_stride_b << ", batch_stride_d: " << batch_stride_d << ")" << std::endl; #endif ggml_vk_sync_buffers(subctx); if (split_k == 1) { - const std::array pc = { m, n, k, stride_a, stride_b, stride_d, k, ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d }; - ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { a, b, d }, pc.size() * sizeof(uint32_t), pc.data(), { m, n, batch }); + const vk_mat_mat_push_constants pc = { m, n, k, stride_a, stride_b, stride_d, k, ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d, expert_stride_b, expert_stride_d, idx, nbi1, n_as }; + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { a, b, d }, sizeof(vk_mat_mat_push_constants), &pc, { m, n, batch }); return; } GGML_ASSERT(batch_stride_d == m * n); - const std::array pc1 = { m, n, k, stride_a, stride_b, stride_d, CEIL_DIV(k, split_k), ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d }; + const vk_mat_mat_push_constants pc1 = { m, n, k, stride_a, stride_b, stride_d, CEIL_DIV(k, split_k), ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d, expert_stride_b, expert_stride_d, idx, nbi1, n_as }; // Make sure enough workgroups get assigned for split k to work - ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { a, b, split_k_buffer }, pc1.size() * sizeof(uint32_t), pc1.data(), { (CEIL_DIV(m, pipeline->wg_denoms[0]) * pipeline->wg_denoms[0]) * split_k, n, batch }); + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { a, b, split_k_buffer }, sizeof(vk_mat_mat_push_constants), &pc1, { (CEIL_DIV(m, pipeline->wg_denoms[0]) * pipeline->wg_denoms[0]) * split_k, n, batch }); + ggml_vk_sync_buffers(subctx); + const std::array pc2 = { (uint32_t)(m * n * batch), split_k }; + ggml_vk_dispatch_pipeline(ctx, subctx, ctx->device->pipeline_matmul_split_k_reduce, { split_k_buffer, d }, pc2.size() * sizeof(uint32_t), pc2.data(), { m * n * batch, 1, 1 }); +} + +static void ggml_vk_matmul_id( + ggml_backend_vk_context * ctx, vk_context * subctx, vk_pipeline& pipeline, + vk_subbuffer&& ids, vk_subbuffer&& b, vk_subbuffer&& d, vk_subbuffer&& a, vk_subbuffer&& split_k_buffer, + uint32_t m, uint32_t n, uint32_t k, uint32_t stride_a, uint32_t stride_b, uint32_t stride_d, + uint32_t split_k, uint32_t batch, uint32_t ne02, uint32_t ne12, uint32_t broadcast2, uint32_t broadcast3, + uint32_t batch_stride_a, uint32_t batch_stride_b, uint32_t batch_stride_d, + uint32_t expert_stride_b, uint32_t expert_stride_d, uint32_t idx, uint32_t nbi1, uint32_t n_as) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << "ggml_vk_matmul(a: (" << a.buffer->buffer << ", " << a.offset << ", " << a.size << "), b: (" << b.buffer->buffer << ", " << b.offset << ", " << b.size << "), c: (" << d.buffer->buffer << ", " << d.offset << ", " << d.size << "), split_k: (" << split_k_buffer.buffer->buffer << ", " << split_k_buffer.offset << ", " << split_k_buffer.size << "), m: " << m << ", n: " << n << ", k: " << k << ", stride_a: " << stride_a << ", stride_b: " << stride_b << ", stride_d: " << stride_d << ", split_k: " << split_k << ", batch: " << batch << ", ne02: " << ne02 << ", ne12: " << ne12 << ", broadcast2: " << broadcast2 << ", broadcast3: " << broadcast3 << ", batch_stride_a: " << batch_stride_a << ", batch_stride_b: " << batch_stride_b << ", batch_stride_d: " << batch_stride_d << ")" << std::endl; +#endif + ggml_vk_sync_buffers(subctx); + if (split_k == 1) { + const vk_mat_mat_push_constants pc = { m, n, k, stride_a, stride_b, stride_d, k, ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d, expert_stride_b, expert_stride_d, idx, nbi1, n_as }; + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { ids, b, d, a }, sizeof(vk_mat_mat_push_constants), &pc, { m, n, batch }); + return; + } + + GGML_ASSERT(batch_stride_d == m * n); + + const vk_mat_mat_push_constants pc1 = { m, n, k, stride_a, stride_b, stride_d, CEIL_DIV(k, split_k), ne02, ne12, broadcast2, broadcast3, batch_stride_a, batch_stride_b, batch_stride_d, expert_stride_b, expert_stride_d, idx, nbi1, n_as }; + // Make sure enough workgroups get assigned for split k to work + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { ids, b, split_k_buffer, a }, sizeof(vk_mat_mat_push_constants), &pc1, { (CEIL_DIV(m, pipeline->wg_denoms[0]) * pipeline->wg_denoms[0]) * split_k, n, batch }); ggml_vk_sync_buffers(subctx); const std::array pc2 = { (uint32_t)(m * n * batch), split_k }; ggml_vk_dispatch_pipeline(ctx, subctx, ctx->device->pipeline_matmul_split_k_reduce, { split_k_buffer, d }, pc2.size() * sizeof(uint32_t), pc2.data(), { m * n * batch, 1, 1 }); @@ -2557,7 +2877,7 @@ static void ggml_vk_mul_mat_q_f16(ggml_backend_vk_context * ctx, vk_context * su const int d_ne = ne11 * ne01; const uint32_t kpad = ggml_vk_align_size(ne10, ggml_vk_guess_matmul_pipeline_align(ctx, mmp, ne01, ne11)); - const bool aligned = ne10 == kpad; + const bool aligned = ne10 == kpad && ne01 > 8 && ne11 > 8; const uint32_t split_k = ggml_vk_guess_split_k(ne01, ne11, ne10); @@ -2655,7 +2975,13 @@ static void ggml_vk_mul_mat_q_f16(ggml_backend_vk_context * ctx, vk_context * su } // compute - ggml_vk_matmul(ctx, subctx, pipeline, { d_X, x_buf_offset, x_sz * ne02 * ne03 }, { d_Y, y_buf_offset, y_sz * ne12 * ne13 }, { d_D, d_buf_offset, d_sz * ne12 * ne13 }, { ctx->prealloc_split_k, 0, d_sz * ne12 * ne13 * split_k }, ne01, ne11, ne10, ne10, ne10, ne01, split_k, ne12*ne13, ne02, ne12, r2, r3, stride_batch_x, stride_batch_y, ne20*ne21); // NOLINT + ggml_vk_matmul( + ctx, subctx, pipeline, + { d_X, x_buf_offset, x_sz * ne02 * ne03 }, { d_Y, y_buf_offset, y_sz * ne12 * ne13 }, + { d_D, d_buf_offset, d_sz * ne12 * ne13 }, { ctx->prealloc_split_k, 0, d_sz * ne12 * ne13 * split_k }, + ne01, ne11, ne10, ne10, ne10, ne01, split_k, ne12*ne13, ne02, ne12, r2, r3, stride_batch_x, stride_batch_y, ne20*ne21, + 0, 0, 0, 0, 1 + ); // NOLINT if (dst->backend == GGML_BACKEND_TYPE_CPU) { // copy dst to host @@ -2685,8 +3011,10 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context GGML_ASSERT(ne11 == 1); - const uint64_t nb2 = dst->nb[2]; - const uint64_t nb3 = dst->nb[3]; + const uint64_t ne20 = dst->ne[0]; + const uint64_t ne21 = dst->ne[1]; + const uint64_t ne22 = dst->ne[2]; + const uint64_t ne23 = dst->ne[3]; const uint64_t r2 = ne12 / ne02; const uint64_t r3 = ne13 / ne03; @@ -2718,6 +3046,9 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context const bool qx_needs_dequant = x_non_contig; const bool qy_needs_dequant = (src1->type != GGML_TYPE_F16 && !f16_f32_kernel) || y_non_contig; + // Not implemented + GGML_ASSERT(y_non_contig || !qy_needs_dequant); // NOLINT + const uint64_t x_ne = ne01 * ne00; const uint64_t y_ne = ne11 * ne10; const uint64_t d_ne = ne11 * ne01; @@ -2770,7 +3101,7 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context } else { to_fp16_vk_1 = ggml_vk_get_to_fp16(ctx, src1->type); } - vk_pipeline dmmv = ggml_vk_get_dequantize_mul_mat_vec(ctx, src0->type); + vk_pipeline dmmv = ggml_vk_get_dequantize_mul_mat_vec(ctx, src0->type, src1->type); GGML_ASSERT(!qx_needs_dequant || to_fp16_vk_0 != nullptr); // NOLINT GGML_ASSERT(!qy_needs_dequant || to_fp16_vk_1 != nullptr); // NOLINT GGML_ASSERT(dmmv != nullptr); @@ -2793,43 +3124,25 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_1, src1, { d_Qy, qy_buf_offset, VK_WHOLE_SIZE }, { d_Y, 0, VK_WHOLE_SIZE }); } - for (uint64_t i13 = 0; i13 < ne13; i13++) { - const uint64_t i03 = i13 / r3; - for (uint64_t i12 = 0; i12 < ne12; i12++) { - const uint64_t i02 = i12 / r2; + uint32_t stride_batch_x = ne00*ne01; + uint32_t stride_batch_y = ne10*ne11; - const uint64_t it_idx0 = (i03 * ne02 + i02); - const uint64_t it_idx1 = (i13 * ne12 + i12); - const uint64_t x_offset = x_buf_offset + x_sz * it_idx0; - const uint64_t qy_offset = qy_buf_offset + qy_sz * it_idx1; - const uint64_t y_offset = y_buf_offset + y_sz * it_idx1; - const uint64_t d_offset = d_buf_offset + d_sz * it_idx1; - - const uint64_t y_buffer_offset = (y_offset / ctx->device->properties.limits.minStorageBufferOffsetAlignment) * ctx->device->properties.limits.minStorageBufferOffsetAlignment; - const uint64_t y_shader_offset = y_offset - y_buffer_offset; - - const uint64_t d_buffer_offset = (d_offset / ctx->device->properties.limits.minStorageBufferOffsetAlignment) * ctx->device->properties.limits.minStorageBufferOffsetAlignment; - const uint64_t d_shader_offset = d_offset - d_buffer_offset; - - if (!y_non_contig && qy_needs_dequant) { - const std::vector pc = { (uint32_t)ne11, (uint32_t)ne10, (uint32_t)ne10, (uint32_t)ne10, (uint32_t)(y_ne / 32) }; - ggml_vk_sync_buffers(subctx); - ggml_vk_dispatch_pipeline(ctx, subctx, to_fp16_vk_1, { { d_Qy, qy_offset, qy_sz }, { d_Y, y_offset, y_sz } }, pc.size() * sizeof(uint32_t), pc.data(), { (uint32_t)y_ne, 1, 1}); - } - - // compute - const std::array pc = { (uint32_t)ne00, (uint32_t)(y_shader_offset / ggml_type_size(src1->type)), (uint32_t)(d_shader_offset / ggml_type_size(dst->type))}; - ggml_vk_sync_buffers(subctx); - ggml_vk_dispatch_pipeline(ctx, subctx, dmmv, { { d_X, x_offset, x_sz }, { d_Y, y_buffer_offset, y_sz + y_shader_offset }, { d_D, d_buffer_offset, d_sz + d_shader_offset } }, 3 * sizeof(int), &pc, { (uint32_t)ne01, 1, 1}); - - if (dst->backend == GGML_BACKEND_TYPE_CPU) { - // copy dst to host - float * d = (float *) ((char *) dst->data + i12*nb2 + i13*nb3); - ggml_vk_sync_buffers(subctx); - ggml_vk_buffer_read_async(ctx, subctx, d_D, d_offset, d, sizeof(float) * d_ne); - } - } + if (!ggml_vk_dim01_contiguous(src0) && !qx_needs_dequant) { + stride_batch_x = src0->nb[0] / ggml_type_size(src0->type); } + + if (!ggml_vk_dim01_contiguous(src1) && !qy_needs_dequant) { + stride_batch_y = src1->nb[0] / ggml_type_size(src1->type); + } + + // compute + const vk_mat_vec_push_constants pc = { + (uint32_t)ne00, (uint32_t)ne10, (uint32_t)ne10, (uint32_t)ne01, + (uint32_t)ne02, (uint32_t)ne12, (uint32_t)r2, (uint32_t)r3, + stride_batch_x, stride_batch_y, (uint32_t)(ne20*ne21), + }; + ggml_vk_sync_buffers(subctx); + ggml_vk_dispatch_pipeline(ctx, subctx, dmmv, { { d_X, x_buf_offset, x_sz * ne02 * ne03 }, { d_Y, y_buf_offset, y_sz * ne12 * ne13 }, { d_D, d_buf_offset, d_sz * ne22 * ne23} }, sizeof(vk_mat_vec_push_constants), &pc, { (uint32_t)ne01, (uint32_t)(ne12 * ne13), 1}); } static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { @@ -3011,7 +3324,7 @@ static bool ggml_vk_can_mul_mat(const ggml_tensor * src0, const ggml_tensor * sr ((ne0 >= 32 && ne1 >= 32 && ne10 >= 32) || src0->backend == GGML_BACKEND_TYPE_GPU); } -static void ggml_vk_mul_mat(ggml_backend_vk_context * ctx, vk_context * subctx, const struct ggml_tensor * src0, const struct ggml_tensor * src1, struct ggml_tensor * dst) { +static void ggml_vk_mul_mat(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { #ifdef GGML_VULKAN_DEBUG std::cerr << "ggml_vk_mul_mat(" << src0 << ", " << src1 << ", " << dst << ")" << std::endl; #endif @@ -3026,9 +3339,347 @@ static void ggml_vk_mul_mat(ggml_backend_vk_context * ctx, vk_context * subctx, } } -// static void ggml_vk_mul_mat_id(ggml_backend_vk_context * ctx, vk_context * subctx, const struct ggml_tensor * src0, const struct ggml_tensor * src1, struct ggml_tensor * dst) { -// -// } +/*static void ggml_vk_mul_mat_id_q_f16(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << "ggml_vk_mul_mat_id_q_f16((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", backend=" << src0->backend << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; + std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", backend=" << src1->backend << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; + std::cerr << "), (" << ids << ", name=" << ids->name << ", type=" << ids->type << ", backend=" << ids->backend << ", ne0=" << ids->ne[0] << ", ne1=" << ids->ne[1] << ", ne2=" << ids->ne[2] << ", ne3=" << ids->ne[3] << ", nb0=" << ids->nb[0] << ", nb1=" << ids->nb[1] << ", nb2=" << ids->nb[2] << ", nb3=" << ids->nb[3]; + std::cerr << "), (" << dst << ", name=" << dst->name << ", type=" << dst->type << ", backend=" << dst->backend << ", ne0=" << dst->ne[0] << ", ne1=" << dst->ne[1] << ", ne2=" << dst->ne[2] << ", ne3=" << dst->ne[3] << ", nb0=" << dst->nb[0] << ", nb1=" << dst->nb[1] << ", nb2=" << dst->nb[2] << ", nb3=" << dst->nb[3] << "),)" << std::endl; +#endif + GGML_ASSERT(src0->type == GGML_TYPE_I32); + GGML_ASSERT(ggml_vk_dim01_contiguous(src1) || src1->type == GGML_TYPE_F32 || src1->type == GGML_TYPE_F16); // NOLINT + + const uint64_t ne00 = src0->ne[0]; + const uint64_t ne01 = src0->ne[1]; + const uint64_t ne02 = src0->ne[2]; + const uint64_t ne03 = src0->ne[3]; + + const uint64_t ne10 = src1->ne[0]; + const uint64_t ne11 = src1->ne[1]; + const uint64_t ne12 = src1->ne[2]; + const uint64_t ne13 = src1->ne[3]; + + const uint32_t nb11 = src1->nb[1]; + + const uint64_t ne20 = dst->ne[0]; + const uint64_t ne21 = dst->ne[1]; + + const uint64_t r2 = ne12 / ne02; + const uint64_t r3 = ne13 / ne03; + + const uint32_t nbi1 = src0->nb[1]; + const uint32_t idx = ((uint32_t *) dst->op_params)[0]; + const uint64_t n_as = ne02; + + GGML_ASSERT(n_as <= 8); + + ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) dst->extra; + ggml_tensor_extra_gpu * extra_src0 = (ggml_tensor_extra_gpu *) src0->extra; + ggml_tensor_extra_gpu * extra_src1 = (ggml_tensor_extra_gpu *) src1->extra; + ggml_tensor_extra_gpu * extra_ids = (ggml_tensor_extra_gpu *) ids->extra; + + vk_buffer d_Qx; + size_t qx_buf_offset = 0; + vk_buffer d_Qy; + size_t qy_buf_offset = 0; + + bool src0_uma = false; + bool src1_uma = false; + + if (ctx->device->uma) { + ggml_vk_host_get(ctx, src0->data, d_Qx, qx_buf_offset); + ggml_vk_host_get(ctx, src1->data, d_Qy, qy_buf_offset); + src0_uma = d_Qx != nullptr; + src1_uma = d_Qy != nullptr; + } + + const bool x_non_contig = !ggml_vk_dim01_contiguous(src0); + const bool y_non_contig = !ggml_vk_dim01_contiguous(src1); + + const bool y_f32_kernel = src1->type == GGML_TYPE_F32 && !y_non_contig; + + vk_matmul_pipeline mmp = ggml_vk_get_mul_mat_mat_id_pipeline(ctx, src0->type, y_non_contig ? GGML_TYPE_F16 : src1->type); + + const bool qx_needs_dequant = mmp == nullptr || x_non_contig; + const bool qy_needs_dequant = (src1->type != GGML_TYPE_F16 && !y_f32_kernel) || y_non_contig; + + if (mmp == nullptr) { + GGML_ASSERT(false); + } + + // Not implemented + GGML_ASSERT(y_non_contig || !qy_needs_dequant); // NOLINT + + const int x_ne = ne01 * ne00; + const int y_ne = ne11 * ne10; + const int d_ne = ne11 * ne01; + + const uint32_t kpad = ggml_vk_align_size(ne10, ggml_vk_guess_matmul_pipeline_align(ctx, mmp, ne01, ne11)); + const bool aligned = ne10 == kpad && ne01 > 8 && ne11 > 8; + + const uint32_t split_k = ggml_vk_guess_split_k(ne01, ne11, ne10); + + vk_pipeline pipeline = ggml_vk_guess_matmul_pipeline(ctx, mmp, ne01, ne11, aligned); + + const uint64_t qx_sz = ggml_type_size(src0->type) * x_ne / ggml_blck_size(src0->type); + const uint64_t qy_sz = ggml_type_size(src1->type) * y_ne / ggml_blck_size(src1->type); + const uint64_t x_sz = !qx_needs_dequant ? qx_sz : sizeof(ggml_fp16_t) * x_ne; + const uint64_t y_sz = y_f32_kernel ? sizeof(float) * y_ne : sizeof(ggml_fp16_t) * y_ne; + const uint64_t d_sz = sizeof(float) * d_ne; + + vk_buffer d_D = extra->buffer_gpu.lock(); + const uint64_t d_buf_offset = extra->offset; + GGML_ASSERT(d_D != nullptr); + GGML_ASSERT(d_D->size >= d_buf_offset + d_sz * ne02 * ne03); + vk_buffer d_X; + uint64_t x_buf_offset = 0; + vk_buffer d_Y; + uint64_t y_buf_offset = 0; + if (!src0_uma) { + d_Qx = extra_src0->buffer_gpu.lock(); + qx_buf_offset = extra_src0->offset; + GGML_ASSERT(d_Qx != nullptr); + } + if (!src1_uma) { + d_Qy = extra_src1->buffer_gpu.lock(); + qy_buf_offset = extra_src1->offset; + GGML_ASSERT(d_Qy != nullptr); + } + if (qx_needs_dequant) { + d_X = ctx->prealloc_x; + GGML_ASSERT(d_X->size >= x_sz * ne02 * ne03); + } else { + d_X = d_Qx; + x_buf_offset = qx_buf_offset; + GGML_ASSERT(qx_sz == x_sz); + } + if (qy_needs_dequant) { + d_Y = ctx->prealloc_y; + GGML_ASSERT(d_Y->size >= y_sz * ne02 * ne03); + } else { + d_Y = d_Qy; + y_buf_offset = qy_buf_offset; + GGML_ASSERT(qy_sz == y_sz); + } + + vk_pipeline to_fp16_vk_0 = nullptr; + vk_pipeline to_fp16_vk_1 = nullptr; + + if (x_non_contig) { + to_fp16_vk_0 = ggml_vk_get_cpy_pipeline(ctx, src0->type, GGML_TYPE_F16); + } else { + to_fp16_vk_0 = ggml_vk_get_to_fp16(ctx, src0->type); + } + if (y_non_contig) { + to_fp16_vk_1 = ggml_vk_get_cpy_pipeline(ctx, src1->type, GGML_TYPE_F16); + } else { + to_fp16_vk_1 = ggml_vk_get_to_fp16(ctx, src1->type); + } + GGML_ASSERT(!qx_needs_dequant || to_fp16_vk_0 != nullptr); // NOLINT + GGML_ASSERT(!qy_needs_dequant || to_fp16_vk_1 != nullptr); // NOLINT + + // Allocate descriptor sets + ggml_pipeline_allocate_descriptor_sets(ctx, pipeline, 1); + if (qx_needs_dequant) { + ggml_pipeline_allocate_descriptor_sets(ctx, to_fp16_vk_0, 1); + } + if (qy_needs_dequant) { + ggml_pipeline_allocate_descriptor_sets(ctx, to_fp16_vk_1, 1); + } + if (split_k > 1) { + ggml_pipeline_allocate_descriptor_sets(ctx, ctx->device->pipeline_matmul_split_k_reduce, 1); + } + + if (x_non_contig) { + ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_0, src0, { d_Qx, qx_buf_offset, VK_WHOLE_SIZE }, { d_X, 0, VK_WHOLE_SIZE }); + } else if (qx_needs_dequant) { + const std::vector pc = { (uint32_t)ne01, (uint32_t)ne10, (uint32_t)ne10, (uint32_t)ne10, (uint32_t)(ggml_nelements(src0)) }; + ggml_vk_sync_buffers(subctx); + ggml_vk_dispatch_pipeline(ctx, subctx, to_fp16_vk_0, { { d_Qx, qx_buf_offset, qx_sz * ne02 * ne03 }, { d_X, 0, x_sz * ne02 * ne03 } }, pc.size() * sizeof(uint32_t), pc.data(), { (uint32_t)(x_ne * ne02 * ne03), 1, 1}); + } + if (y_non_contig) { + ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_1, src1, { d_Qy, qy_buf_offset, VK_WHOLE_SIZE }, { d_Y, 0, VK_WHOLE_SIZE }); + } + + uint32_t stride_batch_x = ne00*ne01; + uint32_t stride_batch_y = ne10*ne11; + + if (!ggml_vk_dim01_contiguous(src0) && !qx_needs_dequant) { + stride_batch_x = src0->nb[0] / ggml_type_size(src0->type); + } + + if (!ggml_vk_dim01_contiguous(src1) && !qy_needs_dequant) { + stride_batch_y = src1->nb[0] / ggml_type_size(src1->type); + } + + // compute + ggml_vk_matmul( + ctx, subctx, pipeline, + { d_X, x_buf_offset, x_sz * ne02 * ne03 }, { d_Y, y_buf_offset, y_sz * ne12 * ne13 }, + { d_D, d_buf_offset, d_sz * ne12 * ne13 }, { ctx->prealloc_split_k, 0, d_sz * ne12 * ne13 * split_k }, + ne01, ne11, ne10, ne10, ne10, ne01, split_k, ne12*ne13, ne02, ne12, r2, r3, stride_batch_x, stride_batch_y, ne20*ne21, + nb11 / ggml_type_size(src1->type), ne20, idx, nbi1, n_as + ); // NOLINT +} + +static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << "ggml_vk_mul_mat_vec_id_q_f16((" << src0 << ", name=" << src0->name << ", type=" << src0->type << ", backend=" << src0->backend << ", ne0=" << src0->ne[0] << ", ne1=" << src0->ne[1] << ", ne2=" << src0->ne[2] << ", ne3=" << src0->ne[3] << ", nb0=" << src0->nb[0] << ", nb1=" << src0->nb[1] << ", nb2=" << src0->nb[2] << ", nb3=" << src0->nb[3]; + std::cerr << "), (" << src1 << ", name=" << src1->name << ", type=" << src1->type << ", backend=" << src1->backend << ", ne0=" << src1->ne[0] << ", ne1=" << src1->ne[1] << ", ne2=" << src1->ne[2] << ", ne3=" << src1->ne[3] << ", nb0=" << src1->nb[0] << ", nb1=" << src1->nb[1] << ", nb2=" << src1->nb[2] << ", nb3=" << src1->nb[3]; + std::cerr << "), (" << dst << ", name=" << dst->name << ", type=" << dst->type << ", backend=" << dst->backend << ", ne0=" << dst->ne[0] << ", ne1=" << dst->ne[1] << ", ne2=" << dst->ne[2] << ", ne3=" << dst->ne[3] << ", nb0=" << dst->nb[0] << ", nb1=" << dst->nb[1] << ", nb2=" << dst->nb[2] << ", nb3=" << dst->nb[3] << "),)" << std::endl; +#endif + GGML_ASSERT(ggml_vk_dim01_contiguous(src0) || src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16); // NOLINT + GGML_ASSERT(ggml_vk_dim01_contiguous(src1) || src1->type == GGML_TYPE_F32 || src1->type == GGML_TYPE_F16); // NOLINT + + const uint64_t ne00 = src0->ne[0]; + const uint64_t ne01 = src0->ne[1]; + const uint64_t ne02 = src0->ne[2]; + const uint64_t ne03 = src0->ne[3]; + + const uint64_t ne10 = src1->ne[0]; + const uint64_t ne11 = src1->ne[1]; + const uint64_t ne12 = src1->ne[2]; + const uint64_t ne13 = src1->ne[3]; + + GGML_ASSERT(ne11 == 1); + + const uint64_t ne20 = dst->ne[0]; + const uint64_t ne21 = dst->ne[1]; + const uint64_t ne22 = dst->ne[2]; + const uint64_t ne23 = dst->ne[3]; + + const uint64_t nb22 = dst->nb[2]; + const uint64_t nb23 = dst->nb[3]; + + const uint64_t r2 = ne12 / ne02; + const uint64_t r3 = ne13 / ne03; + + ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) dst->extra; + ggml_tensor_extra_gpu * extra_src0 = (ggml_tensor_extra_gpu *) src0->extra; + ggml_tensor_extra_gpu * extra_src1 = (ggml_tensor_extra_gpu *) src1->extra; + + vk_buffer d_Qx; + size_t qx_buf_offset = 0; + vk_buffer d_Qy; + size_t qy_buf_offset = 0; + + bool src0_uma = false; + bool src1_uma = false; + + if (ctx->device->uma) { + ggml_vk_host_get(ctx, src0->data, d_Qx, qx_buf_offset); + ggml_vk_host_get(ctx, src1->data, d_Qy, qy_buf_offset); + src0_uma = d_Qx != nullptr; + src1_uma = d_Qy != nullptr; + } + + const bool x_non_contig = !ggml_vk_dim01_contiguous(src0); + const bool y_non_contig = !ggml_vk_dim01_contiguous(src1); + + const bool f16_f32_kernel = src1->type == GGML_TYPE_F32; + + const bool qx_needs_dequant = x_non_contig; + const bool qy_needs_dequant = (src1->type != GGML_TYPE_F16 && !f16_f32_kernel) || y_non_contig; + + // Not implemented + GGML_ASSERT(y_non_contig || !qy_needs_dequant); // NOLINT + + const uint64_t x_ne = ne01 * ne00; + const uint64_t y_ne = ne11 * ne10; + const uint64_t d_ne = ne11 * ne01; + + const uint64_t qx_sz = ggml_vk_align_size(ggml_type_size(src0->type) * x_ne / ggml_blck_size(src0->type), ctx->device->properties.limits.minStorageBufferOffsetAlignment); + const uint64_t qy_sz = ggml_type_size(src1->type) * y_ne / ggml_blck_size(src1->type); + const uint64_t x_sz = x_non_contig ? ggml_vk_align_size(ggml_type_size(src0->type) * x_ne, ctx->device->properties.limits.minStorageBufferOffsetAlignment) : qx_sz; + const uint64_t y_sz = f16_f32_kernel ? sizeof(float) * y_ne : sizeof(ggml_fp16_t) * y_ne; + const uint64_t d_sz = sizeof(float) * d_ne; + + vk_buffer d_D = extra->buffer_gpu.lock(); + const uint64_t d_buf_offset = extra->offset; + GGML_ASSERT(d_D != nullptr); + vk_buffer d_X; + uint64_t x_buf_offset = 0; + vk_buffer d_Y; + uint64_t y_buf_offset = 0; + if(!src0_uma) { + d_Qx = extra_src0->buffer_gpu.lock(); + qx_buf_offset = extra_src0->offset; + GGML_ASSERT(d_Qx != nullptr); + } + if(!src1_uma) { + d_Qy = extra_src1->buffer_gpu.lock(); + qy_buf_offset = extra_src1->offset; + GGML_ASSERT(d_Qy != nullptr); + } + if (qx_needs_dequant) { + d_X = ctx->prealloc_x; + } else { + d_X = d_Qx; + x_buf_offset = qx_buf_offset; + GGML_ASSERT(qx_sz == x_sz); + } + if (qy_needs_dequant) { + d_Y = ctx->prealloc_y; + } else { + d_Y = d_Qy; + y_buf_offset = qy_buf_offset; + GGML_ASSERT(qy_sz == y_sz); + } + + vk_pipeline to_fp16_vk_0 = nullptr; + vk_pipeline to_fp16_vk_1 = nullptr; + if (x_non_contig) { + to_fp16_vk_0 = ggml_vk_get_cpy_pipeline(ctx, src0->type, src0->type); + } + if (y_non_contig) { + to_fp16_vk_1 = ggml_vk_get_cpy_pipeline(ctx, src1->type, src1->type); + } else { + to_fp16_vk_1 = ggml_vk_get_to_fp16(ctx, src1->type); + } + vk_pipeline dmmv = ggml_vk_get_dequantize_mul_mat_vec(ctx, src0->type, src1->type); + GGML_ASSERT(!qx_needs_dequant || to_fp16_vk_0 != nullptr); // NOLINT + GGML_ASSERT(!qy_needs_dequant || to_fp16_vk_1 != nullptr); // NOLINT + GGML_ASSERT(dmmv != nullptr); + + // Allocate descriptor sets + if (qx_needs_dequant) { + ggml_pipeline_allocate_descriptor_sets(ctx, to_fp16_vk_0, 1); + } + if (qy_needs_dequant) { + ggml_pipeline_allocate_descriptor_sets(ctx, to_fp16_vk_1, y_non_contig ? 1 : ne12 * ne13); + } + ggml_pipeline_allocate_descriptor_sets(ctx, dmmv, ne12 * ne13); + + if (x_non_contig) { + GGML_ASSERT(x_sz == ggml_vk_align_size(ggml_type_size(src0->type) * x_ne, ctx->device->properties.limits.minStorageBufferOffsetAlignment)); + ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_0, src0, { d_Qx, qx_buf_offset, VK_WHOLE_SIZE }, { d_X, 0, VK_WHOLE_SIZE }); + } + if (y_non_contig) { + GGML_ASSERT(y_sz == ggml_type_size(src1->type) * y_ne); + ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_1, src1, { d_Qy, qy_buf_offset, VK_WHOLE_SIZE }, { d_Y, 0, VK_WHOLE_SIZE }); + } + + uint32_t stride_batch_x = ne00*ne01; + uint32_t stride_batch_y = ne10*ne11; + + if (!ggml_vk_dim01_contiguous(src0) && !qx_needs_dequant) { + stride_batch_x = src0->nb[0] / ggml_type_size(src0->type); + } + + if (!ggml_vk_dim01_contiguous(src1) && !qy_needs_dequant) { + stride_batch_y = src1->nb[0] / ggml_type_size(src1->type); + } + + // compute + const vk_mat_vec_push_constants pc = { + (uint32_t)ne00, (uint32_t)ne10, (uint32_t)ne10, (uint32_t)ne01, + (uint32_t)ne02, (uint32_t)ne12, (uint32_t)r2, (uint32_t)r3, + stride_batch_x, stride_batch_y, (uint32_t)(ne20*ne21), + // 0, 0, 0, 0, 1 + }; + ggml_vk_sync_buffers(subctx); + ggml_vk_dispatch_pipeline(ctx, subctx, dmmv, { { d_X, x_buf_offset, x_sz * ne02 * ne03 }, { d_Y, y_buf_offset, y_sz * ne12 * ne13 }, { d_D, d_buf_offset, d_sz * ne22 * ne23} }, sizeof(vk_mat_vec_push_constants), &pc, { (uint32_t)ne01, (uint32_t)(ne12 * ne13), 1}); +}*/ static void ggml_vk_op_repeat(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { // guaranteed to be an integer due to the check in ggml_can_repeat @@ -3178,14 +3829,15 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const } return nullptr; case GGML_OP_SOFT_MAX: -#pragma message("TODO: add ggml_vk_soft_max() F16 src1 and src2 support") -#pragma message("ref: https://github.com/ggerganov/llama.cpp/pull/5021") - GGML_ASSERT(!src1 || src1->type == GGML_TYPE_F32); - GGML_ASSERT(!src2 || src2->type == GGML_TYPE_F32); + GGML_ASSERT(!src1 || src1->type == GGML_TYPE_F32 || src1->type == GGML_TYPE_F16); + GGML_ASSERT(!src2 || src2->type == GGML_TYPE_F32 || src2->type == GGML_TYPE_F16); if (src0->type == GGML_TYPE_F32 && (src1 == nullptr || src1->type == GGML_TYPE_F32) && (src2 == nullptr || src2->type == GGML_TYPE_F32) && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_soft_max_f32; } + if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F16 && src2->type == GGML_TYPE_F16 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_soft_max_f32_f16; + } return nullptr; case GGML_OP_ROPE: { @@ -3233,6 +3885,21 @@ static ggml_vk_func_t ggml_vk_op_get_func(ggml_op op) { } } +static bool ggml_vk_op_supports_incontiguous(ggml_op op) { + switch (op) { + case GGML_OP_CPY: + case GGML_OP_GET_ROWS: + case GGML_OP_ADD: + case GGML_OP_MUL: + case GGML_OP_SCALE: + case GGML_OP_SQR: + case GGML_OP_CLAMP: + return true; + default: + return false; + } +} + template static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, ggml_tensor * dst, ggml_op op, const PC&& pc) { #ifdef GGML_VULKAN_DEBUG @@ -3284,6 +3951,8 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c return; } + const bool op_supports_incontiguous = ggml_vk_op_supports_incontiguous(op); + ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) dst->extra; ggml_tensor_extra_gpu * extra_src0 = (ggml_tensor_extra_gpu *) src0->extra; ggml_tensor_extra_gpu * extra_src1 = use_src1 ? (ggml_tensor_extra_gpu *) src1->extra : nullptr; @@ -3345,7 +4014,7 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c GGML_ASSERT(d_Z != nullptr); } - if (op == GGML_OP_CPY || op == GGML_OP_GET_ROWS) { + if (op_supports_incontiguous) { x_sz = ggml_nbytes(src0); y_sz = use_src1 ? ggml_nbytes(src1) : 0; d_sz = ggml_nbytes(dst); @@ -3364,7 +4033,7 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c std::array elements; // Single call if dimension 2 is contiguous - if (op == GGML_OP_CPY || op == GGML_OP_GET_ROWS || (ggml_is_contiguous(src0) && (src1 == nullptr || ggml_is_contiguous(src1)))) { + if (op_supports_incontiguous || (ggml_is_contiguous(src0) && (src1 == nullptr || ggml_is_contiguous(src1)))) { ggml_pipeline_allocate_descriptor_sets(ctx, pipeline, 1); switch (dst->op) { @@ -3385,7 +4054,7 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c break; } - if (op != GGML_OP_CPY && op != GGML_OP_GET_ROWS) { + if (!op_supports_incontiguous) { if (x_sz != VK_WHOLE_SIZE) { x_sz *= ne02 * ne03; } @@ -3403,14 +4072,14 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c if (use_src1) { subbuf_y = { d_Y, y_buf_offset, y_sz }; } else { - subbuf_y = { ctx->prealloc_y, 0, ctx->prealloc_y->size }; + subbuf_y = { d_X, 0, d_X->size }; } vk_subbuffer subbuf_z; if (use_src2) { subbuf_z = { d_Z, z_buf_offset, z_sz }; } else { - subbuf_z = { ctx->prealloc_y, 0, ctx->prealloc_y->size }; + subbuf_z = { d_X, 0, d_X->size }; } ggml_vk_sync_buffers(subctx); @@ -3582,7 +4251,9 @@ static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context * subctx, cons } static void ggml_vk_norm(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_NORM, { (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], 0.0f, 0.0f }); + float * op_params = (float *)dst->op_params; + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_NORM, { (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], op_params[0], 0.0f }); } static void ggml_vk_rms_norm(ggml_backend_vk_context * ctx, vk_context * subctx, const ggml_tensor * src0, ggml_tensor * dst) { @@ -3617,7 +4288,7 @@ static void ggml_vk_soft_max(ggml_backend_vk_context * ctx, vk_context * subctx, ggml_vk_op_f32(ctx, subctx, src0, src1, src2, dst, GGML_OP_SOFT_MAX, { ncols, - nrows_y, + src1 != nullptr ? nrows_y : (uint32_t)0, src2 != nullptr ? (uint32_t)1 : (uint32_t)0, scale, max_bias, m0, m1, @@ -3834,7 +4505,10 @@ static void ggml_vk_test_matmul(ggml_backend_vk_context * ctx, size_t m, size_t vk_context * subctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); for (size_t i = 0; i < num_it; i++) { ggml_vk_ctx_begin(ctx, subctx); - ggml_vk_matmul(ctx, subctx, p, ggml_vk_subbuffer(d_X), ggml_vk_subbuffer(d_Y), ggml_vk_subbuffer(d_D), ggml_vk_subbuffer(ctx->prealloc_split_k), m, n, k, k, k, m, split_k, batch, batch, batch, 1, 1, k*m, k*n, m*n); + ggml_vk_matmul( + ctx, subctx, p, ggml_vk_subbuffer(d_X), ggml_vk_subbuffer(d_Y), ggml_vk_subbuffer(d_D), ggml_vk_subbuffer(ctx->prealloc_split_k), + m, n, k, k, k, m, split_k, batch, batch, batch, 1, 1, k*m, k*n, m*n, 0, 0, 0, 0, 1 + ); ggml_vk_ctx_end(subctx); } @@ -4339,7 +5013,10 @@ static void ggml_vk_test_dequant_matmul(ggml_backend_vk_context * ctx, size_t m, vk_context * subctx = ggml_vk_create_context(ctx, ctx->device->compute_queue); for (size_t i = 0; i < num_it; i++) { ggml_vk_ctx_begin(ctx, subctx); - ggml_vk_matmul(ctx, subctx, p, ggml_vk_subbuffer(qx_buf), ggml_vk_subbuffer(y_buf), ggml_vk_subbuffer(d_buf), ggml_vk_subbuffer(ctx->prealloc_split_k), m, n, k, k, k, m, split_k, batch, batch, batch, 1, 1, k*m, k*n, m*n); + ggml_vk_matmul( + ctx, subctx, p, ggml_vk_subbuffer(qx_buf), ggml_vk_subbuffer(y_buf), ggml_vk_subbuffer(d_buf), ggml_vk_subbuffer(ctx->prealloc_split_k), + m, n, k, k, k, m, split_k, batch, batch, batch, 1, 1, k*m, k*n, m*n, 0, 0, 0, 0, 1 + ); ggml_vk_ctx_end(subctx); } @@ -4590,6 +5267,8 @@ static void ggml_vk_preallocate_buffers(ggml_backend_vk_context * ctx) { ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q5_K); ggml_vk_test_dequant(ctx, 7680, GGML_TYPE_Q6_K); + ggml_vk_test_matmul(ctx, 512, 512, 100, 32, 100, 1, 2); + ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 0); ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 1); ggml_vk_test_matmul(ctx, 128, 512, 512, 2, 100, 1, 2); @@ -4739,7 +5418,7 @@ static void ggml_vk_preallocate_buffers(ggml_backend_vk_context * ctx) { } static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * node, bool last_node){ - if (ctx->disable || node->backend != GGML_BACKEND_TYPE_GPU) { + if (ctx->disable || node->backend != GGML_BACKEND_TYPE_GPU || ggml_is_empty(node)) { return; } @@ -5539,7 +6218,7 @@ GGML_CALL static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backen int last_node = cgraph->n_nodes - 1; // If the last op in the cgraph isn't backend GPU, the command buffer doesn't get closed properly - while (last_node > 0 && cgraph->nodes[last_node]->backend != GGML_BACKEND_TYPE_GPU) { + while (last_node > 0 && (cgraph->nodes[last_node]->backend != GGML_BACKEND_TYPE_GPU || ggml_is_empty(cgraph->nodes[last_node]))) { last_node -= 1; } @@ -5577,6 +6256,8 @@ GGML_CALL static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backen } GGML_CALL static bool ggml_backend_vk_supports_op(ggml_backend_t backend, const ggml_tensor * op) { + // ggml_backend_vk_context * ctx = (ggml_backend_vk_context *) backend->context; + switch (op->op) { case GGML_OP_UNARY: switch (ggml_get_unary_op(op)) { @@ -6199,7 +6880,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_compute_ tensor_clone = ggml_soft_max(ggml_ctx, src0_clone); } } else if (tensor->op == GGML_OP_DIAG_MASK_INF) { - tensor_clone = ggml_diag_mask_inf(ggml_ctx, src0_clone, *(float *)tensor->op_params); + tensor_clone = ggml_diag_mask_inf(ggml_ctx, src0_clone, *(int *)tensor->op_params); } else if (tensor->op == GGML_OP_ROPE) { const int n_dims = ((int32_t *) tensor->op_params)[1]; const int mode = ((int32_t *) tensor->op_params)[2]; @@ -6247,6 +6928,8 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_compute_ tensor_clone = ggml_transpose(ggml_ctx, src0_clone); } else if (tensor->op == GGML_OP_GET_ROWS) { tensor_clone = ggml_get_rows(ggml_ctx, src0_clone, src1_clone); + } else if (tensor->op == GGML_OP_ARGSORT) { + tensor_clone = ggml_argsort(ggml_ctx, src0_clone, (ggml_sort_order) *(int *)tensor->op_params); } else { std::cerr << "Missing vk_check_results OP: " << ggml_op_name(tensor->op) << std::endl; GGML_ASSERT(false); @@ -6280,7 +6963,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_compute_ free(src1_buffer); } if (src2 != nullptr) { - free(src1_buffer); + free(src2_buffer); } ggml_free(ggml_ctx); diff --git a/ggml_vk_generate_shaders.py b/ggml_vk_generate_shaders.py index 1d9a0cc82..162cf5c6e 100644 --- a/ggml_vk_generate_shaders.py +++ b/ggml_vk_generate_shaders.py @@ -167,47 +167,54 @@ struct block_q6_K # Dequant functions shader_float_dequant_func = """ -#define DEQUANT_FUNC vec2 v = vec2(ib, ib); // data_a[ib], data_a[ib + 1]); +vec2 dequantize(uint ib, uint iqs, uint a_offset) { + return vec2(data_a[a_offset + ib], data_a[a_offset + ib + 1]); +} """ shader_q4_0_dequant_func = """ -#define DEQUANT_FUNC const float d = float(data_a[ib].d); \ -const uint vui = uint(data_a[ib].qs[iqs]); \ -vec2 v = vec2(vui & 0xF, vui >> 4); \ -v = (v - 8.0f)*d; +vec2 dequantize(uint ib, uint iqs, uint a_offset) { + const float d = float(data_a[a_offset + ib].d); + const uint vui = uint(data_a[a_offset + ib].qs[iqs]); + return (vec2(vui & 0xF, vui >> 4) - 8.0f) * d; +} """ shader_q4_1_dequant_func = """ -#define DEQUANT_FUNC const float d = float(data_a[ib].d); \ -const float m = float(data_a[ib].m); \ -const uint vui = uint(data_a[ib].qs[iqs]); \ -vec2 v = vec2(vui & 0xF, vui >> 4); \ -v = v*d + m; +vec2 dequantize(uint ib, uint iqs, uint a_offset) { + const float d = float(data_a[a_offset + ib].d); + const float m = float(data_a[a_offset + ib].m); + const uint vui = uint(data_a[a_offset + ib].qs[iqs]); + return vec2(vui & 0xF, vui >> 4) * d + m; +} """ shader_q5_0_dequant_func = """ -#define DEQUANT_FUNC const float d = float(data_a[ib].d); \ -const uint uint_qh = uint(data_a[ib].qh[1]) << 16 | data_a[ib].qh[0]; \ -const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); \ -const uint vui = uint(data_a[ib].qs[iqs]); \ -vec2 v = vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y); \ -v = (v - 16.0f) * d; +vec2 dequantize(uint ib, uint iqs, uint a_offset) { + const float d = float(data_a[a_offset + ib].d); + const uint uint_qh = uint(data_a[a_offset + ib].qh[1]) << 16 | data_a[a_offset + ib].qh[0]; + const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); + const uint vui = uint(data_a[a_offset + ib].qs[iqs]); + return (vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y) - 16.0f) * d; +} """ shader_q5_1_dequant_func = """ -#define DEQUANT_FUNC const float d = float(data_a[ib].d); \ -const float m = float(data_a[ib].m); \ -const uint uint_qh = data_a[ib].qh; \ -const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); \ -const uint vui = uint(data_a[ib].qs[iqs]); \ -vec2 v = vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y); \ -v = v*d + m; +vec2 dequantize(uint ib, uint iqs, uint a_offset) { + const float d = float(data_a[a_offset + ib].d); + const float m = float(data_a[a_offset + ib].m); + const uint uint_qh = data_a[a_offset + ib].qh; + const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); + const uint vui = uint(data_a[a_offset + ib].qs[iqs]); + return vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y) * d + m; +} """ shader_q8_0_dequant_func = """ -#define DEQUANT_FUNC const float d = float(data_a[ib].d); \ -vec2 v = vec2(int(data_a[ib].qs[iqs]), int(data_a[ib].qs[iqs + 1])); \ -v = v * d; +vec2 dequantize(uint ib, uint iqs, uint a_offset) { + const float d = float(data_a[a_offset + ib].d); + return vec2(int(data_a[a_offset + ib].qs[iqs]), int(data_a[a_offset + ib].qs[iqs + 1])) * d; +} """ # MULMAT @@ -217,6 +224,15 @@ mulmat_head = """#version 450 #extension GL_EXT_control_flow_attributes : enable #extension GL_EXT_shader_16bit_storage : require +#ifdef MUL_MAT_ID +#extension GL_EXT_buffer_reference2 : require +#extension GL_EXT_nonuniform_qualifier : require +#extension GL_EXT_scalar_block_layout : require +#extension GL_EXT_shader_explicit_arithmetic_types_int8 : require + +#define EXPERT_COUNT 8 +#endif + #ifndef LOAD_VEC_A #define LOAD_VEC_A 1 #endif @@ -232,6 +248,10 @@ layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; +#ifdef MUL_MAT_ID +layout (binding = 3) readonly buffer IDS {int data_ids[];}; +#endif + layout (push_constant) uniform parameter { uint M; @@ -250,6 +270,21 @@ layout (push_constant) uniform parameter uint batch_stride_a; uint batch_stride_b; uint batch_stride_d; + +#ifdef MUL_MAT_ID + uint expert_stride_a; + uint expert_stride_b0; + uint expert_stride_b1; + uint expert_stride_d; + + uint ids_stride; + + uint n_as; + uint nei0; + uint nei1; + uint nbi1; + uint ne11; +#endif } p; layout (constant_id = 1) const uint BM = 64; @@ -265,9 +300,20 @@ layout (constant_id = 9) const uint WARP = 32; shared FLOAT_TYPE buf_a[BM * (BK+1)]; shared FLOAT_TYPE buf_b[BN * (BK+1)]; +#ifdef MUL_MAT_ID +shared u8vec2 rowids[2048]; +#endif + void main() { - const uint i13 = gl_GlobalInvocationID.z / p.ne12; - const uint i12 = gl_GlobalInvocationID.z % p.ne12; +#ifdef MUL_MAT_ID + const uint batch_idx = gl_GlobalInvocationID.z / p.n_as; + const uint expert_idx = gl_GlobalInvocationID.z % p.n_as; +#else + const uint batch_idx = gl_GlobalInvocationID.z; +#endif + + const uint i13 = batch_idx / p.ne12; + const uint i12 = batch_idx % p.ne12; const uint i03 = i13 / p.broadcast3; const uint i02 = i12 / p.broadcast2; @@ -299,11 +345,35 @@ void main() { const uint loadstride_a = gl_WorkGroupSize.x * LOAD_VEC_A / BK; const uint loadstride_b = gl_WorkGroupSize.x * LOAD_VEC_B / BK; +#ifdef MUL_MAT_ID + uint _ne1 = 0; + for (uint ii1 = 0; ii1 < p.nei1; ii1++) { + for (uint ii0 = 0; ii0 < p.nei0; ii0++) { + if (data_ids[ii1*p.nbi1 + ii0] == expert_idx) { + rowids[_ne1] = u8vec2(ii0, ii1); + _ne1++; + } + } + } + + const u8vec2 id = rowids[ir * BN + ic]; +#endif + const uint start_k = ik * p.k_split; const uint end_k = min(p.K, (ik + 1) * p.k_split); - uint pos_a = (batch_idx_a * p.batch_stride_a + ir * BM * p.stride_a + start_k) / LOAD_VEC_A; - uint pos_b = (gl_GlobalInvocationID.z * p.batch_stride_b + ic * BN * p.stride_b + start_k) / LOAD_VEC_B; + uint pos_a = ( +#ifdef MUL_MAT_ID + expert_idx * p.expert_stride_a + +#endif + batch_idx_a * p.batch_stride_a + ir * BM * p.stride_a + start_k) / LOAD_VEC_A; + uint pos_b = ( +#ifdef MUL_MAT_ID + id.y * p.expert_stride_b1 + + (id.x % p.ne11) * p.expert_stride_b0 + +#endif + batch_idx * p.batch_stride_b + + ic * BN * p.stride_b + start_k) / LOAD_VEC_B; float sums[WMITER * TM * WNITER * TN]; FLOAT_TYPE cache_a[WMITER * TM]; @@ -611,7 +681,11 @@ mulmat_body2 = """ const uint dr = ir * BM + warp_r * WM; const uint dc = ic * BN + warp_c * WN; - const uint offsets = gl_GlobalInvocationID.z * p.batch_stride_d + ik * p.batch_stride_d * gl_NumWorkGroups.z; + const uint offsets = +#ifdef MUL_MAT_ID + expert_idx * p.expert_stride_d + +#endif + batch_idx * p.batch_stride_d + ik * p.batch_stride_d * gl_NumWorkGroups.z; [[unroll]] for (uint wsic = 0; wsic < WNITER; wsic++) { [[unroll]] for (uint wsir = 0; wsir < WMITER; wsir++) { @@ -1077,21 +1151,54 @@ mul_mat_vec_head = """#version 450 #extension GL_EXT_shader_16bit_storage : require #extension GL_EXT_shader_8bit_storage : require +#ifdef MUL_MAT_ID +#define EXPERT_COUNT 8 +#endif +""" + + +mul_mat_vec_layout = """ +layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; +layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; +layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; +#ifdef MUL_MAT_ID +layout (binding = 3) readonly buffer IDS {int data_ids[];}; +#endif + layout (push_constant) uniform parameter { uint ncols; - uint b_offset; - uint d_offset; + uint stride_a; + uint stride_b; + uint stride_d; + + uint ne02; + uint ne12; + uint broadcast2; + uint broadcast3; + + uint batch_stride_a; + uint batch_stride_b; + uint batch_stride_d; + +#ifdef MUL_MAT_ID + uint expert_stride_a; + uint expert_stride_b0; + uint expert_stride_b1; + uint expert_stride_d0; + uint expert_stride_d1; + + uint ne11; + uint nei0; + uint nbi1; + uint n_as; +#endif } p; """ mul_mat_vec_body = """ layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE dst[];}; - layout (constant_id = 0) const uint BLOCK_SIZE = 32; shared FLOAT_TYPE tmp[BLOCK_SIZE]; @@ -1099,6 +1206,41 @@ shared FLOAT_TYPE tmp[BLOCK_SIZE]; void main() { const uint row = gl_WorkGroupID.x; const uint tid = gl_LocalInvocationID.x; + const uint batch_idx = gl_GlobalInvocationID.y; +#ifdef MUL_MAT_ID + const uint expert_idx1 = gl_GlobalInvocationID.z / p.nei0; + const uint expert_idx0 = gl_GlobalInvocationID.z % p.nei0; +#endif + + const uint i13 = batch_idx / p.ne12; + const uint i12 = batch_idx % p.ne12; + + const uint i03 = i13 / p.broadcast3; + const uint i02 = i12 / p.broadcast2; + + const uint batch_idx_a = i03 * p.ne02 + i02; + +#ifdef MUL_MAT_ID + const uint expert_id = data_ids[expert_idx1 * p.nbi1 + expert_idx0]; +#endif + + const uint a_offset = +#ifdef MUL_MAT_ID + expert_id * p.expert_stride_a + +#endif + batch_idx_a * p.batch_stride_a; + const uint b_offset = +#ifdef MUL_MAT_ID + (expert_idx0 % p.ne11) * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_b; + const uint d_offset = +#ifdef MUL_MAT_ID + expert_idx0 * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_d; const uint y_offset = QUANT_R == 1 ? 1 : QUANT_K/2; @@ -1110,11 +1252,11 @@ void main() { const uint iqs = (col%QUANT_K)/QUANT_R; // quant index const uint iybs = col - col%QUANT_K; // y block start index - DEQUANT_FUNC + vec2 v = dequantize(ib, iqs, a_offset / QUANT_K); // matrix multiplication - tmp[tid] += FLOAT_TYPE(v.x) * FLOAT_TYPE(data_b[p.b_offset + iybs + iqs + 0]) + - FLOAT_TYPE(v.y) * FLOAT_TYPE(data_b[p.b_offset + iybs + iqs + y_offset]); + tmp[tid] += FLOAT_TYPE(v.x) * FLOAT_TYPE(data_b[b_offset + iybs + iqs]) + + FLOAT_TYPE(v.y) * FLOAT_TYPE(data_b[b_offset + iybs + iqs + y_offset]); } // sum up partial sums and write back result @@ -1126,7 +1268,7 @@ void main() { barrier(); } if (tid == 0) { - dst[p.d_offset + row] = D_TYPE(tmp[0]); + data_d[d_offset + row] = D_TYPE(tmp[0]); } } """ @@ -1135,17 +1277,48 @@ void main() { mul_mat_vec_q2_K_body = """ layout(local_size_x = 32, local_size_y = 1, local_size_z = 1) in; -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE dst[];}; - shared FLOAT_TYPE tmp[32]; void main() { const uint row = gl_WorkGroupID.x; + const uint batch_idx = gl_GlobalInvocationID.y; +#ifdef MUL_MAT_ID + const uint expert_idx1 = gl_GlobalInvocationID.z / p.nei0; + const uint expert_idx0 = gl_GlobalInvocationID.z % p.nei0; +#endif + + const uint i13 = batch_idx / p.ne12; + const uint i12 = batch_idx % p.ne12; + + const uint i03 = i13 / p.broadcast3; + const uint i02 = i12 / p.broadcast2; + + const uint batch_idx_a = i03 * p.ne02 + i02; + +#ifdef MUL_MAT_ID + const uint expert_id = data_ids[expert_idx1 * p.nbi1 + expert_idx0]; +#endif + + const uint a_offset = +#ifdef MUL_MAT_ID + expert_id * p.expert_stride_a + +#endif + batch_idx_a * p.batch_stride_a; + const uint b_offset = +#ifdef MUL_MAT_ID + (expert_idx0 % p.ne11) * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_b; + const uint d_offset = +#ifdef MUL_MAT_ID + expert_idx0 * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_d; const uint num_blocks_per_row = p.ncols / QUANT_K; - const uint ib0 = row*num_blocks_per_row; + const uint ib0 = a_offset / QUANT_K + row*num_blocks_per_row; const uint tid = gl_LocalInvocationID.x/K_QUANTS_PER_ITERATION; // 0...31 or 0...16 const uint ix = gl_LocalInvocationID.x%K_QUANTS_PER_ITERATION; // 0 or 0, 1 @@ -1171,22 +1344,22 @@ void main() { FLOAT_TYPE sum1 = FLOAT_TYPE(0.0); FLOAT_TYPE sum2 = FLOAT_TYPE(0.0); for (int l = 0; l < K_QUANTS_PER_ITERATION; ++l) { - sum1 += FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 0]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 0] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l + 0] >> 0) & 3) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 16]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 1] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l +16] >> 0) & 3) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 32]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 2] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l + 0] >> 2) & 3) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 48]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 3] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l +16] >> 2) & 3) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 64]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 4] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l + 0] >> 4) & 3) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 80]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 5] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l +16] >> 4) & 3) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 96]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 6] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l + 0] >> 6) & 3) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l +112]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 7] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l +16] >> 6) & 3); - sum2 += FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 0]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 0] >> 4) & 0xF) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 16]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 1] >> 4) & 0xF) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 32]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 2] >> 4) & 0xF) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 48]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 3] >> 4) & 0xF) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 64]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 4] >> 4) & 0xF) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 80]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 5] >> 4) & 0xF) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 96]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 6] >> 4) & 0xF) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l +112]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 7] >> 4) & 0xF); + sum1 += FLOAT_TYPE(data_b[b_offset + y_idx + l + 0]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 0] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l + 0] >> 0) & 3) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 16]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 1] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l +16] >> 0) & 3) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 32]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 2] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l + 0] >> 2) & 3) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 48]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 3] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l +16] >> 2) & 3) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 64]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 4] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l + 0] >> 4) & 3) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 80]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 5] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l +16] >> 4) & 3) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 96]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 6] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l + 0] >> 6) & 3) + + FLOAT_TYPE(data_b[b_offset + y_idx + l +112]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 7] & 0xF) * FLOAT_TYPE((data_a[ib0 + i].qs[q_offset + l +16] >> 6) & 3); + sum2 += FLOAT_TYPE(data_b[b_offset + y_idx + l + 0]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 0] >> 4) & 0xF) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 16]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 1] >> 4) & 0xF) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 32]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 2] >> 4) & 0xF) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 48]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 3] >> 4) & 0xF) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 64]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 4] >> 4) & 0xF) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 80]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 5] >> 4) & 0xF) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 96]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 6] >> 4) & 0xF) + + FLOAT_TYPE(data_b[b_offset + y_idx + l +112]) * FLOAT_TYPE((data_a[ib0 + i].scales[s_offset + 7] >> 4) & 0xF); } tmp[16 * ix + tid] += dall * sum1 - dmin * sum2; } @@ -1200,24 +1373,55 @@ void main() { barrier(); } if (tid == 0) { - dst[p.d_offset + row] = D_TYPE(tmp[0]); + data_d[d_offset + row] = D_TYPE(tmp[0]); } } """ mul_mat_vec_q3_K_body = """ layout(local_size_x = 32, local_size_y = 1, local_size_z = 1) in; -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE dst[];}; - shared FLOAT_TYPE tmp[32]; void main() { const uint row = gl_WorkGroupID.x; + const uint batch_idx = gl_GlobalInvocationID.y; +#ifdef MUL_MAT_ID + const uint expert_idx1 = gl_GlobalInvocationID.z / p.nei0; + const uint expert_idx0 = gl_GlobalInvocationID.z % p.nei0; +#endif + + const uint i13 = batch_idx / p.ne12; + const uint i12 = batch_idx % p.ne12; + + const uint i03 = i13 / p.broadcast3; + const uint i02 = i12 / p.broadcast2; + + const uint batch_idx_a = i03 * p.ne02 + i02; + +#ifdef MUL_MAT_ID + const uint expert_id = data_ids[expert_idx1 * p.nbi1 + expert_idx0]; +#endif + + const uint a_offset = +#ifdef MUL_MAT_ID + expert_id * p.expert_stride_a + +#endif + batch_idx_a * p.batch_stride_a; + const uint b_offset = +#ifdef MUL_MAT_ID + (expert_idx0 % p.ne11) * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_b; + const uint d_offset = +#ifdef MUL_MAT_ID + expert_idx0 * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_d; const uint num_blocks_per_row = p.ncols / QUANT_K; - const uint ib0 = row*num_blocks_per_row; + const uint ib0 = a_offset / QUANT_K + row*num_blocks_per_row; const uint tid = gl_LocalInvocationID.x/K_QUANTS_PER_ITERATION; // 0...31 or 0...16 const uint ix = gl_LocalInvocationID.x%K_QUANTS_PER_ITERATION; // 0 or 0, 1 @@ -1244,14 +1448,14 @@ void main() { FLOAT_TYPE sum = FLOAT_TYPE(0.0); for (int l = 0; l < K_QUANTS_PER_ITERATION; ++l) { - sum += FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 0]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[0] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[ 8] >> (s_shift + 0) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l ] ) & 3) - (((data_a[ib0 + i].hmask[l0 + l ] & (m << 0)) != 0) ? 0 : 4)) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 32]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[2] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[10] >> (s_shift + 0) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l ] >> 2) & 3) - (((data_a[ib0 + i].hmask[l0 + l ] & (m << 1)) != 0) ? 0 : 4)) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 64]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[4] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[ 8] >> (s_shift + 2) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l ] >> 4) & 3) - (((data_a[ib0 + i].hmask[l0 + l ] & (m << 2)) != 0) ? 0 : 4)) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 96]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[6] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[10] >> (s_shift + 2) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l ] >> 6) & 3) - (((data_a[ib0 + i].hmask[l0 + l ] & (m << 3)) != 0) ? 0 : 4)) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 16]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[1] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[ 9] >> (s_shift + 0) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l+16] ) & 3) - (((data_a[ib0 + i].hmask[l0 + l+16] & (m << 0)) != 0) ? 0 : 4)) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 48]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[3] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[11] >> (s_shift + 0) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l+16] >> 2) & 3) - (((data_a[ib0 + i].hmask[l0 + l+16] & (m << 1)) != 0) ? 0 : 4)) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l + 80]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[5] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[ 9] >> (s_shift + 2) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l+16] >> 4) & 3) - (((data_a[ib0 + i].hmask[l0 + l+16] & (m << 2)) != 0) ? 0 : 4)) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l +112]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[7] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[11] >> (s_shift + 2) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l+16] >> 6) & 3) - (((data_a[ib0 + i].hmask[l0 + l+16] & (m << 3)) != 0) ? 0 : 4)); + sum += FLOAT_TYPE(data_b[b_offset + y_idx + l + 0]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[0] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[ 8] >> (s_shift + 0) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l ] ) & 3) - (((data_a[ib0 + i].hmask[l0 + l ] & (m << 0)) != 0) ? 0 : 4)) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 32]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[2] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[10] >> (s_shift + 0) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l ] >> 2) & 3) - (((data_a[ib0 + i].hmask[l0 + l ] & (m << 1)) != 0) ? 0 : 4)) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 64]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[4] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[ 8] >> (s_shift + 2) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l ] >> 4) & 3) - (((data_a[ib0 + i].hmask[l0 + l ] & (m << 2)) != 0) ? 0 : 4)) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 96]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[6] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[10] >> (s_shift + 2) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l ] >> 6) & 3) - (((data_a[ib0 + i].hmask[l0 + l ] & (m << 3)) != 0) ? 0 : 4)) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 16]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[1] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[ 9] >> (s_shift + 0) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l+16] ) & 3) - (((data_a[ib0 + i].hmask[l0 + l+16] & (m << 0)) != 0) ? 0 : 4)) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 48]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[3] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[11] >> (s_shift + 0) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l+16] >> 2) & 3) - (((data_a[ib0 + i].hmask[l0 + l+16] & (m << 1)) != 0) ? 0 : 4)) + + FLOAT_TYPE(data_b[b_offset + y_idx + l + 80]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[5] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[ 9] >> (s_shift + 2) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l+16] >> 4) & 3) - (((data_a[ib0 + i].hmask[l0 + l+16] & (m << 2)) != 0) ? 0 : 4)) + + FLOAT_TYPE(data_b[b_offset + y_idx + l +112]) * FLOAT_TYPE(int8_t(((data_a[ib0 + i].scales[7] >> s_shift) & 0xF) | ((data_a[ib0 + i].scales[11] >> (s_shift + 2) & 0x3) << 4)) - 32) * FLOAT_TYPE(((data_a[ib0 + i].qs[q_offset + l+16] >> 6) & 3) - (((data_a[ib0 + i].hmask[l0 + l+16] & (m << 3)) != 0) ? 0 : 4)); } tmp[16 * ix + tid] += d * sum; } @@ -1265,24 +1469,55 @@ void main() { barrier(); } if (tid == 0) { - dst[p.d_offset + row] = D_TYPE(tmp[0]); + data_d[d_offset + row] = D_TYPE(tmp[0]); } } """ mul_mat_vec_q4_K_body = """ layout(local_size_x = 32, local_size_y = 1, local_size_z = 1) in; -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE dst[];}; - shared FLOAT_TYPE tmp[32]; void main() { const uint row = gl_WorkGroupID.x; + const uint batch_idx = gl_GlobalInvocationID.y; +#ifdef MUL_MAT_ID + const uint expert_idx1 = gl_GlobalInvocationID.z / p.nei0; + const uint expert_idx0 = gl_GlobalInvocationID.z % p.nei0; +#endif + + const uint i13 = batch_idx / p.ne12; + const uint i12 = batch_idx % p.ne12; + + const uint i03 = i13 / p.broadcast3; + const uint i02 = i12 / p.broadcast2; + + const uint batch_idx_a = i03 * p.ne02 + i02; + +#ifdef MUL_MAT_ID + const uint expert_id = data_ids[expert_idx1 * p.nbi1 + expert_idx0]; +#endif + + const uint a_offset = +#ifdef MUL_MAT_ID + expert_id * p.expert_stride_a + +#endif + batch_idx_a * p.batch_stride_a; + const uint b_offset = +#ifdef MUL_MAT_ID + (expert_idx0 % p.ne11) * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_b; + const uint d_offset = +#ifdef MUL_MAT_ID + expert_idx0 * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_d; const uint num_blocks_per_row = p.ncols / QUANT_K; - const uint ib0 = row*num_blocks_per_row; + const uint ib0 = a_offset / QUANT_K + row*num_blocks_per_row; const uint tid = gl_LocalInvocationID.x/K_QUANTS_PER_ITERATION; // 0...31 or 0...16 const uint ix = gl_LocalInvocationID.x%K_QUANTS_PER_ITERATION; // 0 or 0, 1 @@ -1336,15 +1571,15 @@ void main() { const uint8_t q4_14 = uint8_t(data_a[ib0 + i].qs[q_offset + 66] >> 4); const uint8_t q4_15 = uint8_t(data_a[ib0 + i].qs[q_offset + 67] >> 4); - const FLOAT_TYPE sx = FLOAT_TYPE(data_b[p.b_offset + y1_idx] * q4_0 + data_b[p.b_offset + y1_idx + 1] * q4_1 + data_b[p.b_offset + y1_idx + 2] * q4_2 + data_b[p.b_offset + y1_idx + 3] * q4_3); - const FLOAT_TYPE sy = FLOAT_TYPE(data_b[p.b_offset + y1_idx + 32] * q4_4 + data_b[p.b_offset + y1_idx + 33] * q4_5 + data_b[p.b_offset + y1_idx + 34] * q4_6 + data_b[p.b_offset + y1_idx + 35] * q4_7); - const FLOAT_TYPE sz = FLOAT_TYPE(data_b[p.b_offset + y2_idx] * q4_8 + data_b[p.b_offset + y2_idx + 1] * q4_9 + data_b[p.b_offset + y2_idx + 2] * q4_10 + data_b[p.b_offset + y2_idx + 3] * q4_11); - const FLOAT_TYPE sw = FLOAT_TYPE(data_b[p.b_offset + y2_idx + 32] * q4_12 + data_b[p.b_offset + y2_idx + 33] * q4_13 + data_b[p.b_offset + y2_idx + 34] * q4_14 + data_b[p.b_offset + y2_idx + 35] * q4_15); + const FLOAT_TYPE sx = FLOAT_TYPE(FLOAT_TYPE(data_b[b_offset + y1_idx]) * q4_0 + FLOAT_TYPE(data_b[b_offset + y1_idx + 1]) * q4_1 + FLOAT_TYPE(data_b[b_offset + y1_idx + 2]) * q4_2 + FLOAT_TYPE(data_b[b_offset + y1_idx + 3]) * q4_3); + const FLOAT_TYPE sy = FLOAT_TYPE(FLOAT_TYPE(data_b[b_offset + y1_idx + 32]) * q4_4 + FLOAT_TYPE(data_b[b_offset + y1_idx + 33]) * q4_5 + FLOAT_TYPE(data_b[b_offset + y1_idx + 34]) * q4_6 + FLOAT_TYPE(data_b[b_offset + y1_idx + 35]) * q4_7); + const FLOAT_TYPE sz = FLOAT_TYPE(FLOAT_TYPE(data_b[b_offset + y2_idx]) * q4_8 + FLOAT_TYPE(data_b[b_offset + y2_idx + 1]) * q4_9 + FLOAT_TYPE(data_b[b_offset + y2_idx + 2]) * q4_10 + FLOAT_TYPE(data_b[b_offset + y2_idx + 3]) * q4_11); + const FLOAT_TYPE sw = FLOAT_TYPE(FLOAT_TYPE(data_b[b_offset + y2_idx + 32]) * q4_12 + FLOAT_TYPE(data_b[b_offset + y2_idx + 33]) * q4_13 + FLOAT_TYPE(data_b[b_offset + y2_idx + 34]) * q4_14 + FLOAT_TYPE(data_b[b_offset + y2_idx + 35]) * q4_15); const FLOAT_TYPE smin = FLOAT_TYPE( - data_b[p.b_offset + y1_idx ] * sc2 + data_b[p.b_offset + y1_idx + 32] * sc3 + data_b[p.b_offset + y2_idx ] * sc6 + data_b[p.b_offset + y2_idx + 32] * sc7 - + data_b[p.b_offset + y1_idx + 1] * sc2 + data_b[p.b_offset + y1_idx + 33] * sc3 + data_b[p.b_offset + y2_idx + 1] * sc6 + data_b[p.b_offset + y2_idx + 33] * sc7 - + data_b[p.b_offset + y1_idx + 2] * sc2 + data_b[p.b_offset + y1_idx + 34] * sc3 + data_b[p.b_offset + y2_idx + 2] * sc6 + data_b[p.b_offset + y2_idx + 34] * sc7 - + data_b[p.b_offset + y1_idx + 3] * sc2 + data_b[p.b_offset + y1_idx + 35] * sc3 + data_b[p.b_offset + y2_idx + 3] * sc6 + data_b[p.b_offset + y2_idx + 35] * sc7 + FLOAT_TYPE(data_b[b_offset + y1_idx ]) * sc2 + FLOAT_TYPE(data_b[b_offset + y1_idx + 32]) * sc3 + FLOAT_TYPE(data_b[b_offset + y2_idx ]) * sc6 + FLOAT_TYPE(data_b[b_offset + y2_idx + 32]) * sc7 + + FLOAT_TYPE(data_b[b_offset + y1_idx + 1]) * sc2 + FLOAT_TYPE(data_b[b_offset + y1_idx + 33]) * sc3 + FLOAT_TYPE(data_b[b_offset + y2_idx + 1]) * sc6 + FLOAT_TYPE(data_b[b_offset + y2_idx + 33]) * sc7 + + FLOAT_TYPE(data_b[b_offset + y1_idx + 2]) * sc2 + FLOAT_TYPE(data_b[b_offset + y1_idx + 34]) * sc3 + FLOAT_TYPE(data_b[b_offset + y2_idx + 2]) * sc6 + FLOAT_TYPE(data_b[b_offset + y2_idx + 34]) * sc7 + + FLOAT_TYPE(data_b[b_offset + y1_idx + 3]) * sc2 + FLOAT_TYPE(data_b[b_offset + y1_idx + 35]) * sc3 + FLOAT_TYPE(data_b[b_offset + y2_idx + 3]) * sc6 + FLOAT_TYPE(data_b[b_offset + y2_idx + 35]) * sc7 ); tmp[16 * ix + tid] += FLOAT_TYPE(dall * (sx * sc0 + sy * sc1 + sz * sc4 + sw * sc5) - dmin * smin); #else @@ -1357,13 +1592,13 @@ void main() { const uint8_t q4_6 = uint8_t(data_a[ib0 + i].qs[q_offset + 64] >> 4); const uint8_t q4_7 = uint8_t(data_a[ib0 + i].qs[q_offset + 65] >> 4); - const FLOAT_TYPE sx = FLOAT_TYPE(data_b[p.b_offset + y1_idx ] * q4_0 + data_b[p.b_offset + y1_idx + 1] * q4_1); - const FLOAT_TYPE sy = FLOAT_TYPE(data_b[p.b_offset + y1_idx + 32] * q4_2 + data_b[p.b_offset + y1_idx + 33] * q4_3); - const FLOAT_TYPE sz = FLOAT_TYPE(data_b[p.b_offset + y2_idx ] * q4_4 + data_b[p.b_offset + y2_idx + 1] * q4_5); - const FLOAT_TYPE sw = FLOAT_TYPE(data_b[p.b_offset + y2_idx + 32] * q4_6 + data_b[p.b_offset + y2_idx + 33] * q4_7); + const FLOAT_TYPE sx = FLOAT_TYPE(FLOAT_TYPE(data_b[b_offset + y1_idx ]) * q4_0 + FLOAT_TYPE(data_b[b_offset + y1_idx + 1]) * q4_1); + const FLOAT_TYPE sy = FLOAT_TYPE(FLOAT_TYPE(data_b[b_offset + y1_idx + 32]) * q4_2 + FLOAT_TYPE(data_b[b_offset + y1_idx + 33]) * q4_3); + const FLOAT_TYPE sz = FLOAT_TYPE(FLOAT_TYPE(data_b[b_offset + y2_idx ]) * q4_4 + FLOAT_TYPE(data_b[b_offset + y2_idx + 1]) * q4_5); + const FLOAT_TYPE sw = FLOAT_TYPE(FLOAT_TYPE(data_b[b_offset + y2_idx + 32]) * q4_6 + FLOAT_TYPE(data_b[b_offset + y2_idx + 33]) * q4_7); const FLOAT_TYPE smin = FLOAT_TYPE( - data_b[p.b_offset + y1_idx] * sc2 + data_b[p.b_offset + y1_idx + 32] * sc3 + data_b[p.b_offset + y2_idx] * sc6 + data_b[p.b_offset + y2_idx + 32] * sc7 - + data_b[p.b_offset + y1_idx + 1] * sc2 + data_b[p.b_offset + y1_idx + 33] * sc3 + data_b[p.b_offset + y2_idx + 1] * sc6 + data_b[p.b_offset + y2_idx + 33] * sc7 + FLOAT_TYPE(data_b[b_offset + y1_idx]) * sc2 + FLOAT_TYPE(data_b[b_offset + y1_idx + 32]) * sc3 + FLOAT_TYPE(data_b[b_offset + y2_idx]) * sc6 + FLOAT_TYPE(data_b[b_offset + y2_idx + 32]) * sc7 + + FLOAT_TYPE(data_b[b_offset + y1_idx + 1]) * sc2 + FLOAT_TYPE(data_b[b_offset + y1_idx + 33]) * sc3 + FLOAT_TYPE(data_b[b_offset + y2_idx + 1]) * sc6 + FLOAT_TYPE(data_b[b_offset + y2_idx + 33]) * sc7 ); tmp[16 * ix + tid] += FLOAT_TYPE(dall * (sx * FLOAT_TYPE(data_a[ib0 + i].scales[v_im] & 0x3f) + sy * FLOAT_TYPE(data_a[ib0 + i].scales[v_im + 1] & 0x3f) + sz * FLOAT_TYPE((data_a[ib0 + i].scales[v_im + 4] & 0x0f) | ((data_a[ib0 + i].scales[v_im] & 0xc0) >> 2)) + sw * FLOAT_TYPE((data_a[ib0 + i].scales[v_im + 5] & 0x0f) | ((data_a[ib0 + i].scales[v_im + 1] & 0xc0) >> 2))) - dmin * smin); @@ -1379,24 +1614,55 @@ void main() { barrier(); } if (tid == 0) { - dst[p.d_offset + row] = D_TYPE(tmp[0]); + data_d[d_offset + row] = D_TYPE(tmp[0]); } } """ mul_mat_vec_q5_K_body = """ layout(local_size_x = 32, local_size_y = 1, local_size_z = 1) in; -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE dst[];}; - shared FLOAT_TYPE tmp[32]; void main() { const uint row = gl_WorkGroupID.x; + const uint batch_idx = gl_GlobalInvocationID.y; +#ifdef MUL_MAT_ID + const uint expert_idx1 = gl_GlobalInvocationID.z / p.nei0; + const uint expert_idx0 = gl_GlobalInvocationID.z % p.nei0; +#endif + + const uint i13 = batch_idx / p.ne12; + const uint i12 = batch_idx % p.ne12; + + const uint i03 = i13 / p.broadcast3; + const uint i02 = i12 / p.broadcast2; + + const uint batch_idx_a = i03 * p.ne02 + i02; + +#ifdef MUL_MAT_ID + const uint expert_id = data_ids[expert_idx1 * p.nbi1 + expert_idx0]; +#endif + + const uint a_offset = +#ifdef MUL_MAT_ID + expert_id * p.expert_stride_a + +#endif + batch_idx_a * p.batch_stride_a; + const uint b_offset = +#ifdef MUL_MAT_ID + (expert_idx0 % p.ne11) * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_b; + const uint d_offset = +#ifdef MUL_MAT_ID + expert_idx0 * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_d; const uint num_blocks_per_row = p.ncols / QUANT_K; - const uint ib0 = row*num_blocks_per_row; + const uint ib0 = a_offset / QUANT_K + row*num_blocks_per_row; const uint tid = gl_LocalInvocationID.x/2; // 0...31 or 0...16 const uint ix = gl_LocalInvocationID.x%2; // 0 or 0, 1 @@ -1450,32 +1716,32 @@ void main() { const uint8_t q4_15 = uint8_t(data_a[ib0 + i].qs[q_offset + 81] >> 4); const FLOAT_TYPE sx = FLOAT_TYPE( - data_b[p.b_offset + y1_idx ] * (q4_0 + (((data_a[ib0 + i].qh[l0 ] & hm1) != 0) ? 16 : 0)) - + data_b[p.b_offset + y1_idx + 1] * (q4_1 + (((data_a[ib0 + i].qh[l0 + 1] & hm1) != 0) ? 16 : 0)) - + data_b[p.b_offset + y1_idx + 16] * (q4_2 + (((data_a[ib0 + i].qh[l0 + 16] & hm1) != 0) ? 16 : 0)) - + data_b[p.b_offset + y1_idx + 17] * (q4_3 + (((data_a[ib0 + i].qh[l0 + 17] & hm1) != 0) ? 16 : 0)) + FLOAT_TYPE(data_b[b_offset + y1_idx ]) * (q4_0 + (((data_a[ib0 + i].qh[l0 ] & hm1) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y1_idx + 1]) * (q4_1 + (((data_a[ib0 + i].qh[l0 + 1] & hm1) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y1_idx + 16]) * (q4_2 + (((data_a[ib0 + i].qh[l0 + 16] & hm1) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y1_idx + 17]) * (q4_3 + (((data_a[ib0 + i].qh[l0 + 17] & hm1) != 0) ? 16 : 0)) ); const FLOAT_TYPE sy = FLOAT_TYPE( - data_b[p.b_offset + y1_idx + 32] * (q4_4 + (((data_a[ib0 + i].qh[l0 ] & (hm1 << 1)) != 0) ? 16 : 0)) - + data_b[p.b_offset + y1_idx + 33] * (q4_5 + (((data_a[ib0 + i].qh[l0 + 1] & (hm1 << 1)) != 0) ? 16 : 0)) - + data_b[p.b_offset + y1_idx + 48] * (q4_6 + (((data_a[ib0 + i].qh[l0 + 16] & (hm1 << 1)) != 0) ? 16 : 0)) - + data_b[p.b_offset + y1_idx + 49] * (q4_7 + (((data_a[ib0 + i].qh[l0 + 17] & (hm1 << 1)) != 0) ? 16 : 0)) + FLOAT_TYPE(data_b[b_offset + y1_idx + 32]) * (q4_4 + (((data_a[ib0 + i].qh[l0 ] & (hm1 << 1)) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y1_idx + 33]) * (q4_5 + (((data_a[ib0 + i].qh[l0 + 1] & (hm1 << 1)) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y1_idx + 48]) * (q4_6 + (((data_a[ib0 + i].qh[l0 + 16] & (hm1 << 1)) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y1_idx + 49]) * (q4_7 + (((data_a[ib0 + i].qh[l0 + 17] & (hm1 << 1)) != 0) ? 16 : 0)) ); const FLOAT_TYPE sz = FLOAT_TYPE( - data_b[p.b_offset + y2_idx ] * (q4_8 + (((data_a[ib0 + i].qh[l0 ] & hm2) != 0) ? 16 : 0)) - + data_b[p.b_offset + y2_idx + 1] * (q4_9 + (((data_a[ib0 + i].qh[l0 + 1] & hm2) != 0) ? 16 : 0)) - + data_b[p.b_offset + y2_idx + 16] * (q4_10 + (((data_a[ib0 + i].qh[l0 + 16] & hm2) != 0) ? 16 : 0)) - + data_b[p.b_offset + y2_idx + 17] * (q4_11 + (((data_a[ib0 + i].qh[l0 + 17] & hm2) != 0) ? 16 : 0)) + FLOAT_TYPE(data_b[b_offset + y2_idx ]) * (q4_8 + (((data_a[ib0 + i].qh[l0 ] & hm2) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y2_idx + 1]) * (q4_9 + (((data_a[ib0 + i].qh[l0 + 1] & hm2) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y2_idx + 16]) * (q4_10 + (((data_a[ib0 + i].qh[l0 + 16] & hm2) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y2_idx + 17]) * (q4_11 + (((data_a[ib0 + i].qh[l0 + 17] & hm2) != 0) ? 16 : 0)) ); const FLOAT_TYPE sw = FLOAT_TYPE( - data_b[p.b_offset + y2_idx + 32] * (q4_12 + (((data_a[ib0 + i].qh[l0 ] & (hm2 << 1)) != 0) ? 16 : 0)) - + data_b[p.b_offset + y2_idx + 33] * (q4_13 + (((data_a[ib0 + i].qh[l0 + 1] & (hm2 << 1)) != 0) ? 16 : 0)) - + data_b[p.b_offset + y2_idx + 48] * (q4_14 + (((data_a[ib0 + i].qh[l0 + 16] & (hm2 << 1)) != 0) ? 16 : 0)) - + data_b[p.b_offset + y2_idx + 49] * (q4_15 + (((data_a[ib0 + i].qh[l0 + 17] & (hm2 << 1)) != 0) ? 16 : 0)) + FLOAT_TYPE(data_b[b_offset + y2_idx + 32]) * (q4_12 + (((data_a[ib0 + i].qh[l0 ] & (hm2 << 1)) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y2_idx + 33]) * (q4_13 + (((data_a[ib0 + i].qh[l0 + 1] & (hm2 << 1)) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y2_idx + 48]) * (q4_14 + (((data_a[ib0 + i].qh[l0 + 16] & (hm2 << 1)) != 0) ? 16 : 0)) + + FLOAT_TYPE(data_b[b_offset + y2_idx + 49]) * (q4_15 + (((data_a[ib0 + i].qh[l0 + 17] & (hm2 << 1)) != 0) ? 16 : 0)) ); const FLOAT_TYPE smin = FLOAT_TYPE( - (data_b[p.b_offset + y1_idx] + data_b[p.b_offset + y1_idx + 1] + data_b[p.b_offset + y1_idx + 16] + data_b[p.b_offset + y1_idx + 17]) * sc2 + (data_b[p.b_offset + y1_idx + 32] + data_b[p.b_offset + y1_idx + 33] + data_b[p.b_offset + y1_idx + 48] + data_b[p.b_offset + y1_idx + 49]) * sc3 - + (data_b[p.b_offset + y2_idx] + data_b[p.b_offset + y2_idx + 1] + data_b[p.b_offset + y2_idx + 16] + data_b[p.b_offset + y2_idx + 17]) * sc6 + (data_b[p.b_offset + y2_idx + 32] + data_b[p.b_offset + y2_idx + 33] + data_b[p.b_offset + y2_idx + 48] + data_b[p.b_offset + y2_idx + 49]) * sc7 + (FLOAT_TYPE(data_b[b_offset + y1_idx]) + FLOAT_TYPE(data_b[b_offset + y1_idx + 1]) + FLOAT_TYPE(data_b[b_offset + y1_idx + 16]) + FLOAT_TYPE(data_b[b_offset + y1_idx + 17])) * sc2 + (FLOAT_TYPE(data_b[b_offset + y1_idx + 32]) + FLOAT_TYPE(data_b[b_offset + y1_idx + 33]) + FLOAT_TYPE(data_b[b_offset + y1_idx + 48]) + FLOAT_TYPE(data_b[b_offset + y1_idx + 49])) * sc3 + + (FLOAT_TYPE(data_b[b_offset + y2_idx]) + FLOAT_TYPE(data_b[b_offset + y2_idx + 1]) + FLOAT_TYPE(data_b[b_offset + y2_idx + 16]) + FLOAT_TYPE(data_b[b_offset + y2_idx + 17])) * sc6 + (FLOAT_TYPE(data_b[b_offset + y2_idx + 32]) + FLOAT_TYPE(data_b[b_offset + y2_idx + 33]) + FLOAT_TYPE(data_b[b_offset + y2_idx + 48]) + FLOAT_TYPE(data_b[b_offset + y2_idx + 49])) * sc7 ); tmp[16 * ix + tid] += FLOAT_TYPE(dall * (sx * sc0 + sy * sc1 + sz * sc4 + sw * sc5) - dmin * smin); } @@ -1489,25 +1755,55 @@ void main() { barrier(); } if (tid == 0) { - dst[p.d_offset + row] = D_TYPE(tmp[0]); + data_d[d_offset + row] = D_TYPE(tmp[0]); } } """ mul_mat_vec_q6_K_body = """ layout(local_size_x = 32, local_size_y = 1, local_size_z = 1) in; -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE dst[];}; - shared FLOAT_TYPE tmp[32]; void main() { - const uint block_size = gl_WorkGroupSize.x; const uint row = gl_WorkGroupID.x; + const uint batch_idx = gl_GlobalInvocationID.y; +#ifdef MUL_MAT_ID + const uint expert_idx1 = gl_GlobalInvocationID.z / p.nei0; + const uint expert_idx0 = gl_GlobalInvocationID.z % p.nei0; +#endif + + const uint i13 = batch_idx / p.ne12; + const uint i12 = batch_idx % p.ne12; + + const uint i03 = i13 / p.broadcast3; + const uint i02 = i12 / p.broadcast2; + + const uint batch_idx_a = i03 * p.ne02 + i02; + +#ifdef MUL_MAT_ID + const uint expert_id = data_ids[expert_idx1 * p.nbi1 + expert_idx0]; +#endif + + const uint a_offset = +#ifdef MUL_MAT_ID + expert_id * p.expert_stride_a + +#endif + batch_idx_a * p.batch_stride_a; + const uint b_offset = +#ifdef MUL_MAT_ID + (expert_idx0 % p.ne11) * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_b; + const uint d_offset = +#ifdef MUL_MAT_ID + expert_idx0 * p.expert_stride_b0 + + expert_idx1 * p.expert_stride_b1 + +#endif + batch_idx * p.batch_stride_d; const uint num_blocks_per_row = p.ncols / QUANT_K; - const uint ib0 = row*num_blocks_per_row; + const uint ib0 = a_offset / QUANT_K + row*num_blocks_per_row; const uint tid = gl_LocalInvocationID.x/K_QUANTS_PER_ITERATION; // 0...31 or 0...16 const uint ix = gl_LocalInvocationID.x%K_QUANTS_PER_ITERATION; // 0 or 0, 1 @@ -1538,22 +1834,22 @@ void main() { const FLOAT_TYPE d = FLOAT_TYPE(data_a[ib0 + i].d); #if K_QUANTS_PER_ITERATION == 1 - FLOAT_TYPE sum = FLOAT_TYPE(data_b[p.b_offset + y_idx + 0]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 0]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 0] & 0xF) | ((data_a[ib0 + i].qh[qh_offset + 0] & 0x03) << 4)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + 16]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 1]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 16] & 0xF) | ((data_a[ib0 + i].qh[qh_offset + 16] & 0x03) << 4)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + 32]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 2]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 32] & 0xF) | ((data_a[ib0 + i].qh[qh_offset + 0] & 0x0c) << 2)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + 48]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 3]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 48] & 0xF) | ((data_a[ib0 + i].qh[qh_offset + 16] & 0x0c) << 2)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + 64]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 4]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 0] >> 4) | ((data_a[ib0 + i].qh[qh_offset + 0] & 0x30) >> 0)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + 80]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 5]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 16] >> 4) | ((data_a[ib0 + i].qh[qh_offset + 16] & 0x30) >> 0)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + 96]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 6]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 32] >> 4) | ((data_a[ib0 + i].qh[qh_offset + 0] & 0xc0) >> 2)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx +112]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 7]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 48] >> 4) | ((data_a[ib0 + i].qh[qh_offset + 16] & 0xc0) >> 2)) - 32); + FLOAT_TYPE sum = FLOAT_TYPE(data_b[b_offset + y_idx + 0]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 0]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 0] & 0xF) | ((data_a[ib0 + i].qh[qh_offset + 0] & 0x03) << 4)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + 16]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 1]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 16] & 0xF) | ((data_a[ib0 + i].qh[qh_offset + 16] & 0x03) << 4)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + 32]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 2]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 32] & 0xF) | ((data_a[ib0 + i].qh[qh_offset + 0] & 0x0c) << 2)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + 48]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 3]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 48] & 0xF) | ((data_a[ib0 + i].qh[qh_offset + 16] & 0x0c) << 2)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + 64]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 4]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 0] >> 4) | ((data_a[ib0 + i].qh[qh_offset + 0] & 0x30) >> 0)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + 80]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 5]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 16] >> 4) | ((data_a[ib0 + i].qh[qh_offset + 16] & 0x30) >> 0)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + 96]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 6]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 32] >> 4) | ((data_a[ib0 + i].qh[qh_offset + 0] & 0xc0) >> 2)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx +112]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 7]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + 48] >> 4) | ((data_a[ib0 + i].qh[qh_offset + 16] & 0xc0) >> 2)) - 32); tmp[16 * ix + tid] += sum; #else FLOAT_TYPE sum = FLOAT_TYPE(0.0); [[unroll]] for (int l = 0; l < 4; ++l) { - sum += FLOAT_TYPE(data_b[p.b_offset + y_idx + l+ 0]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 0]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + l+ 0] & 0xF) | (((data_a[ib0 + i].qh[qh_offset + l] >> 0) & 3) << 4)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l+32]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 2]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + l+32] & 0xF) | (((data_a[ib0 + i].qh[qh_offset + l] >> 2) & 3) << 4)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l+64]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 4]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + l+ 0] >> 4) | (((data_a[ib0 + i].qh[qh_offset + l] >> 4) & 3) << 4)) - 32) - + FLOAT_TYPE(data_b[p.b_offset + y_idx + l+96]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 6]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + l+32] >> 4) | (((data_a[ib0 + i].qh[qh_offset + l] >> 6) & 3) << 4)) - 32); + sum += FLOAT_TYPE(data_b[b_offset + y_idx + l+ 0]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 0]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + l+ 0] & 0xF) | (((data_a[ib0 + i].qh[qh_offset + l] >> 0) & 3) << 4)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + l+32]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 2]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + l+32] & 0xF) | (((data_a[ib0 + i].qh[qh_offset + l] >> 2) & 3) << 4)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + l+64]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 4]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + l+ 0] >> 4) | (((data_a[ib0 + i].qh[qh_offset + l] >> 4) & 3) << 4)) - 32) + + FLOAT_TYPE(data_b[b_offset + y_idx + l+96]) * FLOAT_TYPE(data_a[ib0 + i].scales[s_offset + 6]) * d * FLOAT_TYPE(int8_t((data_a[ib0 + i].ql[ql_offset + l+32] >> 4) | (((data_a[ib0 + i].qh[qh_offset + l] >> 6) & 3) << 4)) - 32); } tmp[16 * ix + tid] += sum; #endif @@ -1568,7 +1864,7 @@ void main() { barrier(); } if (tid == 0) { - dst[p.d_offset + row] = D_TYPE(tmp[0]); + data_d[d_offset + row] = D_TYPE(tmp[0]); } } """ @@ -1749,12 +2045,13 @@ layout (push_constant) uniform parameter float param1; float param2; } p;""" -generic_unary_op_funcs = """ +generic_unary_op_layout = """ layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];};""" +generic_unary_op_funcs = """ uint src0_idx(uint idx) { const uint i03 = idx / (p.ne02*p.ne01*p.ne00); const uint i03_offset = i03 * p.ne02*p.ne01*p.ne00; @@ -1782,7 +2079,7 @@ void main() { } """ -generic_unary_op_combined = f"{generic_unary_op_head}\n{generic_unary_op_funcs}\n{generic_unary_op_main}" +generic_unary_op_combined = f"{generic_unary_op_head}\n{generic_unary_op_layout}\n{generic_unary_op_funcs}\n{generic_unary_op_main}" generic_binary_op_head = """#version 450 @@ -1798,13 +2095,14 @@ layout (push_constant) uniform parameter float param1; float param2; } p;""" -generic_binary_op_funcs = """ +generic_binary_op_layout = """ layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; +layout (binding = 2) writeonly buffer D {D_TYPE data_d[];};""" +generic_binary_op_funcs = """ uint src0_idx(uint idx) { const uint i03 = idx / (p.ne02*p.ne01*p.ne00); const uint i03_offset = i03 * p.ne02*p.ne01*p.ne00; @@ -1843,7 +2141,7 @@ void main() { } """ -generic_binary_op_combined = f"{generic_binary_op_head}\n{generic_binary_op_funcs}\n{generic_binary_op_main}" +generic_binary_op_combined = f"{generic_binary_op_head}\n{generic_binary_op_layout}\n{generic_binary_op_funcs}\n{generic_binary_op_main}" # MUL F32 mul_body = """ @@ -1859,7 +2157,7 @@ add_body = """ # SCALE scale_body = """ - data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]) + FLOAT_TYPE(p.param1)); + data_d[p.d_offset + dst_idx(gl_GlobalInvocationID.x)] = D_TYPE(FLOAT_TYPE(data_a[src0_idx(gl_GlobalInvocationID.x)]) * FLOAT_TYPE(p.param1)); } """ @@ -1934,7 +2232,7 @@ void main() { const uint iybs = i00 - i00%QUANT_K; // dst block start index const uint y_offset = QUANT_R == 1 ? 1 : QUANT_K/2; - DEQUANT_FUNC + vec2 v = dequantize(ib, iqs, 0); data_d[d_offset + iybs + iqs ] = D_TYPE(v.x); data_d[d_offset + iybs + iqs + y_offset] = D_TYPE(v.y); @@ -2033,7 +2331,11 @@ void main() { } const uint i = row*p.ncols + col; - data_d[i] = D_TYPE(data_a[i] - float(uint(col > p.n_past + row % p.rows_per_channel) * 0xFFFFFFFF)); + if (col > p.n_past + row % p.rows_per_channel) { + data_d[i] = D_TYPE(uintBitsToFloat(0xFF800000)); + } else { + data_d[i] = D_TYPE(data_a[i]); + } } """ @@ -2053,8 +2355,6 @@ void main() { const uint row = gl_WorkGroupID.x; const uint tid = gl_LocalInvocationID.x; - const float eps = 1e-5f; - sum[tid] = vec2(0.0f, 0.0f); [[unroll]] for (uint col = tid; col < p.KX; col += BLOCK_SIZE) { @@ -2074,7 +2374,7 @@ void main() { const float mean = sum[0].x / p.KX; const float var = sum[0].y / p.KX - mean * mean; - const float inv_std = inversesqrt(var + 1e-5f); + const float inv_std = inversesqrt(var + p.param1); [[unroll]] for (uint col = tid; col < p.KX; col += BLOCK_SIZE) { data_d[row*p.KX + col] = D_TYPE((float(data_a[row*p.KX + col]) - mean) * inv_std); @@ -2175,7 +2475,7 @@ void main() { vals[tid] = uintBitsToFloat(0xFF800000); [[unroll]] for (uint col = tid; col < p.KX; col += BLOCK_SIZE) { - vals[tid] = max(vals[tid], FLOAT_TYPE(data_a[rowx * p.KX + col]) * p.scale + (p.KY > 0 ? FLOAT_TYPE(data_b[rowy * p.KX + col]) : FLOAT_TYPE(0.0f)) + (p.KZ > 0 ? slope * data_c[col] : 0.0f)); + vals[tid] = max(vals[tid], FLOAT_TYPE(data_a[rowx * p.KX + col]) * p.scale + (p.KY > 0 ? FLOAT_TYPE(data_b[rowy * p.KX + col]) : FLOAT_TYPE(0.0f)) + (p.KZ > 0 ? slope * FLOAT_TYPE(data_c[col]) : 0.0f)); } barrier(); @@ -2545,13 +2845,13 @@ async def main(): stream.clear() stream.extend((mulmat_head, shader_float_type, mulmat_body1, mulmat_load_scalar, mulmat_body2)) tasks.append(string_to_spv("matmul_f32", "".join(stream), {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) - tasks.append(string_to_spv("matmul_f32_aligned", "".join(stream), {"LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "A_TYPE": vec_type, "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + tasks.append(string_to_spv("matmul_f32_aligned", "".join(stream), {"LOAD_VEC_A": 1, "LOAD_VEC_B": load_vec, "A_TYPE": "float", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) tasks.append(string_to_spv("matmul_f16", "".join(stream), {"A_TYPE": "float16_t", "B_TYPE": "float16_t", "D_TYPE": "float"}, fp16)) - tasks.append(string_to_spv("matmul_f16_aligned", "".join(stream), {"LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "A_TYPE": vec_type_f16, "B_TYPE": vec_type_f16, "D_TYPE": "float"}, fp16)) + tasks.append(string_to_spv("matmul_f16_aligned", "".join(stream), {"LOAD_VEC_A": 1, "LOAD_VEC_B": load_vec, "A_TYPE": "float16_t", "B_TYPE": vec_type_f16, "D_TYPE": "float"}, fp16)) tasks.append(string_to_spv("matmul_f16_f32", "".join(stream), {"A_TYPE": "float16_t", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) - tasks.append(string_to_spv("matmul_f16_f32_aligned", "".join(stream), {"LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "A_TYPE": vec_type_f16, "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + tasks.append(string_to_spv("matmul_f16_f32_aligned", "".join(stream), {"LOAD_VEC_A": 1, "LOAD_VEC_B": load_vec, "A_TYPE": "float16_t", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) stream.clear() stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q4_0_defines, mulmat_body1, mulmat_load_q4_0, mulmat_body2)) @@ -2603,6 +2903,68 @@ async def main(): tasks.append(string_to_spv("matmul_q6_k_f32", "".join(stream), {"LOAD_VEC_A": 2, "A_TYPE": "block_q6_K", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) tasks.append(string_to_spv("matmul_q6_k_f32_aligned", "".join(stream), {"LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q6_K", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + # MUL_MAT_ID + # stream.clear() + # stream.extend((mulmat_head, shader_float_type, mulmat_body1, mulmat_load_scalar, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_f32", "".join(stream), {"MUL_MAT_ID": "1", "A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "A_TYPE": vec_type, "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # tasks.append(string_to_spv("matmul_id_f16", "".join(stream), {"MUL_MAT_ID": "1", "A_TYPE": "float16_t", "B_TYPE": "float16_t", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_f16_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "A_TYPE": vec_type_f16, "B_TYPE": vec_type_f16, "D_TYPE": "float"}, fp16)) + + # tasks.append(string_to_spv("matmul_id_f16_f32", "".join(stream), {"MUL_MAT_ID": "1", "A_TYPE": "float16_t", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_f16_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "A_TYPE": vec_type_f16, "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q4_0_defines, mulmat_body1, mulmat_load_q4_0, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q4_0_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q4_0", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q4_0_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q4_0", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q4_1_defines, mulmat_body1, mulmat_load_q4_1, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q4_1_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q4_1", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q4_1_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q4_1", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q5_0_defines, mulmat_body1, mulmat_load_q5_0, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q5_0_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q5_0", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q5_0_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q5_0", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q5_1_defines, mulmat_body1, mulmat_load_q5_1, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q5_1_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q5_1", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q5_1_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q5_1", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q8_0_defines, mulmat_body1, mulmat_load_q8_0, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q8_0_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q8_0", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q8_0_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q8_0", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q2_K_defines, mulmat_body1, mulmat_load_q2_K, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q2_k_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q2_K", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q2_k_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q2_K", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q3_K_defines, mulmat_body1, mulmat_load_q3_K, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q3_k_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q3_K", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q3_k_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q3_K", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q4_K_defines, mulmat_body1, mulmat_load_q4_K, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q4_k_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q4_K", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q4_k_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q4_K", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q5_K_defines, mulmat_body1, mulmat_load_q5_K, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q5_k_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q5_K", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q5_k_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q5_K", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + + # stream.clear() + # stream.extend((mulmat_head, shader_int8_ext, shader_float_type, shader_q6_K_defines, mulmat_body1, mulmat_load_q6_K, mulmat_body2)) + # tasks.append(string_to_spv("matmul_id_q6_k_f32", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "A_TYPE": "block_q6_K", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) + # tasks.append(string_to_spv("matmul_id_q6_k_f32_aligned", "".join(stream), {"MUL_MAT_ID": "1", "LOAD_VEC_A": 2, "LOAD_VEC_B": load_vec, "A_TYPE": "block_q6_K", "B_TYPE": vec_type, "D_TYPE": "float"}, fp16)) + # Shaders where precision is needed, so no fp16 version # mul mat vec @@ -2611,31 +2973,34 @@ async def main(): stream.extend((mul_mat_vec_head, shader_int8_ext, shader_f32)) if i == GGML_TYPE_F16: - stream.extend((shader_f16_defines, shader_float_dequant_func, mul_mat_vec_body)) + stream.extend((shader_f16_defines, mul_mat_vec_layout, shader_float_dequant_func, mul_mat_vec_body)) elif i == GGML_TYPE_Q4_0: - stream.extend((shader_q4_0_defines, shader_q4_0_dequant_func, mul_mat_vec_body)) + stream.extend((shader_q4_0_defines, mul_mat_vec_layout, shader_q4_0_dequant_func, mul_mat_vec_body)) elif i == GGML_TYPE_Q4_1: - stream.extend((shader_q4_1_defines, shader_q4_1_dequant_func, mul_mat_vec_body)) + stream.extend((shader_q4_1_defines, mul_mat_vec_layout, shader_q4_1_dequant_func, mul_mat_vec_body)) elif i == GGML_TYPE_Q5_0: - stream.extend((shader_q5_0_defines, shader_q5_0_dequant_func, mul_mat_vec_body)) + stream.extend((shader_q5_0_defines, mul_mat_vec_layout, shader_q5_0_dequant_func, mul_mat_vec_body)) elif i == GGML_TYPE_Q5_1: - stream.extend((shader_q5_1_defines, shader_q5_1_dequant_func, mul_mat_vec_body)) + stream.extend((shader_q5_1_defines, mul_mat_vec_layout, shader_q5_1_dequant_func, mul_mat_vec_body)) elif i == GGML_TYPE_Q8_0: - stream.extend((shader_q8_0_defines, shader_q8_0_dequant_func, mul_mat_vec_body)) + stream.extend((shader_q8_0_defines, mul_mat_vec_layout, shader_q8_0_dequant_func, mul_mat_vec_body)) elif i == GGML_TYPE_Q2_K: - stream.extend((shader_q2_K_defines, mul_mat_vec_q2_K_body)) + stream.extend((shader_q2_K_defines, mul_mat_vec_layout, mul_mat_vec_q2_K_body)) elif i == GGML_TYPE_Q3_K: - stream.extend((shader_q3_K_defines, mul_mat_vec_q3_K_body)) + stream.extend((shader_q3_K_defines, mul_mat_vec_layout, mul_mat_vec_q3_K_body)) elif i == GGML_TYPE_Q4_K: - stream.extend((shader_q4_K_defines, mul_mat_vec_q4_K_body)) + stream.extend((shader_q4_K_defines, mul_mat_vec_layout, mul_mat_vec_q4_K_body)) elif i == GGML_TYPE_Q5_K: - stream.extend((shader_q5_K_defines, mul_mat_vec_q5_K_body)) + stream.extend((shader_q5_K_defines, mul_mat_vec_layout, mul_mat_vec_q5_K_body)) elif i == GGML_TYPE_Q6_K: - stream.extend((shader_q6_K_defines, mul_mat_vec_q6_K_body)) + stream.extend((shader_q6_K_defines, mul_mat_vec_layout, mul_mat_vec_q6_K_body)) else: continue - tasks.append(string_to_spv(f"mul_mat_vec_{type_names[i]}_f32", "".join(stream), {"B_TYPE": "float", "D_TYPE": "float", "K_QUANTS_PER_ITERATION": K_QUANTS_PER_ITERATION})) + tasks.append(string_to_spv(f"mul_mat_vec_{type_names[i]}_f32_f32", "".join(stream), {"B_TYPE": "float", "D_TYPE": "float", "K_QUANTS_PER_ITERATION": K_QUANTS_PER_ITERATION})) + tasks.append(string_to_spv(f"mul_mat_vec_{type_names[i]}_f16_f32", "".join(stream), {"B_TYPE": "float16_t", "D_TYPE": "float", "K_QUANTS_PER_ITERATION": K_QUANTS_PER_ITERATION})) + + # tasks.append(string_to_spv(f"mul_mat_vec_id_{type_names[i]}_f32", "".join(stream), {"MUL_MAT_ID": "1", "B_TYPE": "float", "D_TYPE": "float", "K_QUANTS_PER_ITERATION": K_QUANTS_PER_ITERATION})) # Dequant shaders for i in range(0, VK_NUM_TYPES): @@ -2677,20 +3042,20 @@ async def main(): optimization_workaround = False if i == GGML_TYPE_F32: - stream.extend((shader_f32_defines, generic_binary_op_funcs, get_rows_float_body)) + stream.extend((shader_f32_defines, generic_binary_op_layout, generic_binary_op_funcs, get_rows_float_body)) elif i == GGML_TYPE_F16: - stream.extend((shader_f16_defines, generic_binary_op_funcs, get_rows_float_body)) + stream.extend((shader_f16_defines, generic_binary_op_layout, generic_binary_op_funcs, get_rows_float_body)) optimization_workaround = True elif i == GGML_TYPE_Q4_0: - stream.extend((shader_q4_0_defines, shader_q4_0_dequant_func, generic_binary_op_funcs, get_rows_body)) + stream.extend((shader_q4_0_defines, generic_binary_op_layout, shader_q4_0_dequant_func, generic_binary_op_funcs, get_rows_body)) elif i == GGML_TYPE_Q4_1: - stream.extend((shader_q4_1_defines, shader_q4_1_dequant_func, generic_binary_op_funcs, get_rows_body)) + stream.extend((shader_q4_1_defines, generic_binary_op_layout, shader_q4_1_dequant_func, generic_binary_op_funcs, get_rows_body)) elif i == GGML_TYPE_Q5_0: - stream.extend((shader_q5_0_defines, shader_q5_0_dequant_func, generic_binary_op_funcs, get_rows_body)) + stream.extend((shader_q5_0_defines, generic_binary_op_layout, shader_q5_0_dequant_func, generic_binary_op_funcs, get_rows_body)) elif i == GGML_TYPE_Q5_1: - stream.extend((shader_q5_1_defines, shader_q5_1_dequant_func, generic_binary_op_funcs, get_rows_body)) + stream.extend((shader_q5_1_defines, generic_binary_op_layout, shader_q5_1_dequant_func, generic_binary_op_funcs, get_rows_body)) elif i == GGML_TYPE_Q8_0: - stream.extend((shader_q8_0_defines, shader_q8_0_dequant_func, generic_binary_op_funcs, get_rows_body)) + stream.extend((shader_q8_0_defines, generic_binary_op_layout, shader_q8_0_dequant_func, generic_binary_op_funcs, get_rows_body)) else: continue @@ -2729,6 +3094,7 @@ async def main(): tasks.append(string_to_spv("diag_mask_inf_f32", f"{diag_mask_inf_head}\n{shader_f32}\n{diag_mask_inf_body}", {"A_TYPE": "float", "D_TYPE": "float"})) tasks.append(string_to_spv("soft_max_f32", f"{soft_max_head}\n{shader_f32}\n{soft_max_body}", {"A_TYPE": "float", "B_TYPE": "float", "C_TYPE": "float", "D_TYPE": "float"})) + tasks.append(string_to_spv("soft_max_f32_f16", f"{soft_max_head}\n{shader_f32}\n{soft_max_body}", {"A_TYPE": "float", "B_TYPE": "float16_t", "C_TYPE": "float16_t", "D_TYPE": "float"})) tasks.append(string_to_spv("rope_f32", rope_src, {"A_TYPE": "float", "D_TYPE": "float"})) tasks.append(string_to_spv("rope_f16", rope_src, {"A_TYPE": "float16_t", "D_TYPE": "float16_t"})) From eaf4bd8b399a6ed4b834f91d22409d2a05c4d266 Mon Sep 17 00:00:00 2001 From: slaren Date: Fri, 10 May 2024 01:04:12 +0200 Subject: [PATCH 10/18] eval-callback : fix conversion to float (#7184) --- examples/eval-callback/eval-callback.cpp | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/examples/eval-callback/eval-callback.cpp b/examples/eval-callback/eval-callback.cpp index 29b5f3b3c..e670d3769 100644 --- a/examples/eval-callback/eval-callback.cpp +++ b/examples/eval-callback/eval-callback.cpp @@ -52,15 +52,15 @@ static void ggml_print_tensor(uint8_t * data, ggml_type type, const int64_t * ne size_t i = i3 * nb[3] + i2 * nb[2] + i1 * nb[1] + i0 * nb[0]; float v; if (type == GGML_TYPE_F16) { - v = ggml_fp16_to_fp32(*(ggml_fp16_t *) data + i); + v = ggml_fp16_to_fp32(*(ggml_fp16_t *) &data[i]); } else if (type == GGML_TYPE_F32) { - v = *(float *) data + i; + v = *(float *) &data[i]; } else if (type == GGML_TYPE_I32) { - v = (float) *(int32_t *) data + i; + v = (float) *(int32_t *) &data[i]; } else if (type == GGML_TYPE_I16) { - v = (float) *(int16_t *) data + i; + v = (float) *(int16_t *) &data[i]; } else if (type == GGML_TYPE_I8) { - v = (float) *(int8_t *) data + i; + v = (float) *(int8_t *) &data[i]; } else { GGML_ASSERT(false); } From 8c570c9496212073079476651c7517c02581101f Mon Sep 17 00:00:00 2001 From: Ouadie EL FAROUKI Date: Fri, 10 May 2024 01:32:15 +0100 Subject: [PATCH 11/18] Minor arithmetic improvement to mmvq wrapper kernel (#7172) --- ggml-sycl.cpp | 20 +++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/ggml-sycl.cpp b/ggml-sycl.cpp index 57fe4ea3d..79aec4d9f 100644 --- a/ggml-sycl.cpp +++ b/ggml-sycl.cpp @@ -8330,24 +8330,26 @@ static void mul_mat_vec_q(const void * __restrict__ vx, const void * __restrict_ const int blocks_per_row = ncols / qk; const int blocks_per_warp = vdr * WARP_SIZE / qi; -// partial sum for each thread + const int qi_vdr = (qi / vdr); // N_threads processing 1 qk block + + // partial sum for each thread float tmp = 0.0f; const block_q_t * x = (const block_q_t *) vx; const block_q8_1 * y = (const block_q8_1 *) vy; - for (int i = item_ct1.get_local_id(2) / (qi / vdr); i < blocks_per_row; + for (int i = item_ct1.get_local_id(2) / qi_vdr; i < blocks_per_row; i += blocks_per_warp) { - const int ibx = row*blocks_per_row + i; // x block index + const int ibx = row * blocks_per_row + i; // x block index - const int iby = i * (qk/QK8_1); // y block index that aligns with ibx + const int iby = i * (qk / QK8_1); // y block index that aligns with ibx - const int iqs = - vdr * - (item_ct1.get_local_id(2) % - (qi / vdr)); // x block quant index when casting the quants to int + const int iqs = + vdr * + (item_ct1.get_local_id(2) - + i * qi_vdr); // x block quant index when casting the quants to int - tmp += vec_dot_q_sycl(&x[ibx], &y[iby], iqs); + tmp += vec_dot_q_sycl(&x[ibx], &y[iby], iqs); } // sum up partial sums and write back result From d11afd665241c1b3910ab5f040d0216403019d87 Mon Sep 17 00:00:00 2001 From: Andrei Date: Fri, 10 May 2024 02:41:10 -0400 Subject: [PATCH 12/18] llava : fix moondream support (#7163) * Revert "Revert "llava : add support for moondream vision language model (#6899)"" This reverts commit 9da243b36ac0b9d609adfaaa4c8f1cc8c592f737. * Fix num_positions and embeddings initialization --- README.md | 1 + examples/llava/clip.cpp | 89 ++++++++++++++++++++++++++++++++--------- 2 files changed, 71 insertions(+), 19 deletions(-) diff --git a/README.md b/README.md index ff00f9966..9f2f8df64 100644 --- a/README.md +++ b/README.md @@ -140,6 +140,7 @@ Typically finetunes of the base models below are supported as well. - [x] [MobileVLM 1.7B/3B models](https://huggingface.co/models?search=mobileVLM) - [x] [Yi-VL](https://huggingface.co/models?search=Yi-VL) - [x] [Mini CPM](https://huggingface.co/models?search=MiniCPM) +- [x] [Moondream](https://huggingface.co/vikhyatk/moondream2) **HTTP server** diff --git a/examples/llava/clip.cpp b/examples/llava/clip.cpp index f568f470c..95fbe3d02 100644 --- a/examples/llava/clip.cpp +++ b/examples/llava/clip.cpp @@ -104,6 +104,7 @@ static std::string format(const char * fmt, ...) { #define TN_POS_EMBD "%s.position_embd.weight" #define TN_CLASS_EMBD "v.class_embd" #define TN_PATCH_EMBD "v.patch_embd.weight" +#define TN_PATCH_BIAS "v.patch_embd.bias" #define TN_ATTN_K "%s.blk.%d.attn_k.%s" #define TN_ATTN_Q "%s.blk.%d.attn_q.%s" #define TN_ATTN_V "%s.blk.%d.attn_v.%s" @@ -425,6 +426,7 @@ struct clip_vision_model { // embeddings struct ggml_tensor * class_embedding; struct ggml_tensor * patch_embeddings; + struct ggml_tensor * patch_bias; struct ggml_tensor * position_embeddings; struct ggml_tensor * pre_ln_w; @@ -501,6 +503,11 @@ struct clip_ctx { bool use_gelu = false; int32_t ftype = 1; + bool has_class_embedding = true; + bool has_pre_norm = true; + bool has_post_norm = false; + bool has_patch_bias = false; + struct gguf_context * ctx_gguf; struct ggml_context * ctx_data; @@ -526,7 +533,7 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 const int patch_size = hparams.patch_size; const int num_patches = ((image_size / patch_size) * (image_size / patch_size)); const int num_patches_per_side = image_size / patch_size; GGML_UNUSED(num_patches_per_side); - const int num_positions = num_patches + 1; + const int num_positions = num_patches + (ctx->has_class_embedding ? 1 : 0); const int hidden_size = hparams.hidden_size; const int n_head = hparams.n_head; const int d_head = hidden_size / n_head; @@ -557,16 +564,23 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 inp = ggml_reshape_3d(ctx0, inp, num_patches, hidden_size, batch_size); inp = ggml_cont(ctx0, ggml_permute(ctx0, inp, 1, 0, 2, 3)); + if (ctx->has_patch_bias) { + // inp = ggml_add(ctx0, inp, ggml_repeat(ctx0, model.patch_bias, inp)); + inp = ggml_add(ctx0, inp, model.patch_bias); + } + // concat class_embeddings and patch_embeddings - struct ggml_tensor * embeddings = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, hidden_size, num_positions, batch_size); - ggml_set_name(embeddings, "embeddings"); - ggml_set_input(embeddings); + struct ggml_tensor * embeddings = inp; + if (ctx->has_class_embedding) { + embeddings = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, hidden_size, num_positions, batch_size); + ggml_set_name(embeddings, "embeddings"); + ggml_set_input(embeddings); + embeddings = ggml_acc(ctx0, embeddings, model.class_embedding, + embeddings->nb[1], embeddings->nb[2], embeddings->nb[3], 0); + embeddings = ggml_acc(ctx0, embeddings, inp, + embeddings->nb[1], embeddings->nb[2], embeddings->nb[3], model.class_embedding->nb[1]); + } - embeddings = ggml_acc(ctx0, embeddings, model.class_embedding, - embeddings->nb[1], embeddings->nb[2], embeddings->nb[3], 0); - - embeddings = ggml_acc(ctx0, embeddings, inp, - embeddings->nb[1], embeddings->nb[2], embeddings->nb[3], model.class_embedding->nb[1]); struct ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, num_positions); ggml_set_name(positions, "positions"); @@ -576,7 +590,7 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 ggml_add(ctx0, embeddings, ggml_get_rows(ctx0, model.position_embeddings, positions)); // pre-layernorm - { + if (ctx->has_pre_norm) { embeddings = ggml_norm(ctx0, embeddings, eps); ggml_set_name(embeddings, "pre_ln"); @@ -664,6 +678,14 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 embeddings = cur; } + // post-layernorm + if (ctx->has_post_norm) { + embeddings = ggml_norm(ctx0, embeddings, eps); + ggml_set_name(embeddings, "post_ln"); + + embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.post_ln_w), model.post_ln_b); + } + // llava projector { embeddings = ggml_reshape_2d(ctx0, embeddings, embeddings->ne[0], embeddings->ne[1]); @@ -1148,12 +1170,39 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) { } + try { + vision_model.class_embedding = get_tensor(new_clip->ctx_data, TN_CLASS_EMBD); + new_clip->has_class_embedding = true; + } catch (const std::exception& e) { + new_clip->has_class_embedding = false; + } + + try { + vision_model.pre_ln_w = get_tensor(new_clip->ctx_data, format(TN_LN_PRE, "v", "weight")); + vision_model.pre_ln_b = get_tensor(new_clip->ctx_data, format(TN_LN_PRE, "v", "bias")); + new_clip->has_pre_norm = true; + } catch (std::exception & e) { + new_clip->has_pre_norm = false; + } + + try { + vision_model.post_ln_w = get_tensor(new_clip->ctx_data, format(TN_LN_POST, "v", "weight")); + vision_model.post_ln_b = get_tensor(new_clip->ctx_data, format(TN_LN_POST, "v", "bias")); + new_clip->has_post_norm = true; + } catch (std::exception & e) { + new_clip->has_post_norm = false; + } + + try { + vision_model.patch_bias = get_tensor(new_clip->ctx_data, TN_PATCH_BIAS); + new_clip->has_patch_bias = true; + } catch (std::exception & e) { + new_clip->has_patch_bias = false; + } + try { vision_model.patch_embeddings = get_tensor(new_clip->ctx_data, TN_PATCH_EMBD); - vision_model.class_embedding = get_tensor(new_clip->ctx_data, TN_CLASS_EMBD); vision_model.position_embeddings = get_tensor(new_clip->ctx_data, format(TN_POS_EMBD, "v")); - vision_model.pre_ln_w = get_tensor(new_clip->ctx_data, format(TN_LN_PRE, "v", "weight")); - vision_model.pre_ln_b = get_tensor(new_clip->ctx_data, format(TN_LN_PRE, "v", "bias")); } catch(const std::exception& e) { LOG_TEE("%s: failed to load vision model tensors\n", __func__); } @@ -1797,7 +1846,7 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima const int image_size = hparams.image_size; const int patch_size = hparams.patch_size; const int num_patches = ((image_size / patch_size) * (image_size / patch_size)); - const int num_positions = num_patches + 1; + const int num_positions = num_patches + (ctx->has_class_embedding ? 1 : 0); { struct ggml_tensor * inp_raw = ggml_graph_get_tensor(gf, "inp_raw"); @@ -1825,12 +1874,14 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima } { - struct ggml_tensor * embeddings = ggml_graph_get_tensor(gf, "embeddings"); + if (ctx->has_class_embedding) { + struct ggml_tensor * embeddings = ggml_graph_get_tensor(gf, "embeddings"); - void* zero_mem = malloc(ggml_nbytes(embeddings)); - memset(zero_mem, 0, ggml_nbytes(embeddings)); - ggml_backend_tensor_set(embeddings, zero_mem, 0, ggml_nbytes(embeddings)); - free(zero_mem); + void* zero_mem = malloc(ggml_nbytes(embeddings)); + memset(zero_mem, 0, ggml_nbytes(embeddings)); + ggml_backend_tensor_set(embeddings, zero_mem, 0, ggml_nbytes(embeddings)); + free(zero_mem); + } } { From 7fdca3348cc079eab523e0f82569e6896fc1c04b Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 10 May 2024 10:40:33 +0300 Subject: [PATCH 13/18] ggml : full ALiBi support --- ggml-cuda.cu | 5 - ggml-cuda/alibi.cu | 63 --------- ggml-cuda/alibi.cuh | 5 - ggml-metal.m | 72 ++-------- ggml-metal.metal | 70 +--------- ggml-sycl.cpp | 79 ----------- ggml.c | 275 ++----------------------------------- ggml.h | 15 +- llama.cpp | 170 +++++++---------------- tests/test-backend-ops.cpp | 8 +- 10 files changed, 82 insertions(+), 680 deletions(-) delete mode 100644 ggml-cuda/alibi.cu delete mode 100644 ggml-cuda/alibi.cuh diff --git a/ggml-cuda.cu b/ggml-cuda.cu index 6f89a7cc3..c5c778796 100644 --- a/ggml-cuda.cu +++ b/ggml-cuda.cu @@ -4,7 +4,6 @@ #include "ggml-cuda/common.cuh" #include "ggml-cuda/acc.cuh" -#include "ggml-cuda/alibi.cuh" #include "ggml-cuda/arange.cuh" #include "ggml-cuda/argsort.cuh" #include "ggml-cuda/binbcast.cuh" @@ -2277,9 +2276,6 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_ROPE: ggml_cuda_op_rope(ctx, dst); break; - case GGML_OP_ALIBI: - ggml_cuda_op_alibi(ctx, dst); - break; case GGML_OP_IM2COL: ggml_cuda_op_im2col(ctx, dst); break; @@ -2829,7 +2825,6 @@ GGML_CALL static bool ggml_backend_cuda_supports_op(ggml_backend_t backend, cons case GGML_OP_DIAG_MASK_INF: case GGML_OP_SOFT_MAX: case GGML_OP_ROPE: - case GGML_OP_ALIBI: case GGML_OP_IM2COL: case GGML_OP_POOL_2D: case GGML_OP_SUM_ROWS: diff --git a/ggml-cuda/alibi.cu b/ggml-cuda/alibi.cu deleted file mode 100644 index 6c7f1fd95..000000000 --- a/ggml-cuda/alibi.cu +++ /dev/null @@ -1,63 +0,0 @@ -#include "alibi.cuh" - -static __global__ void alibi_f32(const float * x, float * dst, const int ncols, const int k_rows, - const int n_heads_log2_floor, const float m0, const float m1) { - const int col = blockDim.x*blockIdx.x + threadIdx.x; - - if (col >= ncols) { - return; - } - - const int row = blockDim.y*blockIdx.y + threadIdx.y; - const int i = row*ncols + col; - - const int k = row/k_rows; - - float m_k; - if (k < n_heads_log2_floor) { - m_k = powf(m0, k + 1); - } else { - m_k = powf(m1, 2 * (k - n_heads_log2_floor) + 1); - } - - dst[i] = col * m_k + x[i]; -} - -static void alibi_f32_cuda(const float * x, float * dst, const int ncols, const int nrows, - const int k_rows, const int n_heads_log2_floor, const float m0, - const float m1, cudaStream_t stream) { - const dim3 block_dims(CUDA_ALIBI_BLOCK_SIZE, 1, 1); - const int num_blocks_x = (ncols + CUDA_ALIBI_BLOCK_SIZE - 1) / (CUDA_ALIBI_BLOCK_SIZE); - const dim3 block_nums(num_blocks_x, nrows, 1); - alibi_f32<<>>(x, dst, ncols, k_rows, n_heads_log2_floor, m0, m1); -} - -void ggml_cuda_op_alibi(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { - const ggml_tensor * src0 = dst->src[0]; - const float * src0_d = (const float *)src0->data; - float * dst_d = (float *)dst->data; - cudaStream_t stream = ctx.stream(); - - GGML_ASSERT(src0->type == GGML_TYPE_F32); - GGML_ASSERT( dst->type == GGML_TYPE_F32); - - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t nrows = ggml_nrows(src0); - - //const int n_past = ((int32_t *) dst->op_params)[0]; - const int n_head = ((int32_t *) dst->op_params)[1]; - float max_bias; - memcpy(&max_bias, (int32_t *) dst->op_params + 2, sizeof(float)); - - //GGML_ASSERT(ne01 + n_past == ne00); - GGML_ASSERT(n_head == ne02); - - const int n_heads_log2_floor = 1 << (int) floor(log2(n_head)); - - const float m0 = powf(2.0f, -(max_bias) / n_heads_log2_floor); - const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_heads_log2_floor); - - alibi_f32_cuda(src0_d, dst_d, ne00, nrows, ne01, n_heads_log2_floor, m0, m1, stream); -} diff --git a/ggml-cuda/alibi.cuh b/ggml-cuda/alibi.cuh deleted file mode 100644 index 630adfc7f..000000000 --- a/ggml-cuda/alibi.cuh +++ /dev/null @@ -1,5 +0,0 @@ -#include "common.cuh" - -#define CUDA_ALIBI_BLOCK_SIZE 32 - -void ggml_cuda_op_alibi(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml-metal.m b/ggml-metal.m index c6817f01f..1f8943bda 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -169,7 +169,6 @@ enum ggml_metal_kernel_type { GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ4_XS_F32, GGML_METAL_KERNEL_TYPE_ROPE_F32, GGML_METAL_KERNEL_TYPE_ROPE_F16, - GGML_METAL_KERNEL_TYPE_ALIBI_F32, GGML_METAL_KERNEL_TYPE_IM2COL_F16, GGML_METAL_KERNEL_TYPE_IM2COL_F32, GGML_METAL_KERNEL_TYPE_UPSCALE_F32, @@ -623,7 +622,6 @@ static struct ggml_metal_context * ggml_metal_init(int n_cb) { GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ4_XS_F32, mul_mm_id_iq4_xs_f32, ctx->support_simdgroup_mm); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_F32, rope_f32, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_F16, rope_f16, true); - GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ALIBI_F32, alibi_f32, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_IM2COL_F16, im2col_f16, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_IM2COL_F32, im2col_f32, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_UPSCALE_F32, upscale_f32, true); @@ -759,7 +757,6 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const case GGML_OP_GROUP_NORM: return ctx->support_simdgroup_reduction; case GGML_OP_NORM: - case GGML_OP_ALIBI: case GGML_OP_ROPE: case GGML_OP_IM2COL: return true; @@ -1357,13 +1354,12 @@ static enum ggml_status ggml_metal_graph_compute( case GGML_OP_SOFT_MAX: { GGML_ASSERT(!src1 || src1->type == GGML_TYPE_F16 || src1->type == GGML_TYPE_F32); - GGML_ASSERT(!src2 || src2->type == GGML_TYPE_F16 || src2->type == GGML_TYPE_F32); int nth = 32; // SIMD width id pipeline = nil; - const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16) || (src2 && src2->type == GGML_TYPE_F16); + const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16); if (ne00%4 == 0) { while (nth < ne00/4 && nth < 256) { @@ -1407,20 +1403,15 @@ static enum ggml_status ggml_metal_graph_compute( } else { [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1]; } - if (id_src2) { - [encoder setBuffer:id_src2 offset:offs_src2 atIndex:2]; - } else { - [encoder setBuffer:id_src0 offset:offs_src0 atIndex:2]; - } - [encoder setBuffer:id_dst offset:offs_dst atIndex:3]; - [encoder setBytes:&ne00 length:sizeof(ne00) atIndex:4]; - [encoder setBytes:&ne01 length:sizeof(ne01) atIndex:5]; - [encoder setBytes:&ne02 length:sizeof(ne02) atIndex:6]; - [encoder setBytes:&scale length:sizeof(scale) atIndex:7]; - [encoder setBytes:&max_bias length:sizeof(max_bias) atIndex:8]; - [encoder setBytes:&m0 length:sizeof(m0) atIndex:9]; - [encoder setBytes:&m1 length:sizeof(m1) atIndex:10]; - [encoder setBytes:&n_head_log2 length:sizeof(n_head_log2) atIndex:11]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:2]; + [encoder setBytes:&ne00 length:sizeof(ne00) atIndex:3]; + [encoder setBytes:&ne01 length:sizeof(ne01) atIndex:4]; + [encoder setBytes:&ne02 length:sizeof(ne02) atIndex:5]; + [encoder setBytes:&scale length:sizeof(scale) atIndex:6]; + [encoder setBytes:&max_bias length:sizeof(max_bias) atIndex:7]; + [encoder setBytes:&m0 length:sizeof(m0) atIndex:8]; + [encoder setBytes:&m1 length:sizeof(m1) atIndex:9]; + [encoder setBytes:&n_head_log2 length:sizeof(n_head_log2) atIndex:10]; [encoder setThreadgroupMemoryLength:32*sizeof(float) atIndex:0]; [encoder dispatchThreadgroups:MTLSizeMake(ne01*ne02*ne03, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)]; @@ -2225,49 +2216,6 @@ static enum ggml_status ggml_metal_graph_compute( [encoder dispatchThreadgroups:MTLSizeMake(nrows, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)]; } break; - case GGML_OP_ALIBI: - { - GGML_ASSERT((src0t == GGML_TYPE_F32)); - - const int nth = MIN(1024, ne00); - - //const int n_past = ((int32_t *) dst->op_params)[0]; - const int n_head = ((int32_t *) dst->op_params)[1]; - - float max_bias; - memcpy(&max_bias, (int32_t *) dst->op_params + 2, sizeof(float)); - - const int n_heads_log2_floor = 1 << (int) floor(log2(n_head)); - const float m0 = powf(2.0f, -(max_bias) / n_heads_log2_floor); - const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_heads_log2_floor); - - id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ALIBI_F32].pipeline; - - [encoder setComputePipelineState:pipeline]; - [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; - [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; - [encoder setBytes:&ne00 length:sizeof( int64_t) atIndex:2]; - [encoder setBytes:&ne01 length:sizeof( int64_t) atIndex:3]; - [encoder setBytes:&ne02 length:sizeof( int64_t) atIndex:4]; - [encoder setBytes:&ne03 length:sizeof( int64_t) atIndex:5]; - [encoder setBytes:&nb00 length:sizeof(uint64_t) atIndex:6]; - [encoder setBytes:&nb01 length:sizeof(uint64_t) atIndex:7]; - [encoder setBytes:&nb02 length:sizeof(uint64_t) atIndex:8]; - [encoder setBytes:&nb03 length:sizeof(uint64_t) atIndex:9]; - [encoder setBytes:&ne0 length:sizeof( int64_t) atIndex:10]; - [encoder setBytes:&ne1 length:sizeof( int64_t) atIndex:11]; - [encoder setBytes:&ne2 length:sizeof( int64_t) atIndex:12]; - [encoder setBytes:&ne3 length:sizeof( int64_t) atIndex:13]; - [encoder setBytes:&nb0 length:sizeof(uint64_t) atIndex:14]; - [encoder setBytes:&nb1 length:sizeof(uint64_t) atIndex:15]; - [encoder setBytes:&nb2 length:sizeof(uint64_t) atIndex:16]; - [encoder setBytes:&nb3 length:sizeof(uint64_t) atIndex:17]; - [encoder setBytes:&m0 length:sizeof( float) atIndex:18]; - [encoder setBytes:&m1 length:sizeof( float) atIndex:19]; - [encoder setBytes:&n_heads_log2_floor length:sizeof(int) atIndex:20]; - - [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)]; - } break; case GGML_OP_ROPE: { GGML_ASSERT(ne10 == ne02); diff --git a/ggml-metal.metal b/ggml-metal.metal index 46c7d5039..641e576e2 100644 --- a/ggml-metal.metal +++ b/ggml-metal.metal @@ -356,7 +356,6 @@ template kernel void kernel_soft_max( device const char * src0, device const char * src1, - device const char * src2, device char * dst, constant int64_t & ne00, constant int64_t & ne01, @@ -378,10 +377,9 @@ kernel void kernel_soft_max( device const float * psrc0 = (device const float *) src0 + (i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00); device const T * pmask = src1 != src0 ? (device const T *) src1 + i01*ne00 : nullptr; - device const T * ppos = src2 != src0 ? (device const T *) src2 : nullptr; device float * pdst = (device float *) dst + (i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00); - float slope = 0.0f; + float slope = 1.0f; // ALiBi if (max_bias > 0.0f) { @@ -397,7 +395,7 @@ kernel void kernel_soft_max( float lmax = -INFINITY; for (int i00 = tpitg; i00 < ne00; i00 += ntg) { - lmax = MAX(lmax, psrc0[i00]*scale + (pmask ? pmask[i00] : 0.0f) + (ppos ? slope*ppos[i00] : 0.0f)); + lmax = MAX(lmax, psrc0[i00]*scale + (pmask ? slope*pmask[i00] : 0.0f)); } // find the max value in the block @@ -422,7 +420,7 @@ kernel void kernel_soft_max( // parallel sum float lsum = 0.0f; for (int i00 = tpitg; i00 < ne00; i00 += ntg) { - const float exp_psrc0 = exp((psrc0[i00]*scale + (pmask ? pmask[i00] : 0.0f) + (ppos ? slope*ppos[i00] : 0.0f)) - max_val); + const float exp_psrc0 = exp((psrc0[i00]*scale + (pmask ? slope*pmask[i00] : 0.0f)) - max_val); lsum += exp_psrc0; pdst[i00] = exp_psrc0; } @@ -461,7 +459,6 @@ template kernel void kernel_soft_max_4( device const char * src0, device const char * src1, - device const char * src2, device char * dst, constant int64_t & ne00, constant int64_t & ne01, @@ -483,10 +480,9 @@ kernel void kernel_soft_max_4( device const float4 * psrc4 = (device const float4 *) src0 + (i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00)/4; device const T * pmask = src1 != src0 ? (device const T *) src1 + i01*ne00/4 : nullptr; - device const T * ppos = src2 != src0 ? (device const T *) src2 : nullptr; device float4 * pdst4 = (device float4 *) dst + (i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00)/4; - float slope = 0.0f; + float slope = 1.0f; if (max_bias > 0.0f) { const int64_t h = i02; @@ -501,7 +497,7 @@ kernel void kernel_soft_max_4( float4 lmax4 = -INFINITY; for (int i00 = tpitg; i00 < ne00/4; i00 += ntg) { - lmax4 = fmax(lmax4, psrc4[i00]*scale + (float4)((pmask ? pmask[i00] : 0.0f) + (ppos ? slope*ppos[i00] : 0.0f))); + lmax4 = fmax(lmax4, psrc4[i00]*scale + (float4)((pmask ? slope*pmask[i00] : 0.0f))); } const float lmax = MAX(MAX(lmax4[0], lmax4[1]), MAX(lmax4[2], lmax4[3])); @@ -527,7 +523,7 @@ kernel void kernel_soft_max_4( // parallel sum float4 lsum4 = 0.0f; for (int i00 = tpitg; i00 < ne00/4; i00 += ntg) { - const float4 exp_psrc4 = exp((psrc4[i00]*scale + (float4)((pmask ? pmask[i00] : 0.0f) + (ppos ? slope*ppos[i00] : 0.0f))) - max_val); + const float4 exp_psrc4 = exp((psrc4[i00]*scale + (float4)((pmask ? slope*pmask[i00] : 0.0f))) - max_val); lsum4 += exp_psrc4; pdst4[i00] = exp_psrc4; } @@ -1595,60 +1591,6 @@ kernel void kernel_mul_mv_f16_f32_l4( } } -kernel void kernel_alibi_f32( - device const float * src0, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne03, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant uint64_t & nb03, - constant int64_t & ne0, - constant int64_t & ne1, - constant int64_t & ne2, - constant int64_t & ne3, - constant uint64_t & nb0, - constant uint64_t & nb1, - constant uint64_t & nb2, - constant uint64_t & nb3, - constant float & m0, - constant float & m1, - constant int & n_heads_log2_floor, - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]], - uint3 ntg[[threads_per_threadgroup]]) { - const int64_t i03 = tgpig[2]; - const int64_t i02 = tgpig[1]; - const int64_t i01 = tgpig[0]; - - const int64_t n = i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; - - const int64_t i3 = n / (ne2*ne1*ne0); - const int64_t i2 = (n - i3*ne2*ne1*ne0) / (ne1*ne0); - const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; - //const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - - const int64_t k = i3*ne3 + i2; - - float m_k; - if (k < n_heads_log2_floor) { - m_k = pow(m0, k + 1); - } else { - m_k = pow(m1, 2 * (k - n_heads_log2_floor) + 1); - } - - device char * dst_row = (device char *) dst + i3*nb3 + i2*nb2 + i1*nb1; - device const char * src_row = (device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01; - for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - const float src_v = *(device float *)(src_row + i00*nb00); - device float * dst_v = (device float *)(dst_row + i00*nb0); - *dst_v = i00 * m_k + src_v; - } -} - static float rope_yarn_ramp(const float low, const float high, const int i0) { const float y = (i0 / 2 - low) / max(0.001f, high - low); return 1.0f - min(1.0f, max(0.0f, y)); diff --git a/ggml-sycl.cpp b/ggml-sycl.cpp index 79aec4d9f..5d45d7e85 100644 --- a/ggml-sycl.cpp +++ b/ggml-sycl.cpp @@ -3154,7 +3154,6 @@ typedef float (*vec_dot_q_mul_mat_sycl_t)( #define SYCL_SCALE_BLOCK_SIZE 256 #define SYCL_CLAMP_BLOCK_SIZE 256 #define SYCL_ROPE_BLOCK_SIZE 256 -#define SYCL_ALIBI_BLOCK_SIZE 32 #define SYCL_DIAG_MASK_INF_BLOCK_SIZE 32 #define SYCL_QUANTIZE_BLOCK_SIZE 256 #define SYCL_DEQUANTIZE_BLOCK_SIZE 256 @@ -9316,32 +9315,6 @@ static void rope_glm_f32( dst[i + half_n_dims * 3] = x2*sin_block_theta + x3*cos_block_theta; } -static void alibi_f32(const float * x, float * dst, const int ncols, const int k_rows, - const int n_heads_log2_floor, const float m0, const float m1, - const sycl::nd_item<3> &item_ct1) { - const int col = item_ct1.get_local_range(2) * item_ct1.get_group(2) + - item_ct1.get_local_id(2); - - if (col >= ncols) { - return; - } - - const int row = item_ct1.get_local_range(1) * item_ct1.get_group(1) + - item_ct1.get_local_id(1); - const int i = row*ncols + col; - - const int k = row/k_rows; - - float m_k; - if (k < n_heads_log2_floor) { - m_k = dpct::pow(m0, k + 1); - } else { - m_k = dpct::pow(m1, 2 * (k - n_heads_log2_floor) + 1); - } - - dst[i] = col * m_k + x[i]; -} - static void k_sum_rows_f32(const float * x, float * dst, const int ncols, const sycl::nd_item<3> &item_ct1) { const int row = item_ct1.get_group(1); @@ -12964,20 +12937,6 @@ static void rope_glm_f32_sycl(const float *x, float *dst, int ncols, int nrows, }); } -static void alibi_f32_sycl(const float *x, float *dst, const int ncols, - const int nrows, const int k_rows, - const int n_heads_log2_floor, const float m0, - const float m1, dpct::queue_ptr stream) { - const sycl::range<3> block_dims(1, 1, SYCL_ALIBI_BLOCK_SIZE); - const int num_blocks_x = (ncols + SYCL_ALIBI_BLOCK_SIZE - 1) / (SYCL_ALIBI_BLOCK_SIZE); - const sycl::range<3> block_nums(1, nrows, num_blocks_x); - stream->parallel_for(sycl::nd_range<3>(block_nums * block_dims, block_dims), - [=](sycl::nd_item<3> item_ct1) { - alibi_f32(x, dst, ncols, k_rows, - n_heads_log2_floor, m0, m1, item_ct1); - }); -} - static void sum_rows_f32_sycl(const float *x, float *dst, const int ncols, const int nrows, dpct::queue_ptr stream) { const sycl::range<3> block_dims(1, 1, WARP_SIZE); @@ -14562,36 +14521,6 @@ inline void ggml_sycl_op_rope(const ggml_tensor *src0, const ggml_tensor *src1, (void) src1_dd; } -inline void ggml_sycl_op_alibi(const ggml_tensor *src0, const ggml_tensor *src1, - ggml_tensor *dst, const float *src0_dd, - const float *src1_dd, float *dst_dd, - const dpct::queue_ptr &main_stream) { - - GGML_ASSERT(src0->type == GGML_TYPE_F32); - GGML_ASSERT( dst->type == GGML_TYPE_F32); - - GGML_TENSOR_LOCALS_3(int64_t, ne0, src0, ne); - const int64_t nrows = ggml_nrows(src0); - - //const int n_past = ((int32_t *) dst->op_params)[0]; - const int n_head = ((int32_t *) dst->op_params)[1]; - float max_bias; - memcpy(&max_bias, (int32_t *) dst->op_params + 2, sizeof(float)); - - //GGML_ASSERT(ne01 + n_past == ne00); - GGML_ASSERT(n_head == ne02); - - const int n_heads_log2_floor = 1 << (int) floor(log2(n_head)); - - const float m0 = powf(2.0f, -(max_bias) / n_heads_log2_floor); - const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_heads_log2_floor); - - alibi_f32_sycl(src0_dd, dst_dd, ne00, nrows, ne01, n_heads_log2_floor, m0, m1, main_stream); - - (void) src1; - (void) src1_dd; -} - static void ggml_sycl_op_pool2d(const ggml_tensor *src0, const ggml_tensor *src1, ggml_tensor *dst, const float *src0_dd, const float *src1_dd, @@ -16232,10 +16161,6 @@ static void ggml_sycl_rope(const ggml_tensor * src0, const ggml_tensor * src1, g ggml_sycl_op_flatten(src0, src1, dst, ggml_sycl_op_rope); } -static void ggml_sycl_alibi(const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { - ggml_sycl_op_flatten(src0, src1, dst, ggml_sycl_op_alibi); -} - static void ggml_sycl_pool2d(const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { ggml_sycl_op_flatten(src0, src1, dst, ggml_sycl_op_pool2d); } @@ -16612,9 +16537,6 @@ bool ggml_sycl_compute_forward(struct ggml_compute_params * params, struct ggml_ case GGML_OP_ROPE: func = ggml_sycl_rope; break; - case GGML_OP_ALIBI: - func = ggml_sycl_alibi; - break; case GGML_OP_IM2COL: func = ggml_sycl_im2col; break; @@ -17744,7 +17666,6 @@ GGML_CALL static bool ggml_backend_sycl_supports_op(ggml_backend_t backend, cons case GGML_OP_DIAG_MASK_INF: case GGML_OP_SOFT_MAX: case GGML_OP_ROPE: - case GGML_OP_ALIBI: case GGML_OP_IM2COL: case GGML_OP_POOL_2D: case GGML_OP_SUM_ROWS: diff --git a/ggml.c b/ggml.c index 093d38d00..d218e84d3 100644 --- a/ggml.c +++ b/ggml.c @@ -2185,7 +2185,6 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "SOFT_MAX_BACK", "ROPE", "ROPE_BACK", - "ALIBI", "CLAMP", "CONV_TRANSPOSE_1D", "IM2COL", @@ -2227,7 +2226,7 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "CROSS_ENTROPY_LOSS_BACK", }; -static_assert(GGML_OP_COUNT == 77, "GGML_OP_COUNT != 77"); +static_assert(GGML_OP_COUNT == 76, "GGML_OP_COUNT != 77"); static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "none", @@ -2276,7 +2275,6 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "soft_max_back(x)", "rope(x)", "rope_back(x)", - "alibi(x)", "clamp(x)", "conv_transpose_1d(x)", "im2col(x)", @@ -2318,7 +2316,7 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "cross_entropy_loss_back(x,y)", }; -static_assert(GGML_OP_COUNT == 77, "GGML_OP_COUNT != 77"); +static_assert(GGML_OP_COUNT == 76, "GGML_OP_COUNT != 77"); static_assert(GGML_OP_POOL_COUNT == 2, "GGML_OP_POOL_COUNT != 2"); @@ -5646,7 +5644,6 @@ static struct ggml_tensor * ggml_soft_max_impl( struct ggml_context * ctx, struct ggml_tensor * a, struct ggml_tensor * mask, - struct ggml_tensor * pos, float scale, float max_bias, bool inplace) { @@ -5660,20 +5657,6 @@ static struct ggml_tensor * ggml_soft_max_impl( GGML_ASSERT(mask->ne[1] >= a->ne[1]); } - if (pos) { - GGML_ASSERT(ggml_is_vector(pos)); - GGML_ASSERT(pos->type == GGML_TYPE_F16 || pos->type == GGML_TYPE_F32); - GGML_ASSERT(pos->ne[0] == a->ne[0]); - } - - if (pos && mask) { - GGML_ASSERT(pos->type == mask->type); - } - - if (max_bias > 0.0f) { - GGML_ASSERT(pos); - } - bool is_node = false; if (a->grad) { @@ -5689,7 +5672,6 @@ static struct ggml_tensor * ggml_soft_max_impl( result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; result->src[0] = a; result->src[1] = mask; - result->src[2] = pos; return result; } @@ -5697,23 +5679,22 @@ static struct ggml_tensor * ggml_soft_max_impl( struct ggml_tensor * ggml_soft_max( struct ggml_context * ctx, struct ggml_tensor * a) { - return ggml_soft_max_impl(ctx, a, NULL, NULL, 1.0f, 0.0f, false); + return ggml_soft_max_impl(ctx, a, NULL, 1.0f, 0.0f, false); } struct ggml_tensor * ggml_soft_max_inplace( struct ggml_context * ctx, struct ggml_tensor * a) { - return ggml_soft_max_impl(ctx, a, NULL, NULL, 1.0f, 0.0f, true); + return ggml_soft_max_impl(ctx, a, NULL, 1.0f, 0.0f, true); } struct ggml_tensor * ggml_soft_max_ext( struct ggml_context * ctx, struct ggml_tensor * a, struct ggml_tensor * mask, - struct ggml_tensor * pos, float scale, float max_bias) { - return ggml_soft_max_impl(ctx, a, mask, pos, scale, max_bias, false); + return ggml_soft_max_impl(ctx, a, mask, scale, max_bias, false); } // ggml_soft_max_back @@ -5928,37 +5909,6 @@ struct ggml_tensor * ggml_rope_back( return result; } -// ggml_alibi - -struct ggml_tensor * ggml_alibi( - struct ggml_context * ctx, - struct ggml_tensor * a, - int n_past, - int n_head, - float bias_max) { - GGML_ASSERT(n_past >= 0); - bool is_node = false; - - if (a->grad) { - GGML_ASSERT(false); // TODO: implement backward - is_node = true; - } - - // TODO: when implement backward, fix this: - //struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a); - struct ggml_tensor * result = ggml_view_tensor(ctx, a); - - int32_t op_params[3] = { n_past, n_head }; - memcpy(op_params + 2, &bias_max, sizeof(float)); - ggml_set_op_params(result, op_params, sizeof(op_params)); - - result->op = GGML_OP_ALIBI; - result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; - result->src[0] = a; - - return result; -} - // ggml_clamp struct ggml_tensor * ggml_clamp( @@ -13333,7 +13283,6 @@ static void ggml_compute_forward_soft_max_f32( const struct ggml_tensor * src0 = dst->src[0]; const struct ggml_tensor * src1 = dst->src[1]; - const struct ggml_tensor * src2 = dst->src[2]; assert(ggml_is_contiguous(dst)); assert(ggml_are_same_shape(src0, dst)); @@ -13377,13 +13326,13 @@ static void ggml_compute_forward_soft_max_f32( float * wp = (float *) params->wdata + (nc + CACHE_LINE_SIZE_F32) * ith; - // when max_bias <= 0.0f, src2 is not used and we default it to src0 to avoid branching - ggml_fp16_t * pos_f16 = src2 ? (ggml_fp16_t *) src2->data : src0->data; - float * pos_f32 = src2 ? (float *) src2->data : src0->data; - - const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16) || (src2 && src2->type == GGML_TYPE_F16); + const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16); for (int i1 = ir0; i1 < ir1; i1++) { + // ALiBi + const uint32_t h = (i1/ne01)%ne02; // head + const float slope = (max_bias > 0.0f) ? h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1) : 1.0f; + float * sp = (float *)((char *) src0->data + i1*src0->nb[1]); float * dp = (float *)((char *) dst->data + i1*dst->nb[1]); @@ -13396,27 +13345,11 @@ static void ggml_compute_forward_soft_max_f32( if (mp_f32) { if (use_f16) { for (int i = 0; i < nc; ++i) { - wp[i] += GGML_FP16_TO_FP32(mp_f16[i]); + wp[i] += slope*GGML_FP16_TO_FP32(mp_f16[i]); } } else { for (int i = 0; i < nc; ++i) { - wp[i] += mp_f32[i]; - } - } - } - - // ALiBi bias - if (max_bias > 0.0f) { - const uint32_t h = (i1/ne01)%ne02; // head - const float slope = h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1); - - if (use_f16) { - for (int i = 0; i < nc; ++i) { - wp[i] += slope*GGML_FP16_TO_FP32(pos_f16[i]); - } - } else { - for (int i = 0; i < nc; ++i) { - wp[i] += slope*pos_f32[i]; + wp[i] += slope*mp_f32[i]; } } } @@ -13578,178 +13511,6 @@ static void ggml_compute_forward_soft_max_back( } } -// ggml_compute_forward_alibi - -static void ggml_compute_forward_alibi_f32( - const struct ggml_compute_params * params, - struct ggml_tensor * dst) { - - const struct ggml_tensor * src0 = dst->src[0]; - - assert(params->ith == 0); - - if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { - return; - } - - //const int n_past = ((int32_t *) dst->op_params)[0]; - const int n_head = ((int32_t *) dst->op_params)[1]; - float max_bias; - memcpy(&max_bias, (int32_t *) dst->op_params + 2, sizeof(float)); - - const int64_t ne0 = src0->ne[0]; // all_seq_len = n_past + ne1 - const int64_t ne1 = src0->ne[1]; // seq_len_without_past - const int64_t ne2 = src0->ne[2]; // n_head -> this is k - //const int64_t ne3 = src0->ne[3]; // 1 -> bsz - - const int64_t n = ggml_nrows(src0); - const int64_t ne2_ne3 = n/ne1; // ne2*ne3 - - const size_t nb0 = src0->nb[0]; - const size_t nb1 = src0->nb[1]; - const size_t nb2 = src0->nb[2]; - //const int nb3 = src0->nb[3]; - - GGML_ASSERT(nb0 == sizeof(float)); - GGML_ASSERT(n_head == ne2); - - // add alibi to src0 (KQ_scaled) - const int n_heads_log2_floor = 1 << (int) floor(log2(n_head)); - - const float m0 = powf(2.0f, -(max_bias) / n_heads_log2_floor); - const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_heads_log2_floor); - - for (int64_t k = 0; k < ne2_ne3; k++) { - // TODO: k*nb2 or k*nb3 - float m_k; - - if (k < n_heads_log2_floor) { - m_k = powf(m0, k + 1); - } else { - m_k = powf(m1, 2 * (k - n_heads_log2_floor) + 1); - } - - for (int64_t i = 0; i < ne0; i++) { - for (int64_t j = 0; j < ne1; j++) { - float * const src = (float *)((char *) src0->data + i*nb0 + j*nb1 + k*nb2); - float * pdst = (float *)((char *) dst->data + i*nb0 + j*nb1 + k*nb2); - pdst[0] = i * m_k + src[0]; - } - } - } -} - -static void ggml_compute_forward_alibi_f16( - const struct ggml_compute_params * params, - struct ggml_tensor * dst) { - - const struct ggml_tensor * src0 = dst->src[0]; - - assert(params->ith == 0); - - if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { - return; - } - - //const int n_past = ((int32_t *) dst->op_params)[0]; - const int n_head = ((int32_t *) dst->op_params)[1]; - float max_bias; - memcpy(&max_bias, (int32_t *) dst->op_params + 2, sizeof(float)); - - const int ne0 = src0->ne[0]; // all_seq_len = n_past + ne1 - const int ne1 = src0->ne[1]; // seq_len_without_past - const int ne2 = src0->ne[2]; // n_head -> this is k - //const int ne3 = src0->ne[3]; // 1 -> bsz - - const int n = ggml_nrows(src0); - const int ne2_ne3 = n/ne1; // ne2*ne3 - - const int nb0 = src0->nb[0]; - const int nb1 = src0->nb[1]; - const int nb2 = src0->nb[2]; - //const int nb3 = src0->nb[3]; - - GGML_ASSERT(nb0 == sizeof(ggml_fp16_t)); - //GGML_ASSERT(ne1 + n_past == ne0); (void) n_past; - GGML_ASSERT(n_head == ne2); - - // add alibi to src0 (KQ_scaled) - const int n_heads_log2_floor = 1 << (int) floor(log2(n_head)); - - const float m0 = powf(2.0f, -(max_bias) / n_heads_log2_floor); - const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_heads_log2_floor); - - for (int k = 0; k < ne2_ne3; k++) { - // TODO: k*nb2 or k*nb3 - float m_k; - - if (k < n_heads_log2_floor) { - m_k = powf(m0, k + 1); - } else { - m_k = powf(m1, 2 * (k - n_heads_log2_floor) + 1); - } - - for (int i = 0; i < ne0; i++) { - for (int j = 0; j < ne1; j++) { - ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i*nb0 + j*nb1 + k*nb2); - float * pdst = (float *)((char *) dst->data + i*nb0 + j*nb1 + k*nb2); - - // we return F32 - pdst[0] = i * m_k + GGML_FP16_TO_FP32(src[0]); - } - } - } -} - -static void ggml_compute_forward_alibi( - const struct ggml_compute_params * params, - struct ggml_tensor * dst) { - - const struct ggml_tensor * src0 = dst->src[0]; - - switch (src0->type) { - case GGML_TYPE_F16: - { - ggml_compute_forward_alibi_f16(params, dst); - } break; - case GGML_TYPE_F32: - { - ggml_compute_forward_alibi_f32(params, dst); - } break; - case GGML_TYPE_BF16: - case GGML_TYPE_Q4_0: - case GGML_TYPE_Q4_1: - case GGML_TYPE_Q5_0: - case GGML_TYPE_Q5_1: - case GGML_TYPE_Q8_0: - case GGML_TYPE_Q8_1: - case GGML_TYPE_Q2_K: - case GGML_TYPE_Q3_K: - case GGML_TYPE_Q4_K: - case GGML_TYPE_Q5_K: - case GGML_TYPE_Q6_K: - case GGML_TYPE_IQ2_XXS: - case GGML_TYPE_IQ2_XS: - case GGML_TYPE_IQ3_XXS: - case GGML_TYPE_IQ1_S: - case GGML_TYPE_IQ1_M: - case GGML_TYPE_IQ4_NL: - case GGML_TYPE_IQ4_XS: - case GGML_TYPE_IQ3_S: - case GGML_TYPE_IQ2_S: - case GGML_TYPE_Q8_K: - case GGML_TYPE_I8: - case GGML_TYPE_I16: - case GGML_TYPE_I32: - case GGML_TYPE_I64: - case GGML_TYPE_F64: - case GGML_TYPE_COUNT: - { - GGML_ASSERT(false); - } break; - } -} - // ggml_compute_forward_clamp static void ggml_compute_forward_clamp_f32( @@ -17630,10 +17391,6 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm { ggml_compute_forward_rope_back(params, tensor); } break; - case GGML_OP_ALIBI: - { - ggml_compute_forward_alibi(params, tensor); - } break; case GGML_OP_CLAMP: { ggml_compute_forward_clamp(params, tensor); @@ -18652,10 +18409,6 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor zero_table); } } break; - case GGML_OP_ALIBI: - { - GGML_ASSERT(false); // TODO: not implemented - } break; case GGML_OP_CLAMP: { GGML_ASSERT(false); // TODO: not implemented @@ -19428,10 +19181,6 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads, int n_cur_ { n_tasks = n_threads; } break; - case GGML_OP_ALIBI: - { - n_tasks = 1; //TODO - } break; case GGML_OP_CLAMP: { n_tasks = 1; //TODO diff --git a/ggml.h b/ggml.h index fe6053822..fe53c3362 100644 --- a/ggml.h +++ b/ggml.h @@ -468,7 +468,6 @@ extern "C" { GGML_OP_SOFT_MAX_BACK, GGML_OP_ROPE, GGML_OP_ROPE_BACK, - GGML_OP_ALIBI, GGML_OP_CLAMP, GGML_OP_CONV_TRANSPOSE_1D, GGML_OP_IM2COL, @@ -1428,15 +1427,13 @@ extern "C" { struct ggml_context * ctx, struct ggml_tensor * a); - // fused soft_max(a*scale + mask + pos[i]*(ALiBi slope)) + // fused soft_max(a*scale + mask*(ALiBi slope)) // mask is optional - // pos is required when max_bias > 0.0f // max_bias = 0.0f for no ALiBi GGML_API struct ggml_tensor * ggml_soft_max_ext( struct ggml_context * ctx, struct ggml_tensor * a, struct ggml_tensor * mask, - struct ggml_tensor * pos, float scale, float max_bias); @@ -1538,16 +1535,6 @@ extern "C" { float xpos_base, bool xpos_down); - // alibi position embedding - // in-place, returns view(a) - GGML_DEPRECATED(GGML_API struct ggml_tensor * ggml_alibi( - struct ggml_context * ctx, - struct ggml_tensor * a, - int n_past, - int n_head, - float bias_max), - "use ggml_soft_max_ext instead (will be removed in Mar 2024)"); - // clamp // in-place, returns view(a) GGML_API struct ggml_tensor * ggml_clamp( diff --git a/llama.cpp b/llama.cpp index e7b3fd8b4..227bad97d 100644 --- a/llama.cpp +++ b/llama.cpp @@ -1845,7 +1845,7 @@ struct llama_hparams { float f_logit_scale = 0.0f; bool causal_attn = true; - bool use_alibi = false; // currently, we need KQ_pos data for ALiBi-based models + bool use_alibi = false; enum llama_pooling_type pooling_type = LLAMA_POOLING_TYPE_NONE; enum llama_rope_type rope_type = LLAMA_ROPE_TYPE_NONE; @@ -2317,7 +2317,6 @@ struct llama_context { struct ggml_tensor * inp_pos; // I32 [n_batch] struct ggml_tensor * inp_out_ids; // I32 [n_outputs] struct ggml_tensor * inp_KQ_mask; // F32 [kv_size, n_batch] - struct ggml_tensor * inp_KQ_pos; // F32 [n_kv] struct ggml_tensor * inp_K_shift; // I32 [kv_size] struct ggml_tensor * inp_mean; // F32 [n_batch, n_batch] struct ggml_tensor * inp_cls; // I32 [n_batch] @@ -6500,7 +6499,6 @@ static struct ggml_tensor * llm_build_kqv( struct ggml_tensor * wo_b, struct ggml_tensor * q_cur, struct ggml_tensor * kq_mask, - struct ggml_tensor * kq_pos, int32_t n_tokens, int32_t n_kv, float kq_scale, @@ -6530,10 +6528,6 @@ static struct ggml_tensor * llm_build_kqv( GGML_UNUSED(model); GGML_UNUSED(n_ctx); - // note: if this assert triggers, then some check has failed earlier - // the idea is to detect during context creation that ALiBi would be used and disable Flash Attention - GGML_ASSERT(kq_pos == nullptr && "ALiBi is not yet supported with Flash Attention"); - // split cached v into n_head heads (not transposed) struct ggml_tensor * v = ggml_view_3d(ctx, kv.v_l[il], @@ -6574,28 +6568,8 @@ static struct ggml_tensor * llm_build_kqv( kq = ggml_scale(ctx, kq, 30); } -#if defined(GGML_USE_KOMPUTE) -#pragma message("TODO: ALiBi support in ggml_soft_max_ext is not implemented for Kompute") -#pragma message(" Falling back to ggml_alibi(). Will become an error in Mar 2024") -#pragma message("ref: https://github.com/ggerganov/llama.cpp/pull/5488") - if (hparams.use_alibi) { - kq = ggml_scale(ctx, kq, kq_scale); - cb(kq, "kq_scaled", il); - - kq = ggml_alibi(ctx, kq, /*n_past*/ 0, n_head, hparams.f_max_alibi_bias); - cb(kq, "kq_scaled_alibi", il); - - kq = ggml_add(ctx, kq, kq_mask); - cb(kq, "kq_masked", il); - - kq = ggml_soft_max(ctx, kq); - cb(kq, "kq_soft_max", il); - } else -#endif - { - kq = ggml_soft_max_ext(ctx, kq, kq_mask, kq_pos, kq_scale, hparams.f_max_alibi_bias); - cb(kq, "kq_soft_max_ext", il); - } + kq = ggml_soft_max_ext(ctx, kq, kq_mask, kq_scale, hparams.f_max_alibi_bias); + cb(kq, "kq_soft_max_ext", il); GGML_ASSERT(kv.size == n_ctx); @@ -6645,7 +6619,6 @@ static struct ggml_tensor * llm_build_kv( struct ggml_tensor * v_cur, struct ggml_tensor * q_cur, struct ggml_tensor * kq_mask, - struct ggml_tensor * kq_pos, int32_t n_tokens, int32_t kv_head, int32_t n_kv, @@ -6664,7 +6637,7 @@ static struct ggml_tensor * llm_build_kv( struct ggml_tensor * cur; cur = llm_build_kqv(ctx, model, hparams, cparams, kv, graph, wo, wo_b, - q_cur, kq_mask, kq_pos, n_tokens, n_kv, kq_scale, cb, il); + q_cur, kq_mask, n_tokens, n_kv, kq_scale, cb, il); cb(cur, "kqv_out", il); return cur; @@ -6771,18 +6744,17 @@ struct llm_build_context { ctx0 = ggml_init(params); - lctx.inp_tokens = nullptr; - lctx.inp_embd = nullptr; - lctx.inp_pos = nullptr; + lctx.inp_tokens = nullptr; + lctx.inp_embd = nullptr; + lctx.inp_pos = nullptr; lctx.inp_out_ids = nullptr; lctx.inp_KQ_mask = nullptr; - lctx.inp_KQ_pos = nullptr; lctx.inp_K_shift = nullptr; - lctx.inp_mean = nullptr; - lctx.inp_cls = nullptr; - lctx.inp_s_copy = nullptr; - lctx.inp_s_mask = nullptr; - lctx.inp_s_seq = nullptr; + lctx.inp_mean = nullptr; + lctx.inp_cls = nullptr; + lctx.inp_s_copy = nullptr; + lctx.inp_s_mask = nullptr; + lctx.inp_s_seq = nullptr; } void free() { @@ -6932,19 +6904,6 @@ struct llm_build_context { return flash_attn ? ggml_cast(ctx0, lctx.inp_KQ_mask, GGML_TYPE_F16) : lctx.inp_KQ_mask; } - struct ggml_tensor * build_inp_KQ_pos(bool causal = true) { - if (causal) { - lctx.inp_KQ_pos = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, n_kv); - } else { - // TODO: this will be needed for ALiBi-based BERT models - // https://github.com/ggerganov/llama.cpp/pull/6826 - lctx.inp_KQ_pos = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, n_tokens); - } - cb(lctx.inp_KQ_pos, "KQ_pos", -1); - ggml_set_input(lctx.inp_KQ_pos); - return flash_attn ? ggml_cast(ctx0, lctx.inp_KQ_pos, GGML_TYPE_F16) : lctx.inp_KQ_pos; - } - struct ggml_tensor * build_inp_mean() { lctx.inp_mean = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_tokens, n_tokens); cb(lctx.inp_mean, "inp_mean", -1); @@ -7050,7 +7009,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -7143,9 +7102,6 @@ struct llm_build_context { // KQ_mask (mask for 1 head, it will be broadcasted to all heads) struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); - // positions of the tokens in the KV cache - struct ggml_tensor * KQ_pos = build_inp_KQ_pos(); - for (int il = 0; il < n_layer; ++il) { struct ggml_tensor * inpSA = inpL; @@ -7190,7 +7146,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, KQ_pos, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -7260,9 +7216,6 @@ struct llm_build_context { // KQ_mask (mask for 1 head, it will be broadcasted to all heads) struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); - // positions of the tokens in the KV cache - struct ggml_tensor * KQ_pos = build_inp_KQ_pos(); - for (int il = 0; il < n_layer; ++il) { struct ggml_tensor * inpSA = inpL; @@ -7297,7 +7250,7 @@ struct llm_build_context { cb(Kcur, "Kcur", il); cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, KQ_pos, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -7417,7 +7370,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -7542,7 +7495,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f, cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f, cb, il); } if (il == n_layer - 1) { @@ -7694,7 +7647,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -7806,7 +7759,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -8010,7 +7963,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Q, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Q, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -8076,9 +8029,6 @@ struct llm_build_context { // KQ_mask (mask for 1 head, it will be broadcasted to all heads) struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); - // positions of the tokens in the KV cache - struct ggml_tensor * KQ_pos = build_inp_KQ_pos(); - for (int il = 0; il < n_layer; ++il) { struct ggml_tensor * inpSA = inpL; @@ -8106,7 +8056,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, KQ_pos, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -8246,7 +8196,7 @@ struct llm_build_context { struct ggml_tensor * kq = ggml_mul_mat(ctx0, k, q); cb(kq, "kq", il); - kq = ggml_soft_max_ext(ctx0, kq, KQ_mask, nullptr, 1.0f/sqrtf(float(n_embd_head)), hparams.f_max_alibi_bias); + kq = ggml_soft_max_ext(ctx0, kq, KQ_mask, 1.0f/sqrtf(float(n_embd_head)), hparams.f_max_alibi_bias); cb(kq, "kq_soft_max_ext", il); struct ggml_tensor * v = ggml_cont(ctx0, ggml_transpose(ctx0, ggml_reshape_2d(ctx0, Vcur, n_embd_gqa, n_tokens))); @@ -8363,9 +8313,6 @@ struct llm_build_context { // KQ_mask (mask for 1 head, it will be broadcasted to all heads) struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); - // positions of the tokens in the KV cache - struct ggml_tensor * KQ_pos = build_inp_KQ_pos(); - inpL = llm_build_norm(ctx0, inpL, hparams, model.tok_norm, model.tok_norm_b, @@ -8399,7 +8346,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, KQ_pos, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -8464,9 +8411,6 @@ struct llm_build_context { // KQ_mask (mask for 1 head, it will be broadcasted to all heads) struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); - // positions of the tokens in the KV cache - struct ggml_tensor * KQ_pos = build_inp_KQ_pos(); - if (model.pos_embd) { // inp_pos - contains the positions struct ggml_tensor * inp_pos = build_inp_pos(); @@ -8530,13 +8474,13 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } else { Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, KQ_pos, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } } @@ -8680,7 +8624,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -8798,7 +8742,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -8911,7 +8855,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -9025,7 +8969,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -9180,7 +9124,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f, cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f, cb, il); } if (il == n_layer - 1) { @@ -9297,7 +9241,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f, cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f, cb, il); } if (il == n_layer - 1) { @@ -9410,7 +9354,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } struct ggml_tensor * sa_out = cur; @@ -9513,7 +9457,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -9620,7 +9564,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -9736,7 +9680,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -9853,7 +9797,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -9983,7 +9927,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -10104,7 +10048,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, NULL, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f, cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f, cb, il); } if (il == n_layer - 1) { @@ -10223,7 +10167,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -10513,7 +10457,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, model.layers[il].bo, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -10644,7 +10588,7 @@ struct llm_build_context { cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf, model.layers[il].wo, nullptr, - Kcur, Vcur, Qcur, KQ_mask, nullptr, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); } if (il == n_layer - 1) { @@ -11032,7 +10976,11 @@ static void llama_set_inputs(llama_context & lctx, const llama_batch & batch) { if (!lctx.kv_self.cells[i].has_seq_id(seq_id) || lctx.kv_self.cells[i].pos > pos) { f = -INFINITY; } else { - f = 0.0f; + if (hparams.use_alibi) { + f = -fabs(lctx.kv_self.cells[i].pos - pos); + } else { + f = 0.0f; + } } data[h*(n_kv*n_tokens) + j*n_kv + i] = f; } @@ -11055,7 +11003,11 @@ static void llama_set_inputs(llama_context & lctx, const llama_batch & batch) { float f = -INFINITY; for (int s = 0; s < batch.n_seq_id[i]; ++s) { if (batch.seq_id[i][s] == seq_id) { - f = 0.0f; + if (hparams.use_alibi) { + f = -fabs(batch.pos[i] - batch.pos[j]); + } else { + f = 0.0f; + } break; } } @@ -11071,21 +11023,6 @@ static void llama_set_inputs(llama_context & lctx, const llama_batch & batch) { } } - // ALiBi requires the KQ_pos tensor to provide the sequence position of each token in the batch - // this allows to process multiple sequences in parallel with ALiBi-based models - if (hparams.use_alibi) { - const int64_t n_kv = kv_self.n; - - GGML_ASSERT(lctx.inp_KQ_pos); - GGML_ASSERT(ggml_backend_buffer_is_host(lctx.inp_KQ_pos->buffer)); - - float * data = (float *) lctx.inp_KQ_pos->data; - - for (int i = 0; i < n_kv; ++i) { - data[i] = float(lctx.kv_self.cells[i].pos); - } - } - if (cparams.pooling_type == LLAMA_POOLING_TYPE_MEAN) { const int64_t n_tokens = batch.n_tokens; @@ -15509,11 +15446,6 @@ struct llama_context * llama_new_context_with_model( } } - if (cparams.flash_attn && hparams.use_alibi) { - LLAMA_LOG_WARN("%s: flash_attn is not yet compatible with ALiBi - forcing off\n", __func__); - cparams.flash_attn = false; - } - if (cparams.flash_attn && model->arch == LLM_ARCH_GROK) { LLAMA_LOG_WARN("%s: flash_attn is not compatible with Grok - forcing off\n", __func__); cparams.flash_attn = false; diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 0d66de5d9..216a01359 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -1111,11 +1111,7 @@ struct test_soft_max : public test_case { if (this->mask) { mask = ggml_new_tensor_2d(ctx, GGML_TYPE_F32, ne[0], ne[1]); } - ggml_tensor * pos = nullptr; - if (max_bias > 0.0f) { - pos = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, ne[0]); - } - ggml_tensor * out = ggml_soft_max_ext(ctx, a, mask, pos, scale, max_bias); + ggml_tensor * out = ggml_soft_max_ext(ctx, a, mask, scale, max_bias); return out; } }; @@ -1611,7 +1607,7 @@ public: struct ggml_tensor * kq = ggml_mul_mat(ctx, k, q); - kq = ggml_soft_max_ext(ctx, kq, kq_mask, nullptr, kq_scale, 0.0f); + kq = ggml_soft_max_ext(ctx, kq, kq_mask, kq_scale, 0.0f); // split cached v into n_head heads struct ggml_tensor * v = From d0592d495d88ce30632dd8abb25a9f51f132e30a Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 10 May 2024 11:12:19 +0300 Subject: [PATCH 14/18] ggml : update ggml_soft_max_ext() CUDA, SYCL --- ggml-cuda/softmax.cu | 47 +++++++++++++---------------------- ggml-kompute.cpp | 3 +-- ggml-sycl.cpp | 59 ++++++++++++++------------------------------ ggml-vulkan.cpp | 3 +-- 4 files changed, 38 insertions(+), 74 deletions(-) diff --git a/ggml-cuda/softmax.cu b/ggml-cuda/softmax.cu index 6ed225999..917f15a07 100644 --- a/ggml-cuda/softmax.cu +++ b/ggml-cuda/softmax.cu @@ -11,7 +11,7 @@ __device__ float __forceinline__ t2f32(half val) { } template -static __global__ void soft_max_f32(const float * x, const T * mask, const T * pos, float * dst, const int ncols_par, const int nrows_y, const float scale, const float max_bias, const float m0, const float m1, uint32_t n_head_log2) { +static __global__ void soft_max_f32(const float * x, const T * mask, float * dst, const int ncols_par, const int nrows_y, const float scale, const float max_bias, const float m0, const float m1, uint32_t n_head_log2) { const int ncols = ncols_template == 0 ? ncols_par : ncols_template; const int tid = threadIdx.x; @@ -23,7 +23,7 @@ static __global__ void soft_max_f32(const float * x, const T * mask, const T * p const int warp_id = threadIdx.x / WARP_SIZE; const int lane_id = threadIdx.x % WARP_SIZE; - float slope = 0.0f; + float slope = 1.0f; // ALiBi if (max_bias > 0.0f) { @@ -53,7 +53,7 @@ static __global__ void soft_max_f32(const float * x, const T * mask, const T * p const int64_t ix = (int64_t)rowx*ncols + col; const int64_t iy = (int64_t)rowy*ncols + col; - const float val = x[ix]*scale + (mask ? t2f32(mask[iy]) : 0.0f) + (pos ? slope*t2f32(pos[col]) : 0.0f); + const float val = x[ix]*scale + (mask ? slope*t2f32(mask[iy]) : 0.0f); vals[col] = val; max_val = max(max_val, val); @@ -125,7 +125,7 @@ static __global__ void soft_max_f32(const float * x, const T * mask, const T * p } template -static void soft_max_f32_cuda(const float * x, const T * mask, const T * pos, float * dst, const int ncols_x, const int nrows_x, const int nrows_y, const float scale, const float max_bias, cudaStream_t stream) { +static void soft_max_f32_cuda(const float * x, const T * mask, float * dst, const int ncols_x, const int nrows_x, const int nrows_y, const float scale, const float max_bias, cudaStream_t stream) { int nth = WARP_SIZE; while (nth < ncols_x && nth < CUDA_SOFT_MAX_BLOCK_SIZE) nth *= 2; const dim3 block_dims(nth, 1, 1); @@ -142,43 +142,42 @@ static void soft_max_f32_cuda(const float * x, const T * mask, const T * pos, fl if (shmem < ggml_cuda_info().devices[ggml_cuda_get_device()].smpb) { switch (ncols_x) { case 32: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; case 64: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; case 128: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; case 256: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; case 512: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; case 1024: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; case 2048: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; case 4096: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; default: - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); break; } } else { const size_t shmem_low = WARP_SIZE*sizeof(float); - soft_max_f32<<>>(x, mask, pos, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); + soft_max_f32<<>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2); } } void ggml_cuda_op_soft_max(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { const ggml_tensor * src0 = dst->src[0]; const ggml_tensor * src1 = dst->src[1]; - const ggml_tensor * src2 = dst->src[2]; const float * src0_d = (const float *)src0->data; const void * src1_d = src1 ? (const void *)src1->data : nullptr; @@ -190,7 +189,6 @@ void ggml_cuda_op_soft_max(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { GGML_ASSERT( dst->type == GGML_TYPE_F32); GGML_ASSERT(!src1 || src1->type == GGML_TYPE_F16 || src1->type == GGML_TYPE_F32); // src1 contains mask and it is optional - GGML_ASSERT(!src2 || src2->type == GGML_TYPE_F16 || src2->type == GGML_TYPE_F32); // src2 contains positions and it is optional const int64_t ne00 = src0->ne[0]; const int64_t nrows_x = ggml_nrows(src0); @@ -202,26 +200,15 @@ void ggml_cuda_op_soft_max(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { memcpy(&scale, (float *) dst->op_params + 0, sizeof(float)); memcpy(&max_bias, (float *) dst->op_params + 1, sizeof(float)); - // positions tensor - void * src2_d = nullptr; - - const bool use_src2 = src2 != nullptr; - - if (use_src2) { - src2_d = (void *)src2->data; - } - - const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16) || (src2 && src2->type == GGML_TYPE_F16); + const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16); if (use_f16) { const half * src1_dd = (const half *)src1_d; - const half * src2_dd = (const half *)src2_d; - soft_max_f32_cuda(src0_d, src1_dd, src2_dd, dst_d, ne00, nrows_x, nrows_y, scale, max_bias, stream); + soft_max_f32_cuda(src0_d, src1_dd, dst_d, ne00, nrows_x, nrows_y, scale, max_bias, stream); } else { const float * src1_dd = (const float *)src1_d; - const float * src2_dd = (const float *)src2_d; - soft_max_f32_cuda(src0_d, src1_dd, src2_dd, dst_d, ne00, nrows_x, nrows_y, scale, max_bias, stream); + soft_max_f32_cuda(src0_d, src1_dd, dst_d, ne00, nrows_x, nrows_y, scale, max_bias, stream); } } diff --git a/ggml-kompute.cpp b/ggml-kompute.cpp index 9a469821d..d7e7984c1 100644 --- a/ggml-kompute.cpp +++ b/ggml-kompute.cpp @@ -1561,10 +1561,9 @@ static void ggml_vk_graph_compute(struct ggml_kompute_context * ctx, struct ggml float scale; memcpy(&scale, dst->op_params, sizeof(float)); -#pragma message("TODO: add ggml_vk_soft_max() F16/F32 src1 and src2 support") +#pragma message("TODO: add ggml_vk_soft_max() F16 src1 support") #pragma message("ref: https://github.com/ggerganov/llama.cpp/pull/5021") GGML_ASSERT(!src1 || src1t == GGML_TYPE_F32); - GGML_ASSERT(src2 == nullptr); ggml_vk_soft_max(seq, id_src0, id_src1, id_dst, off_src0, off_src1, off_dst, ne00, ne01, ne02, ne03, scale); } break; diff --git a/ggml-sycl.cpp b/ggml-sycl.cpp index 5d45d7e85..e93d2af63 100644 --- a/ggml-sycl.cpp +++ b/ggml-sycl.cpp @@ -9416,7 +9416,7 @@ static void diag_mask_inf_f32(const float * x, float * dst, const int ncols, con template -static void soft_max_f32(const float * x, const float * mask, const float *pos, float * dst, const int ncols_par, +static void soft_max_f32(const float * x, const float * mask, float * dst, const int ncols_par, const int nrows_y, const float scale, const float max_bias, const float m0, const float m1, uint32_t n_head_log2, const sycl::nd_item<3> &item_ct1, float *buf) { const int ncols = ncols_template == 0 ? ncols_par : ncols_template; @@ -9430,7 +9430,7 @@ static void soft_max_f32(const float * x, const float * mask, const float *pos, const int warp_id = item_ct1.get_local_id(2) / WARP_SIZE; const int lane_id = item_ct1.get_local_id(2) % WARP_SIZE; - float slope = 0.0f; + float slope = 1.0f; // ALiBi if (max_bias > 0.0f) { @@ -9455,7 +9455,7 @@ static void soft_max_f32(const float * x, const float * mask, const float *pos, const int ix = rowx*ncols + col; const int iy = rowy*ncols + col; - const float val = x[ix]*scale + (mask ? mask[iy] : 0.0f) + (pos ? slope*pos[col] : 0.0f); + const float val = x[ix]*scale + (mask ? slope*mask[iy] : 0.0f); vals[col] = val; max_val = sycl::max(max_val, val); @@ -13017,7 +13017,7 @@ static void diag_mask_inf_f32_sycl(const float *x, float *dst, } template -static void soft_max_f32_submitter(const float * x, const float * mask, const float *pos, float * dst, const int ncols_par, +static void soft_max_f32_submitter(const float * x, const float * mask, float * dst, const int ncols_par, const int nrows_y, const float scale, const float max_bias, const float m0, const float m1, uint32_t n_head_log2, sycl::range<3> block_nums, sycl::range<3> block_dims, const size_t n_local_scratch, dpct::queue_ptr stream) { @@ -13027,7 +13027,7 @@ static void soft_max_f32_submitter(const float * x, const float * mask, const fl cgh.parallel_for( sycl::nd_range<3>(block_nums * block_dims, block_dims), [=](sycl::nd_item<3> item_ct1) [[intel::reqd_sub_group_size(32)]] { - soft_max_f32(x, mask, pos, dst, ncols_par, + soft_max_f32(x, mask, dst, ncols_par, nrows_y, scale, max_bias, m0, m1, n_head_log2, item_ct1, local_buf_acc.get_pointer()); @@ -13035,7 +13035,7 @@ static void soft_max_f32_submitter(const float * x, const float * mask, const fl }); } -static void soft_max_f32_sycl(const float * x, const float * mask, const float * pos, +static void soft_max_f32_sycl(const float * x, const float * mask, float * dst, const int ncols_x, const int nrows_x, const int nrows_y, const float scale, const float max_bias, dpct::queue_ptr stream) { @@ -13057,60 +13057,60 @@ static void soft_max_f32_sycl(const float * x, const float * mask, const float * const size_t local_mem_size = stream->get_device().get_info(); if (n_local_scratch*sizeof(float) < local_mem_size) { if (ncols_x > max_block_size) { - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); return; } switch (ncols_x) { case 32: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; case 64: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; case 128: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; case 256: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; case 512: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; case 1024: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; case 2048: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; case 4096: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; default: - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, n_local_scratch, stream); break; } } else { - soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + soft_max_f32_submitter(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2, block_nums, block_dims, WARP_SIZE, stream); } @@ -14675,12 +14675,9 @@ inline void ggml_sycl_op_soft_max(const ggml_tensor *src0, GGML_ASSERT(src0->type == GGML_TYPE_F32); GGML_ASSERT( dst->type == GGML_TYPE_F32); - const ggml_tensor * src2 = dst->src[2]; - -#pragma message("TODO: add ggml_sycl_op_soft_max() F16 src1 and src2 support") +#pragma message("TODO: add ggml_sycl_op_soft_max() F16 src1 support") #pragma message("ref: https://github.com/ggerganov/llama.cpp/pull/5021") GGML_ASSERT(!src1 || src1->type == GGML_TYPE_F32); // src1 contains mask and it is optional - GGML_ASSERT(!src2 || src2->type == GGML_TYPE_F32); // src2 contains positions and it is optional const int64_t ne00 = src0->ne[0]; const int64_t nrows_x = ggml_nrows(src0); @@ -14692,25 +14689,7 @@ inline void ggml_sycl_op_soft_max(const ggml_tensor *src0, memcpy(&scale, dst->op_params + 0, sizeof(float)); memcpy(&max_bias, dst->op_params + 1, sizeof(float)); - // positions tensor - float * src2_dd = nullptr; - sycl_pool_alloc src2_f; - - const bool use_src2 = src2 != nullptr; - - if (use_src2) { - const bool src2_on_device = src2->backend == GGML_BACKEND_TYPE_GPU; - - if (src2_on_device) { - ggml_tensor_extra_gpu * src2_extra = (ggml_tensor_extra_gpu *) src2->extra; - src2_dd = (float *) src2_extra->data_device[g_main_device]; - } else { - src2_dd = src2_f.alloc(ggml_nelements(src2)); - SYCL_CHECK(ggml_sycl_cpy_tensor_2d(src2_dd, src2, 0, 0, 0, 1, main_stream)); - } - } - - soft_max_f32_sycl(src0_dd, src1 ? src1_dd : nullptr, src2_dd, dst_dd, ne00, + soft_max_f32_sycl(src0_dd, src1 ? src1_dd : nullptr, dst_dd, ne00, nrows_x, nrows_y, scale, max_bias, main_stream); } diff --git a/ggml-vulkan.cpp b/ggml-vulkan.cpp index 95f718974..4d32c2f27 100644 --- a/ggml-vulkan.cpp +++ b/ggml-vulkan.cpp @@ -3830,9 +3830,8 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return nullptr; case GGML_OP_SOFT_MAX: GGML_ASSERT(!src1 || src1->type == GGML_TYPE_F32 || src1->type == GGML_TYPE_F16); - GGML_ASSERT(!src2 || src2->type == GGML_TYPE_F32 || src2->type == GGML_TYPE_F16); - if (src0->type == GGML_TYPE_F32 && (src1 == nullptr || src1->type == GGML_TYPE_F32) && (src2 == nullptr || src2->type == GGML_TYPE_F32) && dst->type == GGML_TYPE_F32) { + if (src0->type == GGML_TYPE_F32 && (src1 == nullptr || src1->type == GGML_TYPE_F32) && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_soft_max_f32; } if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F16 && src2->type == GGML_TYPE_F16 && dst->type == GGML_TYPE_F32) { From 166e60bf9b74e51564b6c6e72ae35a11af5709db Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 10 May 2024 11:33:34 +0300 Subject: [PATCH 15/18] ggml : ggml_flash_attn_ext() support ALiBi (CPU) --- ggml.c | 31 ++++++++++++++++++++++--------- ggml.h | 3 ++- llama.cpp | 2 +- 3 files changed, 25 insertions(+), 11 deletions(-) diff --git a/ggml.c b/ggml.c index d218e84d3..60091186e 100644 --- a/ggml.c +++ b/ggml.c @@ -6436,7 +6436,8 @@ struct ggml_tensor * ggml_flash_attn_ext( struct ggml_tensor * k, struct ggml_tensor * v, struct ggml_tensor * mask, - float scale) { + float scale, + float max_bias) { GGML_ASSERT(ggml_can_mul_mat(k, q)); // TODO: check if vT can be multiplied by (k*qT) if (mask) { @@ -6458,7 +6459,7 @@ struct ggml_tensor * ggml_flash_attn_ext( int64_t ne[4] = { q->ne[0], q->ne[2], q->ne[1], q->ne[3] }; struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne); - float params[] = { scale }; + float params[] = { scale, max_bias }; ggml_set_op_params(result, params, sizeof(params)); result->op = GGML_OP_FLASH_ATTN_EXT; @@ -6478,7 +6479,7 @@ void ggml_flash_attn_ext_set_prec( const int32_t prec_i32 = (int32_t) prec; - ggml_set_op_params_i32(a, 1, prec_i32); // scale is on first pos + ggml_set_op_params_i32(a, 2, prec_i32); // scale is on first pos, max_bias on second } // ggml_flash_ff @@ -13308,8 +13309,8 @@ static void ggml_compute_forward_soft_max_f32( // TODO: is this supposed to be ceil instead of floor? // https://huggingface.co/mosaicml/mpt-7b/blob/main/attention.py#L370 - const uint32_t n_head_kv = ne02; - const uint32_t n_head_log2 = 1u << (uint32_t) floor(log2(n_head_kv)); + const uint32_t n_head = ne02; + const uint32_t n_head_log2 = 1u << (uint32_t) floor(log2(n_head)); const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); @@ -15524,8 +15525,17 @@ static void ggml_compute_forward_flash_attn_ext_f16( const int ir0 = dr*ith; const int ir1 = MIN(ir0 + dr, nr); - float scale = 1.0f; - memcpy(&scale, (float *) dst->op_params + 0, sizeof(float)); + float scale = 1.0f; + float max_bias = 0.0f; + + memcpy(&scale, (float *) dst->op_params + 0, sizeof(float)); + memcpy(&max_bias, (float *) dst->op_params + 1, sizeof(float)); + + const uint32_t n_head = neq2; + const uint32_t n_head_log2 = 1u << (uint32_t) floor(log2(n_head)); + + const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); + const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); // loop over n_batch and n_head for (int ir = ir0; ir < ir1; ++ir) { @@ -15534,6 +15544,9 @@ static void ggml_compute_forward_flash_attn_ext_f16( const int iq2 = (ir - iq3*neq2*neq1)/neq1; const int iq1 = (ir - iq3*neq2*neq1 - iq2*neq1); + const int h = iq2; // head + const float slope = (max_bias > 0.0f) ? h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1) : 1.0f; + float S = 0.0f; float M = -INFINITY; @@ -15557,7 +15570,7 @@ static void ggml_compute_forward_flash_attn_ext_f16( // loop over n_kv and n_head_kv // ref: https://arxiv.org/pdf/2112.05682.pdf for (int64_t ic = 0; ic < nek1; ++ic) { - const float mv = mp ? GGML_FP16_TO_FP32(mp[ic]) : 0.0f; + const float mv = mp ? slope*GGML_FP16_TO_FP32(mp[ic]) : 0.0f; if (mv == -INFINITY) { continue; } @@ -15628,7 +15641,7 @@ static void ggml_compute_forward_flash_attn_ext( const struct ggml_tensor * v, const struct ggml_tensor * mask, struct ggml_tensor * dst) { - switch (dst->op_params[1]) { + switch (dst->op_params[2]) { case GGML_PREC_DEFAULT: case GGML_PREC_F32: { diff --git a/ggml.h b/ggml.h index fe53c3362..76c332831 100644 --- a/ggml.h +++ b/ggml.h @@ -1731,7 +1731,8 @@ extern "C" { struct ggml_tensor * k, struct ggml_tensor * v, struct ggml_tensor * mask, - float scale); + float scale, + float max_bias); GGML_API void ggml_flash_attn_ext_set_prec( struct ggml_tensor * a, diff --git a/llama.cpp b/llama.cpp index 227bad97d..3a66c3b5e 100644 --- a/llama.cpp +++ b/llama.cpp @@ -6537,7 +6537,7 @@ static struct ggml_tensor * llm_build_kqv( 0); cb(v, "v", il); - cur = ggml_flash_attn_ext(ctx, q, k, v, kq_mask, kq_scale); + cur = ggml_flash_attn_ext(ctx, q, k, v, kq_mask, kq_scale, hparams.f_max_alibi_bias); if (model.arch == LLM_ARCH_PHI2 || model.arch == LLM_ARCH_PHI3) { ggml_flash_attn_ext_set_prec(cur, GGML_PREC_F32); From 97c27f59f69be668262ab50fdab327756a45fe25 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 10 May 2024 13:51:00 +0300 Subject: [PATCH 16/18] ggml : ggml_flash_attn_ext() support ALiBi (Metal) --- ggml-metal.m | 76 ++++++++++++++++++++++---------------- ggml-metal.metal | 50 +++++++++++++++++++++---- llama.cpp | 6 +++ tests/test-backend-ops.cpp | 20 ++++++---- 4 files changed, 105 insertions(+), 47 deletions(-) diff --git a/ggml-metal.m b/ggml-metal.m index 1f8943bda..afc4e4beb 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -1390,8 +1390,8 @@ static enum ggml_status ggml_metal_graph_compute( const int64_t nrows_x = ggml_nrows(src0); const int64_t nrows_y = src0->ne[1]; - const uint32_t n_head_kv = nrows_x/nrows_y; - const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head_kv)); + const uint32_t n_head = nrows_x/nrows_y; + const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head)); const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); @@ -2513,7 +2513,7 @@ static enum ggml_status ggml_metal_graph_compute( "the Flash-Attention Metal kernel requires the mask to be padded to 8 and at least n_queries big"); const int64_t ne30 = src3 ? src3->ne[0] : 0; GGML_UNUSED(ne30); - const int64_t ne31 = src3 ? src3->ne[1] : 0; + //const int64_t ne31 = src3 ? src3->ne[1] : 0; const int64_t ne32 = src3 ? src3->ne[2] : 0; GGML_UNUSED(ne32); const int64_t ne33 = src3 ? src3->ne[3] : 0; GGML_UNUSED(ne33); @@ -2525,7 +2525,16 @@ static enum ggml_status ggml_metal_graph_compute( const enum ggml_type src2t = src2 ? src2->type : GGML_TYPE_COUNT; GGML_UNUSED(src2t); float scale; - memcpy(&scale, dst->op_params, sizeof(float)); + float max_bias; + + memcpy(&scale, ((int32_t *) dst->op_params) + 0, sizeof(scale)); + memcpy(&max_bias, ((int32_t *) dst->op_params) + 1, sizeof(max_bias)); + + const uint32_t n_head = src0->ne[2]; + const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head)); + + const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); + const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); id pipeline = nil; @@ -2562,34 +2571,37 @@ static enum ggml_status ggml_metal_graph_compute( } [encoder setComputePipelineState:pipeline]; - [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; - [encoder setBuffer:id_src1 offset:offs_src1 atIndex:1]; - [encoder setBuffer:id_src2 offset:offs_src2 atIndex:2]; - [encoder setBuffer:id_src3 offset:offs_src3 atIndex:3]; - [encoder setBuffer:id_dst offset:offs_dst atIndex:4]; - [encoder setBytes:&ne00 length:sizeof( int64_t) atIndex:5]; - [encoder setBytes:&ne01 length:sizeof( int64_t) atIndex:6]; - [encoder setBytes:&ne02 length:sizeof( int64_t) atIndex:7]; - [encoder setBytes:&ne03 length:sizeof( int64_t) atIndex:8]; - [encoder setBytes:&nb00 length:sizeof(uint64_t) atIndex:9]; - [encoder setBytes:&nb01 length:sizeof(uint64_t) atIndex:10]; - [encoder setBytes:&nb02 length:sizeof(uint64_t) atIndex:11]; - [encoder setBytes:&nb03 length:sizeof(uint64_t) atIndex:12]; - [encoder setBytes:&ne10 length:sizeof( int64_t) atIndex:13]; - [encoder setBytes:&ne11 length:sizeof( int64_t) atIndex:14]; - [encoder setBytes:&ne12 length:sizeof( int64_t) atIndex:15]; - [encoder setBytes:&ne13 length:sizeof( int64_t) atIndex:16]; - [encoder setBytes:&nb10 length:sizeof(uint64_t) atIndex:17]; - [encoder setBytes:&nb11 length:sizeof(uint64_t) atIndex:18]; - [encoder setBytes:&nb12 length:sizeof(uint64_t) atIndex:19]; - [encoder setBytes:&nb13 length:sizeof(uint64_t) atIndex:20]; - [encoder setBytes:&ne31 length:sizeof( int64_t) atIndex:21]; - [encoder setBytes:&nb31 length:sizeof(uint64_t) atIndex:22]; - [encoder setBytes:&ne0 length:sizeof( int64_t) atIndex:23]; - [encoder setBytes:&ne1 length:sizeof( int64_t) atIndex:24]; - [encoder setBytes:&ne2 length:sizeof( int64_t) atIndex:25]; - [encoder setBytes:&ne3 length:sizeof( int64_t) atIndex:26]; - [encoder setBytes:&scale length:sizeof( float) atIndex:27]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_src1 offset:offs_src1 atIndex:1]; + [encoder setBuffer:id_src2 offset:offs_src2 atIndex:2]; + [encoder setBuffer:id_src3 offset:offs_src3 atIndex:3]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:4]; + [encoder setBytes:&ne00 length:sizeof( int64_t) atIndex:5]; + [encoder setBytes:&ne01 length:sizeof( int64_t) atIndex:6]; + [encoder setBytes:&ne02 length:sizeof( int64_t) atIndex:7]; + [encoder setBytes:&ne03 length:sizeof( int64_t) atIndex:8]; + [encoder setBytes:&nb00 length:sizeof(uint64_t) atIndex:9]; + [encoder setBytes:&nb01 length:sizeof(uint64_t) atIndex:10]; + [encoder setBytes:&nb02 length:sizeof(uint64_t) atIndex:11]; + [encoder setBytes:&nb03 length:sizeof(uint64_t) atIndex:12]; + [encoder setBytes:&ne10 length:sizeof( int64_t) atIndex:13]; + [encoder setBytes:&ne11 length:sizeof( int64_t) atIndex:14]; + [encoder setBytes:&ne12 length:sizeof( int64_t) atIndex:15]; + [encoder setBytes:&ne13 length:sizeof( int64_t) atIndex:16]; + [encoder setBytes:&nb10 length:sizeof(uint64_t) atIndex:17]; + [encoder setBytes:&nb11 length:sizeof(uint64_t) atIndex:18]; + [encoder setBytes:&nb12 length:sizeof(uint64_t) atIndex:19]; + [encoder setBytes:&nb13 length:sizeof(uint64_t) atIndex:20]; + [encoder setBytes:&nb31 length:sizeof(uint64_t) atIndex:21]; + [encoder setBytes:&ne0 length:sizeof( int64_t) atIndex:22]; + [encoder setBytes:&ne1 length:sizeof( int64_t) atIndex:23]; + [encoder setBytes:&ne2 length:sizeof( int64_t) atIndex:24]; + [encoder setBytes:&ne3 length:sizeof( int64_t) atIndex:25]; + [encoder setBytes:&scale length:sizeof( float) atIndex:26]; + [encoder setBytes:&max_bias length:sizeof( float) atIndex:27]; + [encoder setBytes:&m0 length:sizeof(m0) atIndex:28]; + [encoder setBytes:&m1 length:sizeof(m1) atIndex:29]; + [encoder setBytes:&n_head_log2 length:sizeof(n_head_log2) atIndex:30]; if (!use_vec_kernel) { // half8x8 kernel diff --git a/ggml-metal.metal b/ggml-metal.metal index 641e576e2..ee9de57a3 100644 --- a/ggml-metal.metal +++ b/ggml-metal.metal @@ -2058,13 +2058,16 @@ typedef void (flash_attn_ext_f16_t)( constant uint64_t & nb11, constant uint64_t & nb12, constant uint64_t & nb13, - constant int64_t & ne31, constant uint64_t & nb31, constant int64_t & ne0, constant int64_t & ne1, constant int64_t & ne2, constant int64_t & ne3, constant float & scale, + constant float & max_bias, + constant float & m0, + constant float & m1, + constant uint32_t & n_head_log2, threadgroup half * shared, uint3 tgpig[[threadgroup_position_in_grid]], uint3 tpitg[[thread_position_in_threadgroup]], @@ -2096,13 +2099,16 @@ kernel void kernel_flash_attn_ext_f16( constant uint64_t & nb11, constant uint64_t & nb12, constant uint64_t & nb13, - constant int64_t & ne31, constant uint64_t & nb31, constant int64_t & ne0, constant int64_t & ne1, constant int64_t & ne2, constant int64_t & ne3, constant float & scale, + constant float & max_bias, + constant float & m0, + constant float & m1, + constant uint32_t & n_head_log2, threadgroup half * shared [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint3 tpitg[[thread_position_in_threadgroup]], @@ -2199,6 +2205,19 @@ kernel void kernel_flash_attn_ext_f16( // prepare diagonal scale matrix simdgroup_float8x8 mscale(scale); + // prepare diagonal slope matrix + simdgroup_float8x8 mslope(1.0f); + + // ALiBi + if (max_bias > 0.0f) { + const short h = iq2; + + const float base = h < n_head_log2 ? m0 : m1; + const int exph = h < n_head_log2 ? h + 1 : 2*(h - n_head_log2) + 1; + + mslope = simdgroup_float8x8(pow(base, exph)); + } + // loop over the KV cache // each simdgroup handles blocks of Q rows and C columns for (int ic0 = 0; ic0 < ne11; ic0 += C*nsg) { @@ -2221,9 +2240,10 @@ kernel void kernel_flash_attn_ext_f16( simdgroup_multiply_accumulate(mqk, mq[i], mk, mqk); } - // mqk = mqk*scale + mask + // mqk = mqk*scale + mask*slope simdgroup_half8x8 mm; simdgroup_load(mm, mp + ic + 8*cc, nb31/sizeof(half), 0, false); + simdgroup_multiply(mm, mslope, mm); simdgroup_multiply_accumulate(mqk, mqk, mscale, mm); simdgroup_store(mqk, ss + 8*cc, TF, 0, false); @@ -2414,13 +2434,16 @@ kernel void kernel_flash_attn_ext_vec_f16( constant uint64_t & nb11, constant uint64_t & nb12, constant uint64_t & nb13, - constant int64_t & ne31, constant uint64_t & nb31, constant int64_t & ne0, constant int64_t & ne1, constant int64_t & ne2, constant int64_t & ne3, constant float & scale, + constant float & max_bias, + constant float & m0, + constant float & m1, + constant uint32_t & n_head_log2, threadgroup half * shared [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint3 tpitg[[thread_position_in_threadgroup]], @@ -2439,6 +2462,18 @@ kernel void kernel_flash_attn_ext_vec_f16( const short T = D + 2*nsg*SH; // shared memory size per query in (half) + float slope = 1.0f; + + // ALiBi + if (max_bias > 0.0f) { + const short h = iq2; + + const float base = h < n_head_log2 ? m0 : m1; + const int exp = h < n_head_log2 ? h + 1 : 2*(h - n_head_log2) + 1; + + slope = pow(base, exp); + } + //threadgroup half * sq = (threadgroup half *) (shared + 0*D); // holds the query data threadgroup half4 * sq4 = (threadgroup half4 *) (shared + 0*D); // same as above but in half4 threadgroup float * ss = (threadgroup float *) (shared + 2*sgitg*SH + 1*D); // scratch buffer for attention and diagonal matrix @@ -2545,10 +2580,10 @@ kernel void kernel_flash_attn_ext_vec_f16( mqk += simd_shuffle_down(mqk, 2); mqk += simd_shuffle_down(mqk, 1); - // mqk = mqk*scale + mask + // mqk = mqk*scale + mask*slope if (tiisg == 0) { float4 mm = (float4) mp4[ic/4 + cc]; - mqk = mqk*scale + mm; + mqk = mqk*scale + mm*slope; ss4[cc] = mqk; } @@ -2782,7 +2817,8 @@ kernel void kernel_cpy_f32_f16( for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { device const float * src = (device float *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - dst_data[i00] = src[0]; + // TODO: is there a better way to handle -INFINITY? + dst_data[i00] = src[0] == -INFINITY ? -MAXHALF : src[0]; } } diff --git a/llama.cpp b/llama.cpp index 3a66c3b5e..74d683806 100644 --- a/llama.cpp +++ b/llama.cpp @@ -10985,6 +10985,12 @@ static void llama_set_inputs(llama_context & lctx, const llama_batch & batch) { data[h*(n_kv*n_tokens) + j*n_kv + i] = f; } } + + for (int i = n_tokens; i < GGML_PAD(n_tokens, GGML_KQ_MASK_PAD); ++i) { + for (int j = 0; j < n_kv; ++j) { + data[h*(n_kv*n_tokens) + i*n_kv + j] = -INFINITY; + } + } } } else { // when using kv cache, the mask needs to match the kv cache size diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 216a01359..ab94abc72 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -1486,23 +1486,25 @@ struct test_flash_attn_ext : public test_case { const int64_t kv; // kv size const int64_t nb; // batch size + const float max_bias; // ALiBi + std::string vars() override { - return VARS_TO_STR4(hs, nh, kv, nb); + return VARS_TO_STR5(hs, nh, kv, nb, max_bias); } double max_nmse_err() override { return 5e-4; } - test_flash_attn_ext(int64_t hs = 128, int64_t nh = 32, int64_t kv = 96, int64_t nb = 8) - : hs(hs), nh(nh), kv(kv), nb(nb) {} + test_flash_attn_ext(int64_t hs = 128, int64_t nh = 32, int64_t kv = 96, int64_t nb = 8, float max_bias = 0.0f) + : hs(hs), nh(nh), kv(kv), nb(nb), max_bias(max_bias) {} ggml_tensor * build_graph(ggml_context * ctx) override { ggml_tensor * q = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, hs, nb, nh, 1); ggml_tensor * k = ggml_new_tensor_4d(ctx, GGML_TYPE_F16, hs, kv, nh, 1); ggml_tensor * v = ggml_new_tensor_4d(ctx, GGML_TYPE_F16, hs, kv, nh, 1); ggml_tensor * mask = ggml_new_tensor_4d(ctx, GGML_TYPE_F16, kv, GGML_PAD(nb, GGML_KQ_MASK_PAD), 1, 1); - ggml_tensor * out = ggml_flash_attn_ext(ctx, q, k, v, mask, 1.0f/sqrtf(hs)); + ggml_tensor * out = ggml_flash_attn_ext(ctx, q, k, v, mask, 1.0f/sqrtf(hs), max_bias); return out; } }; @@ -2176,10 +2178,12 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op #else for (int hs : { 64, 80, 128, 256, }) { #endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) - for (int nh : { 32, }) { - for (int kv : { 512, 1024, }) { - for (int nb : { 1, 2, 4, 8, }) { - test_cases.emplace_back(new test_flash_attn_ext(hs, nh, kv, nb)); + for (float max_bias : {0.0f, 8.0f}) { + for (int nh : { 32, }) { + for (int kv : { 512, 1024, }) { + for (int nb : { 1, 2, 4, 8, }) { + test_cases.emplace_back(new test_flash_attn_ext(hs, nh, kv, nb, max_bias)); + } } } } From f7055d31c59d93e1f6517830a61a69a83bc5d067 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 10 May 2024 14:03:00 +0300 Subject: [PATCH 17/18] ggml : fix warning --- ggml.c | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ggml.c b/ggml.c index 60091186e..af0730816 100644 --- a/ggml.c +++ b/ggml.c @@ -15544,7 +15544,7 @@ static void ggml_compute_forward_flash_attn_ext_f16( const int iq2 = (ir - iq3*neq2*neq1)/neq1; const int iq1 = (ir - iq3*neq2*neq1 - iq2*neq1); - const int h = iq2; // head + const uint32_t h = iq2; // head const float slope = (max_bias > 0.0f) ? h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1) : 1.0f; float S = 0.0f; From 865af990cc5426f9bee37cca3d5670edd41eeaae Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 10 May 2024 14:50:28 +0300 Subject: [PATCH 18/18] ggml : ggml_flash_attn_ext() support ALiBi (CUDA) ggml-ci --- ggml-cuda/fattn.cu | 72 ++++++++++++++++++++++++++++++++++++++------ ggml-cuda/softmax.cu | 8 ++--- 2 files changed, 66 insertions(+), 14 deletions(-) diff --git a/ggml-cuda/fattn.cu b/ggml-cuda/fattn.cu index 7c486f482..ac5d6672b 100644 --- a/ggml-cuda/fattn.cu +++ b/ggml-cuda/fattn.cu @@ -23,6 +23,10 @@ static __global__ void flash_attn_vec_ext_f16( float * __restrict__ dst, float2 * __restrict__ dst_meta, const float scale, + const float max_bias, + const float m0, + const float m1, + const uint32_t n_head_log2, const int ne00, const int ne01, const int ne02, @@ -58,6 +62,18 @@ static __global__ void flash_attn_vec_ext_f16( const int stride_KV = nb11 / sizeof(half); const int stride_KV2 = nb11 / sizeof(half2); + half slopeh = __float2half(1.0f); + + // ALiBi + if (max_bias > 0.0f) { + const int h = blockIdx.y; + + const float base = h < n_head_log2 ? m0 : m1; + const int exph = h < n_head_log2 ? h + 1 : 2*(h - n_head_log2) + 1; + + slopeh = __float2half(powf(base, exph)); + } + static_assert(D % (2*WARP_SIZE) == 0, "D not divisible by 2*WARP_SIZE == 64."); constexpr int nwarps = D / WARP_SIZE; const int tid = WARP_SIZE*threadIdx.y + threadIdx.x; @@ -141,7 +157,7 @@ static __global__ void flash_attn_vec_ext_f16( for (int j = 0; j < ncols; ++j) { sum2[j] = warp_reduce_sum(sum2[j]); half sum = __low2half(sum2[j]) + __high2half(sum2[j]); - sum += mask ? maskh[j*ne11 + k_VKQ_0 + i_KQ] : __float2half(0.0f); + sum += mask ? slopeh*maskh[j*ne11 + k_VKQ_0 + i_KQ] : __float2half(0.0f); if (ncols == 1) { kqmax_new = ggml_cuda_hmax(kqmax_new, sum); @@ -249,6 +265,10 @@ static __global__ void flash_attn_ext_f16( float * __restrict__ dst, float2 * __restrict__ dst_meta, const float scale, + const float max_bias, + const float m0, + const float m1, + const uint32_t n_head_log2, const int ne00, const int ne01, const int ne02, @@ -305,6 +325,20 @@ static __global__ void flash_attn_ext_f16( const int stride_Q = nb01 / sizeof(float); const int stride_KV = nb11 / sizeof(half); + half slopeh = __float2half(1.0f); + half2 slope2 = make_half2(1.0f, 1.0f); + + // ALiBi + if (max_bias > 0.0f) { + const int h = blockIdx.y; + + const float base = h < n_head_log2 ? m0 : m1; + const int exph = h < n_head_log2 ? h + 1 : 2*(h - n_head_log2) + 1; + + slopeh = __float2half(powf(base, exph)); + slope2 = make_half2(slopeh, slopeh); + } + frag_b Q_b[D/16][ncols/frag_n]; // A single buffer for temporarily holding tiles of KQ and VKQ parts: @@ -421,7 +455,7 @@ static __global__ void flash_attn_ext_f16( for (int k0 = 0; k0 < FATTN_KQ_STRIDE; k0 += WARP_SIZE) { const int k = k0 + threadIdx.x; - KQ_f_tmp[k0/WARP_SIZE] += mask ? __half2float(maskh[j*(nb31/sizeof(half)) + k_VKQ_0 + k]) : 0.0f; + KQ_f_tmp[k0/WARP_SIZE] += mask ? __half2float(slopeh*maskh[j*(nb31/sizeof(half)) + k_VKQ_0 + k]) : 0.0f; KQ_max_new = max(KQ_max_new, KQ_f_tmp[k0/WARP_SIZE]); } KQ_max_new = warp_reduce_max(KQ_max_new); @@ -464,7 +498,7 @@ static __global__ void flash_attn_ext_f16( for (int k0 = 0; k0 < FATTN_KQ_STRIDE/2; k0 += WARP_SIZE) { const int k = k0 + threadIdx.x; - KQ2_tmp[k0/WARP_SIZE] += mask ? mask2[(j*ne11 + k_VKQ_0)/2 + k] : make_half2(0.0f, 0.0f); + KQ2_tmp[k0/WARP_SIZE] += mask ? slope2*mask2[(j*ne11 + k_VKQ_0)/2 + k] : make_half2(0.0f, 0.0f); KQ_max_new = ggml_cuda_hmax2(KQ_max_new, KQ2_tmp[k0/WARP_SIZE]); } KQ_max_new = __half2half2(warp_reduce_max(ggml_cuda_hmax(__low2half(KQ_max_new), __high2half(KQ_max_new)))); @@ -710,8 +744,17 @@ template void launch_fattn_vec_ const dim3 blocks_num(parallel_blocks*((Q->ne[1] + cols_per_block - 1) / cols_per_block), Q->ne[2], Q->ne[3]); const int shmem = 0; - float scale; - memcpy(&scale, KQV->op_params, sizeof(float)); + float scale = 1.0f; + float max_bias = 0.0f; + + memcpy(&scale, (float *) KQV->op_params + 0, sizeof(float)); + memcpy(&max_bias, (float *) KQV->op_params + 1, sizeof(float)); + + const uint32_t n_head = Q->ne[2]; + const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head)); + + const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); + const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); flash_attn_vec_ext_f16 <<>> ( @@ -720,7 +763,7 @@ template void launch_fattn_vec_ (const char *) V->data, mask ? ((const char *) mask->data) : nullptr, parallel_blocks == 1 ? (float *) KQV->data : dst_tmp.ptr, dst_tmp_meta.ptr, - scale, + scale, max_bias, m0, m1, n_head_log2, Q->ne[0], Q->ne[1], Q->ne[2], Q->ne[3], K->ne[0], K->ne[1], K->ne[2], K->ne[3], mask ? mask->ne[1] : 0, mask ? mask->nb[1] : 0, @@ -761,8 +804,17 @@ template ne[1] + cols_per_block - 1) / cols_per_block, Q->ne[2], Q->ne[3]); const int shmem = 0; - float scale; - memcpy(&scale, KQV->op_params, sizeof(float)); + float scale = 1.0f; + float max_bias = 0.0f; + + memcpy(&scale, (float *) KQV->op_params + 0, sizeof(float)); + memcpy(&max_bias, (float *) KQV->op_params + 1, sizeof(float)); + + const uint32_t n_head = Q->ne[2]; + const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head)); + + const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); + const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); flash_attn_ext_f16 <<>> ( @@ -771,7 +823,7 @@ template data, mask ? ((const char *) mask->data) : nullptr, (parallel_blocks) == 1 ? (float *) KQV->data : dst_tmp.ptr, dst_tmp_meta.ptr, - scale, + scale, max_bias, m0, m1, n_head_log2, Q->ne[0], Q->ne[1], Q->ne[2], Q->ne[3], K->ne[0], K->ne[1], K->ne[2], K->ne[3], mask ? mask->ne[1] : 0, mask ? mask->nb[1] : 0, @@ -837,7 +889,7 @@ void ggml_cuda_flash_attn_ext(ggml_backend_cuda_context & ctx, ggml_tensor * dst const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc; const int nsm = ggml_cuda_info().devices[ggml_cuda_get_device()].nsm; - const int32_t precision = KQV->op_params[1]; + const int32_t precision = KQV->op_params[2]; if (!fp16_mma_available(cc)) { GGML_ASSERT(precision == GGML_PREC_DEFAULT); diff --git a/ggml-cuda/softmax.cu b/ggml-cuda/softmax.cu index 917f15a07..ca85285a3 100644 --- a/ggml-cuda/softmax.cu +++ b/ggml-cuda/softmax.cu @@ -30,9 +30,9 @@ static __global__ void soft_max_f32(const float * x, const T * mask, float * dst const int h = rowx/nrows_y; // head index const float base = h < n_head_log2 ? m0 : m1; - const int exp = h < n_head_log2 ? h + 1 : 2*(h - n_head_log2) + 1; + const int exph = h < n_head_log2 ? h + 1 : 2*(h - n_head_log2) + 1; - slope = powf(base, exp); + slope = powf(base, exph); } extern __shared__ float data_soft_max_f32[]; @@ -133,8 +133,8 @@ static void soft_max_f32_cuda(const float * x, const T * mask, float * dst, cons const size_t shmem = (GGML_PAD(ncols_x, WARP_SIZE) + WARP_SIZE)*sizeof(float); static_assert(CUDA_SOFT_MAX_BLOCK_SIZE == 1024, "These values need to be adjusted."); - const uint32_t n_head_kv = nrows_x/nrows_y; - const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head_kv)); + const uint32_t n_head = nrows_x/nrows_y; + const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head)); const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2);