diff --git a/CMakeLists.txt b/CMakeLists.txt index 477c5b57c..aa65b0d6c 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -103,6 +103,8 @@ set(LLAMA_CUDA_KQUANTS_ITER "2" CACHE STRING "llama: iters./thread per block for set(LLAMA_CUDA_PEER_MAX_BATCH_SIZE "128" CACHE STRING "llama: max. batch size for using peer access") option(LLAMA_CUDA_NO_PEER_COPY "llama: do not use peer to peer copies" OFF) +option(LLAMA_CUDA_NO_VMM "llama: do not try to use CUDA VMM" OFF) + option(LLAMA_CURL "llama: use libcurl to download model from an URL" OFF) option(LLAMA_HIPBLAS "llama: use hipBLAS" OFF) option(LLAMA_HIP_UMA "llama: use HIP unified memory architecture" OFF) @@ -403,12 +405,16 @@ if (LLAMA_CUDA) list(APPEND GGML_SOURCES_CUDA "ggml-cuda.cu") add_compile_definitions(GGML_USE_CUDA) + add_compile_definitions(GGML_CUDA_USE_GRAPHS) if (LLAMA_CUDA_FORCE_DMMV) add_compile_definitions(GGML_CUDA_FORCE_DMMV) endif() if (LLAMA_CUDA_FORCE_MMQ) add_compile_definitions(GGML_CUDA_FORCE_MMQ) endif() + if (LLAMA_CUDA_NO_VMM) + add_compile_definitions(GGML_CUDA_NO_VMM) + endif() add_compile_definitions(GGML_CUDA_DMMV_X=${LLAMA_CUDA_DMMV_X}) add_compile_definitions(GGML_CUDA_MMV_Y=${LLAMA_CUDA_MMV_Y}) if (DEFINED LLAMA_CUDA_DMMV_Y) @@ -425,7 +431,7 @@ if (LLAMA_CUDA) if (LLAMA_STATIC) if (WIN32) - # As of 12.3.1 CUDA Tookit for Windows does not offer a static cublas library + # As of 12.3.1 CUDA Toolkit for Windows does not offer a static cublas library set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS} CUDA::cudart_static CUDA::cublas CUDA::cublasLt) else () set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS} CUDA::cudart_static CUDA::cublas_static CUDA::cublasLt_static) @@ -434,7 +440,11 @@ if (LLAMA_CUDA) set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS} CUDA::cudart CUDA::cublas CUDA::cublasLt) endif() - set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS} CUDA::cuda_driver) + if (LLAMA_CUDA_NO_VMM) + # No VMM requested, no need to link directly with the cuda driver lib (libcuda.so) + else() + set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS} CUDA::cuda_driver) # required by cuDeviceGetAttribute(), cuMemGetAllocationGranularity(...), ... + endif() if (NOT DEFINED CMAKE_CUDA_ARCHITECTURES) # 52 == lowest CUDA 12 standard diff --git a/Makefile b/Makefile index c568dd008..3fa56d13a 100644 --- a/Makefile +++ b/Makefile @@ -433,7 +433,7 @@ ifdef LLAMA_CUDA else CUDA_PATH ?= /usr/local/cuda endif - MK_CPPFLAGS += -DGGML_USE_CUDA -I$(CUDA_PATH)/include -I$(CUDA_PATH)/targets/$(UNAME_M)-linux/include + MK_CPPFLAGS += -DGGML_USE_CUDA -I$(CUDA_PATH)/include -I$(CUDA_PATH)/targets/$(UNAME_M)-linux/include -DGGML_CUDA_USE_GRAPHS MK_LDFLAGS += -lcuda -lcublas -lculibos -lcudart -lcublasLt -lpthread -ldl -lrt -L$(CUDA_PATH)/lib64 -L/usr/lib64 -L$(CUDA_PATH)/targets/$(UNAME_M)-linux/lib -L/usr/lib/wsl/lib OBJS += ggml-cuda.o OBJS += $(patsubst %.cu,%.o,$(wildcard ggml-cuda/*.cu)) diff --git a/README.md b/README.md index 6951966f6..9f2f8df64 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) @@ -20,7 +20,8 @@ Inference of Meta's [LLaMA](https://arxiv.org/abs/2302.13971) model (and others) ### Hot topics -- **BPE pre-tokenization support has been added: https://github.com/ggerganov/llama.cpp/pull/6920** +- **Initial Flash-Attention support: https://github.com/ggerganov/llama.cpp/pull/5021** +- BPE pre-tokenization support has been added: https://github.com/ggerganov/llama.cpp/pull/6920 - MoE memory layout has been updated - reconvert models for `mmap` support and regenerate `imatrix` https://github.com/ggerganov/llama.cpp/pull/6387 - Model sharding instructions using `gguf-split` https://github.com/ggerganov/llama.cpp/discussions/6404 - Fix major bug in Metal batched inference https://github.com/ggerganov/llama.cpp/pull/6225 @@ -175,6 +176,7 @@ 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) @@ -712,7 +714,7 @@ Building the program with BLAS support may lead to some performance improvements To obtain the official LLaMA 2 weights please see the Obtaining and using the Facebook LLaMA 2 model section. There is also a large selection of pre-quantized `gguf` models available on Hugging Face. -Note: `convert.py` does not support LLaMA 3, you can use `convert-hf-to-gguf.py` with LLaMA 3 downloaded from Hugging Face. +Note: `convert.py` does not support LLaMA 3, you can use `convert-hf-to-gguf.py` with LLaMA 3 downloaded from Hugging Face. ```bash # obtain the official LLaMA model weights and place them in ./models @@ -935,17 +937,25 @@ If your issue is with model generation quality, then please at least scan the fo ### Android +#### Build on Android using Termux +[Termux](https://github.com/termux/termux-app#installation) is a method to execute `llama.cpp` on an Android device (no root required). +``` +apt update && apt upgrade -y +apt install git make cmake +``` + +It's recommended to move your model inside the `~/` directory for best performance: +``` +cd storage/downloads +mv model.gguf ~/ +``` + +[Get the code](https://github.com/ggerganov/llama.cpp#get-the-code) & [follow the Linux build instructions](https://github.com/ggerganov/llama.cpp#build) to build `llama.cpp`. + #### Building the Project using Android NDK -You can easily run `llama.cpp` on Android device with [termux](https://termux.dev/). - -First, install the essential packages for termux: -``` -pkg install clang wget git cmake -``` -Second, obtain the [Android NDK](https://developer.android.com/ndk) and then build with CMake: - -You can execute the following commands on your computer to avoid downloading the NDK to your mobile. Of course, you can also do this in Termux. +Obtain the [Android NDK](https://developer.android.com/ndk) and then build with CMake. +Execute the following commands on your computer to avoid downloading the NDK to your mobile. Alternatively, you can also do this in Termux: ``` $ mkdir build-android $ cd build-android @@ -953,7 +963,9 @@ $ export NDK= $ cmake -DCMAKE_TOOLCHAIN_FILE=$NDK/build/cmake/android.toolchain.cmake -DANDROID_ABI=arm64-v8a -DANDROID_PLATFORM=android-23 -DCMAKE_C_FLAGS=-march=armv8.4a+dotprod .. $ make ``` -Install [termux](https://termux.dev/) on your device and run `termux-setup-storage` to get access to your SD card. + +Install [termux](https://github.com/termux/termux-app#installation) on your device and run `termux-setup-storage` to get access to your SD card (if Android 11+ then run the command twice). + Finally, copy these built `llama` binaries and the model file to your device storage. Because the file permissions in the Android sdcard cannot be changed, you can copy the executable files to the `/data/data/com.termux/files/home/bin` path, and then execute the following commands in Termux to add executable permission: (Assumed that you have pushed the built executable files to the /sdcard/llama.cpp/bin path using `adb push`) @@ -975,25 +987,10 @@ $cd /data/data/com.termux/files/home/bin $./main -m ../model/llama-2-7b-chat.Q4_K_M.gguf -n 128 -cml ``` -Here is a demo of an interactive session running on Pixel 5 phone: +Here's a demo of an interactive session running on Pixel 5 phone: https://user-images.githubusercontent.com/271616/225014776-1d567049-ad71-4ef2-b050-55b0b3b9274c.mp4 -#### Build on Android using Termux -[Termux](https://github.com/termux/termux-app#installation) is an alternative to execute `llama.cpp` on an Android device (no root required). -``` -apt update && apt upgrade -y -apt install git -``` - -It's recommended to move your model inside the `~/` directory for best performance: -``` -cd storage/downloads -mv model.gguf ~/ -``` - -[Follow the Linux build instructions](https://github.com/ggerganov/llama.cpp#build) to build `llama.cpp`. - ### Docker #### Prerequisites diff --git a/ci/run.sh b/ci/run.sh index bf21b6b31..e67c1a5ff 100755 --- a/ci/run.sh +++ b/ci/run.sh @@ -160,9 +160,8 @@ function gg_run_test_scripts_debug { set -e - # TODO: too slow, run on dedicated node - #(cd ./examples/gguf-split && time bash tests.sh "$SRC/build-ci-debug/bin" "$MNT/models") 2>&1 | tee -a $OUT/${ci}-scripts.log - #(cd ./examples/quantize && time bash tests.sh "$SRC/build-ci-debug/bin" "$MNT/models") 2>&1 | tee -a $OUT/${ci}-scripts.log + (cd ./examples/gguf-split && time bash tests.sh "$SRC/build-ci-debug/bin" "$MNT/models") 2>&1 | tee -a $OUT/${ci}-scripts.log + (cd ./examples/quantize && time bash tests.sh "$SRC/build-ci-debug/bin" "$MNT/models") 2>&1 | tee -a $OUT/${ci}-scripts.log set +e } @@ -695,8 +694,10 @@ test $ret -eq 0 && gg_run ctest_release if [ -z ${GG_BUILD_LOW_PERF} ]; then test $ret -eq 0 && gg_run embd_bge_small - test $ret -eq 0 && gg_run test_scripts_debug - test $ret -eq 0 && gg_run test_scripts_release + if [ -z ${GG_BUILD_CLOUD} ] || [ ${GG_BUILD_EXTRA_TESTS_0} ]; then + test $ret -eq 0 && gg_run test_scripts_debug + test $ret -eq 0 && gg_run test_scripts_release + fi if [ -z ${GG_BUILD_VRAM_GB} ] || [ ${GG_BUILD_VRAM_GB} -ge 8 ]; then if [ -z ${GG_BUILD_CUDA} ]; then diff --git a/common/common.cpp b/common/common.cpp index c48758b52..807af0473 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -1,4 +1,6 @@ #include "common.h" +// Change JSON_ASSERT from assert() to GGML_ASSERT: +#define JSON_ASSERT GGML_ASSERT #include "json.hpp" #include "json-schema-to-grammar.h" #include "llama.h" @@ -911,6 +913,10 @@ bool gpt_params_find_arg(int argc, char ** argv, const std::string & arg, gpt_pa params.instruct = true; return true; } + if (arg == "-cnv" || arg == "--conversation") { + params.conversation = true; + return true; + } if (arg == "-cml" || arg == "--chatml") { params.chatml = true; return true; @@ -1439,6 +1445,7 @@ void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) { printf(" --version show version and build info\n"); printf(" -i, --interactive run in interactive mode\n"); printf(" --interactive-first run in interactive mode and wait for input right away\n"); + printf(" -cnv, --conversation run in conversation mode (does not print special tokens and suffix/prefix)\n"); printf(" -ins, --instruct run in instruction mode (use with Alpaca models)\n"); printf(" -cml, --chatml run in chatml mode (use with ChatML-compatible models)\n"); printf(" --chaton-meta-json JsonFile\n"); @@ -1990,18 +1997,18 @@ static bool llama_download_file(const std::string & url, const std::string & pat try { metadata_in >> metadata; fprintf(stderr, "%s: previous metadata file found %s: %s\n", __func__, metadata_path.c_str(), metadata.dump().c_str()); - if (metadata.contains("url") && metadata["url"].is_string()) { - auto previous_url = metadata["url"].get(); + if (metadata.contains("url") && metadata.at("url").is_string()) { + auto previous_url = metadata.at("url").get(); if (previous_url != url) { fprintf(stderr, "%s: Model URL mismatch: %s != %s\n", __func__, url.c_str(), previous_url.c_str()); return false; } } - if (metadata.contains("etag") && metadata["etag"].is_string()) { - etag = metadata["etag"]; + if (metadata.contains("etag") && metadata.at("etag").is_string()) { + etag = metadata.at("etag"); } - if (metadata.contains("lastModified") && metadata["lastModified"].is_string()) { - last_modified = metadata["lastModified"]; + if (metadata.contains("lastModified") && metadata.at("lastModified").is_string()) { + last_modified = metadata.at("lastModified"); } } catch (const nlohmann::json::exception & e) { fprintf(stderr, "%s: error reading metadata file %s: %s\n", __func__, metadata_path.c_str(), e.what()); diff --git a/common/common.h b/common/common.h index 302a2a2e5..4866728e5 100644 --- a/common/common.h +++ b/common/common.h @@ -140,6 +140,7 @@ struct gpt_params { bool random_prompt = false; // do not randomize prompt if none provided bool use_color = false; // use color to distinguish generations and inputs bool interactive = false; // interactive mode + bool conversation = false; // conversation mode (does not print special tokens and suffix/prefix) bool chatml = false; // chatml mode (used for models trained on chatml syntax) bool chaton = false; // whether chaton is enabled or disabled std::string chaton_meta_json = ""; // name of the json file containing the chaton templates diff --git a/common/json-schema-to-grammar.h b/common/json-schema-to-grammar.h index e1abed303..41623b346 100644 --- a/common/json-schema-to-grammar.h +++ b/common/json-schema-to-grammar.h @@ -1,4 +1,8 @@ #pragma once + +#include "ggml.h" +// Change JSON_ASSERT from assert() to GGML_ASSERT: +#define JSON_ASSERT GGML_ASSERT #include "json.hpp" std::string json_schema_to_grammar(const nlohmann::ordered_json& schema); diff --git a/common/sampling.cpp b/common/sampling.cpp index cc83600d9..3715a7985 100644 --- a/common/sampling.cpp +++ b/common/sampling.cpp @@ -35,6 +35,8 @@ struct llama_sampling_context * llama_sampling_init(const struct llama_sampling_ result->prev.resize(params.n_prev); + result->n_considered = 0; + llama_sampling_set_rng_seed(result, params.seed); return result; @@ -64,6 +66,7 @@ void llama_sampling_reset(llama_sampling_context * ctx) { std::fill(ctx->prev.begin(), ctx->prev.end(), 0); ctx->cur.clear(); + ctx->n_considered = 0; } void llama_sampling_set_rng_seed(struct llama_sampling_context * ctx, uint32_t seed) { @@ -253,6 +256,8 @@ static llama_token llama_sampling_sample_impl( } } + ctx_sampling->n_considered = cur_p.size; + return id; } diff --git a/common/sampling.h b/common/sampling.h index cf7081e36..5b73ecdcd 100644 --- a/common/sampling.h +++ b/common/sampling.h @@ -81,6 +81,7 @@ struct llama_sampling_context { // TODO: replace with ring-buffer std::vector prev; std::vector cur; + size_t n_considered; std::mt19937 rng; }; diff --git a/convert-hf-to-gguf-update.py b/convert-hf-to-gguf-update.py index 46a225462..e64687722 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) @@ -67,6 +71,9 @@ models = [ {"name": "gpt-2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/openai-community/gpt2", }, {"name": "refact", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/smallcloudai/Refact-1_6-base", }, {"name": "command-r", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/CohereForAI/c4ai-command-r-v01", }, + {"name": "qwen2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/Qwen/Qwen1.5-7B", }, + {"name": "olmo", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/allenai/OLMo-1.7-7B-hf", }, + {"name": "dbrx", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/databricks/dbrx-base", }, ] # make directory "models/tokenizers" if it doesn't exist @@ -150,6 +157,8 @@ for model in models: # print the "pre_tokenizer" content from the tokenizer.json with open(f"models/tokenizers/{name}/tokenizer.json", "r", encoding="utf-8") as f: cfg = json.load(f) + normalizer = cfg["normalizer"] + logger.info("normalizer: " + json.dumps(normalizer, indent=4)) pre_tokenizer = cfg["pre_tokenizer"] logger.info("pre_tokenizer: " + json.dumps(pre_tokenizer, indent=4)) @@ -252,6 +261,7 @@ tests = [ "3333333", "33333333", "333333333", + # "Cửa Việt", # llama-bpe fails on this chktxt, ] diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index f7441e6b8..1dc18b2a5 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -9,11 +9,10 @@ import json import os import re import sys -from abc import ABC, abstractmethod from enum import IntEnum from pathlib import Path from hashlib import sha256 -from typing import TYPE_CHECKING, Any, Callable, ContextManager, Iterator, Sequence, TypeVar, cast +from typing import TYPE_CHECKING, Any, Callable, ContextManager, Iterable, Iterator, Sequence, TypeVar, cast, overload import numpy as np import torch @@ -25,7 +24,7 @@ if 'NO_LOCAL_GGUF' not in os.environ: sys.path.insert(1, str(Path(__file__).parent / 'gguf-py')) import gguf -from convert import LlamaHfVocab, permute +from convert import LlamaHfVocab logger = logging.getLogger("hf-to-gguf") @@ -44,29 +43,55 @@ class SentencePieceTokenTypes(IntEnum): AnyModel = TypeVar("AnyModel", bound="type[Model]") -class Model(ABC): +class Model: _model_classes: dict[str, type[Model]] = {} - def __init__(self, dir_model: Path, ftype: int, fname_out: Path, is_big_endian: bool, use_temp_file: bool): + dir_model: Path + ftype: int + fname_out: Path + is_big_endian: bool + endianess: gguf.GGUFEndian + use_temp_file: bool + lazy: bool + part_names: list[str] + is_safetensors: bool + hparams: dict[str, Any] + gguf_writer: gguf.GGUFWriter + block_count: int + tensor_map: gguf.TensorNameMap + tensor_names: set[str] | None + + # subclasses should define this! + model_arch: gguf.MODEL_ARCH + + def __init__(self, dir_model: Path, ftype: int, fname_out: Path, is_big_endian: bool, use_temp_file: bool, eager: bool): + if self.__class__ == Model: + raise TypeError(f"{self.__class__.__name__!r} should not be directly instantiated") self.dir_model = dir_model self.ftype = ftype self.fname_out = fname_out self.is_big_endian = is_big_endian self.endianess = gguf.GGUFEndian.BIG if is_big_endian else gguf.GGUFEndian.LITTLE self.use_temp_file = use_temp_file - self.is_safetensors = self._is_model_safetensors() - self.num_parts = Model.count_model_parts(self.dir_model, ".safetensors" if self.is_safetensors else ".bin") - self.part_names = self._get_part_names() + self.lazy = not eager + self.part_names = Model.get_model_part_names(self.dir_model, ".safetensors") + self.is_safetensors = len(self.part_names) > 0 + if not self.is_safetensors: + self.part_names = Model.get_model_part_names(self.dir_model, ".bin") self.hparams = Model.load_hparams(self.dir_model) self.gguf_writer = gguf.GGUFWriter(fname_out, gguf.MODEL_ARCH_NAMES[self.model_arch], endianess=self.endianess, use_temp_file=self.use_temp_file) self.block_count = self.find_hparam(["n_layers", "num_hidden_layers", "n_layer"]) + self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count) + self.tensor_names = None - @property - @abstractmethod - def model_arch(self) -> gguf.MODEL_ARCH: - pass + @classmethod + def __init_subclass__(cls): + # can't use an abstract property, because overriding it without type errors + # would require using decorated functions instead of simply defining the property + if "model_arch" not in cls.__dict__: + raise TypeError(f"Missing property 'model_arch' for {cls.__name__!r}") - def find_hparam(self, keys: Sequence[str], optional: bool = False) -> Any: + def find_hparam(self, keys: Iterable[str], optional: bool = False) -> Any: key = next((k for k in keys if k in self.hparams), None) if key is not None: return self.hparams[key] @@ -78,6 +103,22 @@ class Model(ABC): self._set_vocab_gpt2() def get_tensors(self) -> Iterator[tuple[str, Tensor]]: + tensor_names_from_parts: set[str] = set() + + if len(self.part_names) > 1: + self.tensor_names = set() + index_name = "model.safetensors" if self.is_safetensors else "pytorch_model.bin" + index_name += ".index.json" + logger.info(f"gguf: loading model weight map from '{index_name}'") + with open(self.dir_model / index_name, "r", encoding="utf-8") as f: + index: dict[str, Any] = json.load(f) + weight_map = index.get("weight_map") + if weight_map is None or not isinstance(weight_map, dict): + raise ValueError(f"Can't load 'weight_map' from {index_name!r}") + self.tensor_names.update(weight_map.keys()) + else: + self.tensor_names = tensor_names_from_parts + for part_name in self.part_names: logger.info(f"gguf: loading model part '{part_name}'") ctx: ContextManager[Any] @@ -88,10 +129,33 @@ class Model(ABC): ctx = contextlib.nullcontext(torch.load(str(self.dir_model / part_name), map_location="cpu", mmap=True, weights_only=True)) with ctx as model_part: + tensor_names_from_parts.update(model_part.keys()) + for name in model_part.keys(): data = model_part.get_tensor(name) if self.is_safetensors else model_part[name] + if self.lazy: + data = LazyTorchTensor.from_eager(data) yield name, data + # only verify tensor name presence; it doesn't matter if they are not in the right files + if len(sym_diff := tensor_names_from_parts.symmetric_difference(self.tensor_names)) > 0: + raise ValueError(f"Mismatch between weight map and model parts for tensor names: {sym_diff}") + + def format_tensor_name(self, key: gguf.MODEL_TENSOR, bid: int | None = None, suffix: str = ".weight") -> str: + name: str = gguf.TENSOR_NAMES[key] + if key not in gguf.MODEL_TENSORS[self.model_arch]: + raise ValueError(f"Missing {key!r} for MODEL_TENSORS of {self.model_arch!r}") + if "{bid}" in name: + assert bid is not None + name = name.format(bid=bid) + return name + suffix + + def map_tensor_name(self, name: str, try_suffixes: Sequence[str] = (".weight", ".bias")) -> str: + new_name = self.tensor_map.get_name(key=name, try_suffixes=try_suffixes) + if new_name is None: + raise ValueError(f"Can not map tensor {name!r}") + return new_name + def set_gguf_parameters(self): self.gguf_writer.add_name(self.dir_model.name) self.gguf_writer.add_block_count(self.block_count) @@ -135,12 +199,27 @@ class Model(ABC): self.gguf_writer.add_file_type(self.ftype) logger.info(f"gguf: file type = {self.ftype}") + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused + + return [(self.map_tensor_name(name), data_torch)] + + def extra_f32_tensors(self, name: str, new_name: str, bid: int | None, n_dims: int) -> bool: + del name, new_name, bid, n_dims # unused + + return False + + def extra_f16_tensors(self, name: str, new_name: str, bid: int | None, n_dims: int) -> bool: + del name, new_name, bid, n_dims # unused + + return False + def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + max_name_len = max(len(s) for _, s in self.tensor_map.mapping.values()) + len(".weight,") + for name, data_torch in self.get_tensors(): # we don't need these - if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq")): + if name.endswith((".attention.masked_bias", ".attention.bias", ".rotary_emb.inv_freq")): continue old_dtype = data_torch.dtype @@ -149,37 +228,52 @@ class Model(ABC): if data_torch.dtype not in (torch.float16, torch.float32): data_torch = data_torch.to(torch.float32) - data = data_torch.squeeze().numpy() + # use the first number-like part of the tensor name as the block id + bid = None + for part in name.split("."): + if part.isdecimal(): + bid = int(part) + break - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + for new_name, data in ((n, d.squeeze().numpy()) for n, d in self.modify_tensors(data_torch, name, bid)): + data: np.ndarray = data # type hint + n_dims = len(data.shape) + data_dtype = data.dtype - n_dims = len(data.shape) - data_dtype = data.dtype + # if f32 desired, convert any float16 to float32 + if self.ftype == 0 and data_dtype == np.float16: + data = data.astype(np.float32) - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) + # when both are True, f32 should win + extra_f32 = self.extra_f32_tensors(name, new_name, bid, n_dims) + extra_f16 = self.extra_f16_tensors(name, new_name, bid, n_dims) - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and (n_dims == 1 or new_name.endswith("_norm.weight")): - data = data.astype(np.float32) + # Most of the codebase that takes in 1D tensors or norms only handles F32 tensors + extra_f32 = extra_f32 or n_dims == 1 or new_name.endswith("_norm.weight") - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) + # if f16 desired, convert any float32 2-dim weight tensors to float16 + extra_f16 = extra_f16 or (name.endswith(".weight") and n_dims >= 2) - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") + # when both extra_f32 and extra_f16 are False, convert to float32 by default + if self.ftype == 1 and data_dtype == np.float16 and (extra_f32 or not extra_f16): + data = data.astype(np.float32) - self.gguf_writer.add_tensor(new_name, data) + if self.ftype == 1 and data_dtype == np.float32 and extra_f16 and not extra_f32: + data = data.astype(np.float16) + + # reverse shape to make it similar to the internal ggml dimension order + shape_str = f"{{{', '.join(str(n) for n in reversed(data.shape))}}}" + + # n_dims is implicit in the shape + logger.info(f"{f'%-{max_name_len}s' % f'{new_name},'} {old_dtype} --> {data.dtype}, shape = {shape_str}") + + self.gguf_writer.add_tensor(new_name, data) def write(self): self.write_tensors() self.gguf_writer.write_header_to_file() self.gguf_writer.write_kv_data_to_file() - self.gguf_writer.write_tensors_to_file() + self.gguf_writer.write_tensors_to_file(progress=True) self.gguf_writer.close() def write_vocab(self): @@ -188,16 +282,18 @@ class Model(ABC): self.gguf_writer.close() @staticmethod - def count_model_parts(dir_model: Path, prefix: str) -> int: - num_parts = 0 + def get_model_part_names(dir_model: Path, suffix: str) -> list[str]: + part_names: list[str] = [] for filename in os.listdir(dir_model): - if filename.endswith(prefix): - num_parts += 1 + if filename.endswith(suffix): + part_names.append(filename) - return num_parts + part_names.sort() + + return part_names @staticmethod - def load_hparams(dir_model): + def load_hparams(dir_model: Path): with open(dir_model / "config.json", "r", encoding="utf-8") as f: return json.load(f) @@ -205,32 +301,19 @@ class Model(ABC): def register(cls, *names: str) -> Callable[[AnyModel], AnyModel]: assert names - def func(modelcls: type[Model]): + def func(modelcls: AnyModel) -> AnyModel: for name in names: cls._model_classes[name] = modelcls return modelcls return func @classmethod - def from_model_architecture(cls, arch): + def from_model_architecture(cls, arch: str) -> type[Model]: try: return cls._model_classes[arch] except KeyError: raise NotImplementedError(f'Architecture {arch!r} not supported!') from None - def _is_model_safetensors(self) -> bool: - return Model.count_model_parts(self.dir_model, ".safetensors") > 0 - - def _get_part_names(self): - if self.is_safetensors: - if self.num_parts == 1: # there's only one .safetensors file - return ("model.safetensors",) - return (f"model-{n:05}-of-{self.num_parts:05}.safetensors" for n in range(1, self.num_parts + 1)) - - if self.num_parts == 1: # there's only one .bin file - return ("pytorch_model.bin",) - return (f"pytorch_model-{n:05}-of-{self.num_parts:05}.bin" for n in range(1, self.num_parts + 1)) - # used for GPT-2 BPE and WordPiece vocabs def get_vocab_base(self) -> tuple[list[str], list[int], str]: tokens: list[str] = [] @@ -314,6 +397,15 @@ class Model(ABC): if chkhsh == "9c2227e4dd922002fb81bde4fc02b0483ca4f12911410dee2255e4987644e3f8": # ref: https://huggingface.co/CohereForAI/c4ai-command-r-v01 res = "command-r" + if chkhsh == "e636dc30a262dcc0d8c323492e32ae2b70728f4df7dfe9737d9f920a282b8aea": + # ref: https://huggingface.co/Qwen/Qwen1.5-7B + res = "qwen2" + if chkhsh == "b6dc8df998e1cfbdc4eac8243701a65afe638679230920b50d6f17d81c098166": + # ref: https://huggingface.co/allenai/OLMo-1.7-7B-hf + res = "olmo" + if chkhsh == "a8594e3edff7c29c003940395316294b2c623e09894deebbc65f33f1515df79e": + # ref: https://huggingface.co/databricks/dbrx-instruct + res = "dbrx" if res is None: logger.warning("\n") @@ -411,22 +503,24 @@ class Model(ABC): if not tokenizer_path.is_file(): raise FileNotFoundError(f"File not found: {tokenizer_path}") - tokenizer = SentencePieceProcessor(str(tokenizer_path)) + tokenizer = SentencePieceProcessor() + tokenizer.LoadFromFile(str(tokenizer_path)) + vocab_size = self.hparams.get('vocab_size', tokenizer.vocab_size()) for token_id in range(tokenizer.vocab_size()): - piece = tokenizer.id_to_piece(token_id) + piece = tokenizer.IdToPiece(token_id) text = piece.encode("utf-8") - score = tokenizer.get_score(token_id) + score = tokenizer.GetScore(token_id) toktype = SentencePieceTokenTypes.NORMAL - if tokenizer.is_unknown(token_id): + if tokenizer.IsUnknown(token_id): toktype = SentencePieceTokenTypes.UNKNOWN - elif tokenizer.is_control(token_id): + elif tokenizer.IsControl(token_id): toktype = SentencePieceTokenTypes.CONTROL - elif tokenizer.is_unused(token_id): + elif tokenizer.IsUnused(token_id): toktype = SentencePieceTokenTypes.UNUSED - elif tokenizer.is_byte(token_id): + elif tokenizer.IsByte(token_id): toktype = SentencePieceTokenTypes.BYTE tokens.append(text) @@ -449,7 +543,7 @@ class Model(ABC): pad_count = vocab_size - len(tokens) logger.debug(f"Padding vocab with {pad_count} token(s) - [PAD1] through [PAD{pad_count}]") for i in range(1, pad_count + 1): - tokens.append(f"[PAD{i}]") + tokens.append(bytes(f"[PAD{i}]", encoding="utf-8")) scores.append(-1000.0) toktypes.append(SentencePieceTokenTypes.UNUSED) @@ -524,81 +618,52 @@ class BloomModel(Model): self.gguf_writer.add_layer_norm_eps(self.hparams["layer_norm_epsilon"]) self.gguf_writer.add_file_type(self.ftype) - def write_tensors(self): - block_count = self.hparams["n_layer"] - tensors = dict(self.get_tensors()) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - has_lm_head = True + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused + n_head = self.hparams.get("n_head", self.hparams.get("num_attention_heads")) n_embed = self.hparams.get("hidden_size", self.hparams.get("n_embed")) - for name, data_torch in tensors.items(): - if "lm_head.weight" not in tensors.keys() and "output.weight" not in tensors.keys(): - has_lm_head = False + name = re.sub(r'transformer\.', '', name) - name = re.sub(r'transformer\.', '', name) + tensors: list[tuple[str, Tensor]] = [] - old_dtype = data_torch.dtype + if re.match(r"h\.\d+\.self_attention\.query_key_value\.weight", name): + # Map bloom-style qkv_linear to gpt-style qkv_linear + # bloom: https://github.com/huggingface/transformers/blob/main/src/transformers/models/bloom/modeling_bloom.py#L238-L252 # noqa + # gpt-2: https://github.com/huggingface/transformers/blob/main/src/transformers/models/gpt2/modeling_gpt2.py#L312 # noqa + qkv_weights = data_torch.reshape((n_head, 3, n_embed // n_head, n_embed)) + data_torch = torch.cat( + ( + qkv_weights[:, 0, :, :].reshape((-1, n_embed)), + qkv_weights[:, 1, :, :].reshape((-1, n_embed)), + qkv_weights[:, 2, :, :].reshape((-1, n_embed)), + ), + dim=0, + ) + logger.info("re-format attention.linear_qkv.weight") + elif re.match(r"h\.\d+\.self_attention\.query_key_value\.bias", name): + qkv_bias = data_torch.reshape((n_head, 3, n_embed // n_head)) + data_torch = torch.cat( + ( + qkv_bias[:, 0, :].reshape((n_embed,)), + qkv_bias[:, 1, :].reshape((n_embed,)), + qkv_bias[:, 2, :].reshape((n_embed,)), + ), + dim=0, + ) + logger.info("re-format attention.linear_qkv.bias") - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + tensors.append((self.map_tensor_name(name), data_torch)) - data = data_torch.squeeze().numpy() + if name == "word_embeddings.weight": + assert self.tensor_names is not None - if re.match(r"h\.\d+\.self_attention\.query_key_value\.weight", name): - # Map bloom-style qkv_linear to gpt-style qkv_linear - # bloom: https://github.com/huggingface/transformers/blob/main/src/transformers/models/bloom/modeling_bloom.py#L238-L252 # noqa - # gpt-2: https://github.com/huggingface/transformers/blob/main/src/transformers/models/gpt2/modeling_gpt2.py#L312 # noqa - qkv_weights = data.reshape((n_head, 3, n_embed // n_head, n_embed)) - data = np.concatenate( - ( - qkv_weights[:, 0, :, :].reshape((-1, n_embed)), - qkv_weights[:, 1, :, :].reshape((-1, n_embed)), - qkv_weights[:, 2, :, :].reshape((-1, n_embed)), - ), - axis=0, - ) - logger.info("re-format attention.linear_qkv.weight") - elif re.match(r"h\.\d+\.self_attention\.query_key_value\.bias", name): - qkv_bias = data.reshape((n_head, 3, n_embed // n_head)) - data = np.concatenate( - ( - qkv_bias[:, 0, :].reshape((n_embed,)), - qkv_bias[:, 1, :].reshape((n_embed,)), - qkv_bias[:, 2, :].reshape((n_embed,)), - ), - axis=0, - ) - logger.info("re-format attention.linear_qkv.bias") + # TODO: tie them at runtime, don't duplicate in the model file + if all(s not in self.tensor_names for s in ("lm_head.weight", "output.weight")): + tensors.append((self.format_tensor_name(gguf.MODEL_TENSOR.OUTPUT), data_torch)) - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"=> {new_name}, shape = {data.shape}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) - - if not has_lm_head and name == "word_embeddings.weight": - self.gguf_writer.add_tensor("output.weight", data) - logger.info(name, f"=> output.weight, shape = {data.shape}, {old_dtype} --> {data.dtype}") + return tensors @Model.register("MPTForCausalLM") @@ -634,50 +699,16 @@ class MPTModel(Model): else: self.gguf_writer.add_max_alibi_bias(0.0) - def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers")) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - for name, data_torch in self.get_tensors(): - # we don't need these - if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq")): - continue + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - old_dtype = data_torch.dtype + if "scales" in name: + new_name = self.map_tensor_name(name, try_suffixes=(".weight", ".bias", ".scales")) + new_name = new_name.replace("scales", "act.scales") + else: + new_name = self.map_tensor_name(name, try_suffixes=(".weight", ".bias")) - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - - # map tensor names - if "scales" in name: - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias", ".scales")) - if new_name is not None: - new_name = new_name.replace("scales", "act.scales") - else: - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return [(new_name, data_torch)] @Model.register("OrionForCausalLM") @@ -717,48 +748,6 @@ class OrionModel(Model): # ref: https://huggingface.co/OrionStarAI/Orion-14B-Chat/blob/276a17221ce42beb45f66fac657a41540e71f4f5/modeling_orion.py#L570-L571 self.gguf_writer.add_layer_norm_eps(self.hparams["rms_norm_eps"]) - def write_tensors(self): - # Collect tensors from generator object - model_kv = dict(self.get_tensors()) - block_count = self.hparams["num_hidden_layers"] - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - - for name, data_torch in model_kv.items(): - # we don't need these - if name.endswith(".rotary_emb.inv_freq"): - continue - - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{name} -> {new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - self.gguf_writer.add_tensor(new_name, data) - @Model.register("BaichuanForCausalLM", "BaiChuanForCausalLM") class BaichuanModel(Model): @@ -800,60 +789,26 @@ class BaichuanModel(Model): self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) self.gguf_writer.add_rope_scaling_factor(self.hparams["rope_scaling"]["factor"]) - def write_tensors(self): - # Collect tensors from generator object - model_kv = dict(self.get_tensors()) - block_count = self.hparams["num_hidden_layers"] + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: head_count = self.hparams["num_attention_heads"] - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) head_count_kv = self.hparams.get("num_key_value_heads", head_count) - for i in range(block_count): - if (w := model_kv.get(f"model.layers.{i}.self_attn.W_pack.weight")) is not None: - logger.info(f"Unpacking and permuting layer {i}") - model_kv[f"model.layers.{i}.self_attn.q_proj.weight"] = \ - self._reverse_hf_permute_part(w, 0, head_count, head_count) - model_kv[f"model.layers.{i}.self_attn.k_proj.weight"] = \ - self._reverse_hf_permute_part(w, 1, head_count, head_count_kv) - model_kv[f"model.layers.{i}.self_attn.v_proj.weight"] = \ - self._reverse_hf_part(w, 2) - del model_kv[f"model.layers.{i}.self_attn.W_pack.weight"] + tensors: list[tuple[str, Tensor]] = [] - for name, data_torch in model_kv.items(): - # we don't need these - if name.endswith(".rotary_emb.inv_freq"): - continue + if bid is not None and name == f"model.layers.{bid}.self_attn.W_pack.weight": + logger.info(f"Unpacking and permuting layer {bid}") + tensors = [ + (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_Q, bid), + self._reverse_hf_permute_part(data_torch, 0, head_count, head_count)), + (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_K, bid), + self._reverse_hf_permute_part(data_torch, 1, head_count, head_count_kv)), + (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_V, bid), + self._reverse_hf_part(data_torch, 2)), + ] + else: + tensors = [(self.map_tensor_name(name), data_torch)] - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{name} -> {new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - self.gguf_writer.add_tensor(new_name, data) + return tensors def _reverse_hf_permute(self, weights: Tensor, n_head: int, n_kv_head: int | None = None) -> Tensor: if n_kv_head is not None and n_head != n_kv_head: @@ -885,7 +840,7 @@ class XverseModel(Model): dir_model = self.dir_model hparams = self.hparams - tokens: list[bytearray] = [] + tokens: list[bytes] = [] toktypes: list[int] = [] from transformers import AutoTokenizer @@ -893,7 +848,7 @@ class XverseModel(Model): vocab_size = hparams.get("vocab_size", len(tokenizer.vocab)) assert max(tokenizer.vocab.values()) < vocab_size - reverse_vocab = {id_: encoded_tok for encoded_tok, id_ in tokenizer.vocab.items()} + reverse_vocab: dict[int, str] = {id_: encoded_tok for encoded_tok, id_ in tokenizer.vocab.items()} added_vocab = tokenizer.get_added_vocab() for token_id in range(vocab_size): @@ -956,55 +911,19 @@ class XverseModel(Model): self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) self.gguf_writer.add_rope_scaling_factor(self.hparams["rope_scaling"]["factor"]) - def write_tensors(self): - # Collect tensors from generator object - model_kv = dict(self.get_tensors()) - block_count = self.hparams["num_hidden_layers"] + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused + head_count = self.hparams["num_attention_heads"] - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) head_count_kv = self.hparams.get("num_key_value_heads", head_count) - for name, data_torch in model_kv.items(): - # we don't need these - if name.endswith(".rotary_emb.inv_freq"): - continue + # HF models permute some of the tensors, so we need to undo that + if name.endswith("q_proj.weight"): + data_torch = self._reverse_hf_permute(data_torch, head_count, head_count) + if name.endswith("k_proj.weight"): + data_torch = self._reverse_hf_permute(data_torch, head_count, head_count_kv) - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - # HF models permute some of the tensors, so we need to undo that - if name.endswith(("q_proj.weight")): - data_torch = self._reverse_hf_permute(data_torch, head_count, head_count) - if name.endswith(("k_proj.weight")): - data_torch = self._reverse_hf_permute(data_torch, head_count, head_count_kv) - - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{name} -> {new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - self.gguf_writer.add_tensor(new_name, data) + return [(self.map_tensor_name(name), data_torch)] def _reverse_hf_permute(self, weights: Tensor, n_head: int, n_kv_head: int | None = None) -> Tensor: if n_kv_head is not None and n_head != n_kv_head: @@ -1045,71 +964,31 @@ class FalconModel(Model): self.gguf_writer.add_layer_norm_eps(self.hparams["layer_norm_epsilon"]) self.gguf_writer.add_file_type(self.ftype) - def write_tensors(self): - block_count = self.hparams.get("num_hidden_layers") - if block_count is None: - block_count = self.hparams["n_layer"] # old name + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - n_head = self.hparams.get("num_attention_heads") - if n_head is None: - n_head = self.hparams["n_head"] # old name + # QKV tensor transform + # The original query_key_value tensor contains n_head_kv "kv groups", + # each consisting of n_head/n_head_kv query weights followed by one key + # and one value weight (shared by all query heads in the kv group). + # This layout makes it a big pain to work with in GGML. + # So we rearrange them here,, so that we have n_head query weights + # followed by n_head_kv key weights followed by n_head_kv value weights, + # in contiguous fashion. + # ref: https://github.com/jploski/ggml/blob/falcon40b/examples/falcon/convert-hf-to-ggml.py - n_head_kv = self.hparams.get("num_kv_heads") - if n_head_kv is None: - n_head_kv = self.hparams.get("n_head_kv", 1) # old name + if "query_key_value" in name: + n_head = self.find_hparam(["num_attention_heads", "n_head"]) + n_head_kv = self.find_hparam(["num_kv_heads", "n_head_kv"], optional=True) or 1 + head_dim = self.hparams["hidden_size"] // n_head - head_dim = self.hparams["hidden_size"] // n_head - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + qkv = data_torch.view(n_head_kv, n_head // n_head_kv + 2, head_dim, head_dim * n_head) + q = qkv[:, :-2].reshape(n_head * head_dim, head_dim * n_head) + k = qkv[:, [-2]].reshape(n_head_kv * head_dim, head_dim * n_head) + v = qkv[:, [-1]].reshape(n_head_kv * head_dim, head_dim * n_head) + data_torch = torch.cat((q, k, v)).reshape_as(data_torch) - for name, data_torch in self.get_tensors(): - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - # QKV tensor transform - # The original query_key_value tensor contains n_head_kv "kv groups", - # each consisting of n_head/n_head_kv query weights followed by one key - # and one value weight (shared by all query heads in the kv group). - # This layout makes it a big pain to work with in GGML. - # So we rearrange them here,, so that we have n_head query weights - # followed by n_head_kv key weights followed by n_head_kv value weights, - # in contiguous fashion. - # ref: https://github.com/jploski/ggml/blob/falcon40b/examples/falcon/convert-hf-to-ggml.py - - if "query_key_value" in name: - qkv = data_torch.view(n_head_kv, n_head // n_head_kv + 2, head_dim, head_dim * n_head) - q = qkv[:, :-2].reshape(n_head * head_dim, head_dim * n_head) - k = qkv[:, [-2]].reshape(n_head_kv * head_dim, head_dim * n_head) - v = qkv[:, [-1]].reshape(n_head_kv * head_dim, head_dim * n_head) - data_torch = torch.cat((q, k, v)).reshape_as(data_torch) - - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return [(self.map_tensor_name(name), data_torch)] @Model.register("GPTBigCodeForCausalLM") @@ -1155,7 +1034,7 @@ class RefactModel(Model): self.gguf_writer.add_layer_norm_rms_eps(self.hparams["layer_norm_epsilon"]) self.gguf_writer.add_file_type(self.ftype) - def write_tensors(self): + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: hidden_dim = self.hparams["n_embd"] inner_dim = 4 * hidden_dim hidden_dim = int(2 * inner_dim / 3) @@ -1164,56 +1043,23 @@ class RefactModel(Model): n_head = self.hparams["n_head"] n_head_kv = 1 head_dim = self.hparams["n_embd"] // n_head - block_count = self.hparams["n_layer"] - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + tensors: list[tuple[str, Tensor]] = [] - tensors = dict(self.get_tensors()) - for i in range(block_count): - if (w := tensors.get(f"transformer.h.{i}.attn.kv.weight")) is not None: - tensors[f"model.layers.{i}.self_attn.k_proj.weight"] = w[:n_head_kv * head_dim] - tensors[f"model.layers.{i}.self_attn.v_proj.weight"] = w[n_head_kv * head_dim:] - del tensors[f"transformer.h.{i}.attn.kv.weight"] - if (w := tensors.get(f"transformer.h.{i}.attn.q.weight")) is not None: - tensors[f"model.layers.{i}.self_attn.q_proj.weight"] = w - del tensors[f"transformer.h.{i}.attn.q.weight"] - if (w := tensors.get(f"transformer.h.{i}.mlp.gate_up_proj.weight")) is not None: - tensors[f"model.layers.{i}.mlp.gate_proj.weight"] = w[:ff_dim] - tensors[f"model.layers.{i}.mlp.up_proj.weight"] = w[ff_dim:] - del tensors[f"transformer.h.{i}.mlp.gate_up_proj.weight"] + if bid is not None: + if name == f"transformer.h.{bid}.attn.kv.weight": + tensors.append((self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_K, bid), data_torch[:n_head_kv * head_dim])) + tensors.append((self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_V, bid), data_torch[n_head_kv * head_dim:])) + elif name == f"transformer.h.{bid}.attn.q.weight": + tensors.append((self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_Q, bid), data_torch)) + elif name == f"transformer.h.{bid}.mlp.gate_up_proj.weight": + tensors.append((self.format_tensor_name(gguf.MODEL_TENSOR.FFN_GATE, bid), data_torch[:ff_dim])) + tensors.append((self.format_tensor_name(gguf.MODEL_TENSOR.FFN_UP, bid), data_torch[ff_dim:])) - for name, data_torch in tensors.items(): - old_dtype = data_torch.dtype + if len(tensors) == 0: + tensors.append((self.map_tensor_name(name), data_torch)) - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight",)) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return tensors @Model.register("PersimmonForCausalLM") @@ -1248,22 +1094,11 @@ class PersimmonModel(Model): # self.gguf_writer.add_bos_token_id(71013) # self.gguf_writer.add_eos_token_id(71013) - def write_tensors(self): - block_count = self.hparams.get("num_layers", self.hparams.get("num_hidden_layers")) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + def extra_f32_tensors(self, name: str, new_name: str, bid: int | None, n_dims: int) -> bool: + del name, new_name, bid, n_dims # unused - for name, data_torch in self.get_tensors(): - if name.endswith(".self_attention.rotary_emb.inv_freq"): - continue - old_dtype = data_torch.dtype - # TODO: FP16 conversion produces garbage outputs. (Q8_0 does not, so..?) - data = data_torch.to(torch.float32).squeeze().numpy() - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - n_dims = len(data.shape) - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - self.gguf_writer.add_tensor(new_name, data) + # TODO: FP16 conversion produces garbage outputs. (Q8_0 does not, so..?) + return True @Model.register("StableLmForCausalLM", "StableLMEpochForCausalLM", "LlavaStableLMEpochForCausalLM") @@ -1293,84 +1128,67 @@ class StableLMModel(Model): self.gguf_writer.add_parallel_residual(hparams["use_parallel_residual"] if "use_parallel_residual" in hparams else True) self.gguf_writer.add_layer_norm_eps(self.find_hparam(["layer_norm_eps", "norm_eps"])) + _q_norms: list[dict[str, Tensor]] | None = None + _k_norms: list[dict[str, Tensor]] | None = None + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + n_head = self.hparams["num_attention_heads"] + n_kv_head = self.hparams["num_key_value_heads"] + + if name.find("q_layernorm.norms") != -1: + assert bid is not None + + if self._q_norms is None: + self._q_norms = [{} for _ in range(self.block_count)] + + self._q_norms[bid][name] = data_torch + + if len(self._q_norms[bid]) >= n_head: + return self._stack_qk_norm(bid, n_head, self._q_norms[bid], "q_layernorm") + else: + return [] + + if name.find("k_layernorm.norms") != -1: + assert bid is not None + + if self._k_norms is None: + self._k_norms = [{} for _ in range(self.block_count)] + + self._k_norms[bid][name] = data_torch + + if len(self._k_norms[bid]) >= n_kv_head: + return self._stack_qk_norm(bid, n_kv_head, self._k_norms[bid], "k_layernorm") + else: + return [] + + return [(self.map_tensor_name(name), data_torch)] + + def _stack_qk_norm(self, bid: int, n_head: int, norms: dict[str, Tensor], layer_name: str = "q_layernorm"): + datas: list[Tensor] = [] + # extract the norms in order + for xid in range(n_head): + ename = f"model.layers.{bid}.self_attn.{layer_name}.norms.{xid}.weight" + datas.append(norms[ename]) + del norms[ename] + data_torch = torch.stack(datas, dim=0) + + merged_name = f"model.layers.{bid}.self_attn.{layer_name}.weight" + new_name = self.map_tensor_name(merged_name) + + return [(new_name, data_torch)] + def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - n_head = self.hparams.get("num_attention_heads") - n_kv_head = self.hparams.get("num_key_value_heads") - q_norms = dict() - k_norms = dict() - for name, data_torch in self.get_tensors(): - # we don't need these - if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq")): - continue + super().write_tensors() - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - n_dims = len(data.shape) - if name.find("q_layernorm.norms") != -1: - q_norms[name] = data - if len(q_norms) >= (block_count * n_head): - self._stack_qk_norm(block_count, name, tensor_map, n_head, q_norms, n_dims, layer_name="q_layernorm") - continue - if name.find("k_layernorm.norms") != -1: - k_norms[name] = data - if len(k_norms) >= (block_count * n_kv_head): - self._stack_qk_norm(block_count, name, tensor_map, n_kv_head, k_norms, n_dims, layer_name="k_layernorm") - continue - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and (n_dims == 1 or new_name.endswith("_norm.weight")): - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and not new_name.endswith("_norm.weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.debug(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) - - def _stack_qk_norm(self, block_count, name, tensor_map, n_head, norms, n_dims, layer_name="q_layernorm"): - for bid in range(block_count): - datas = [] - for xid in range(n_head): - ename = f"model.layers.{bid}.self_attn.{layer_name}.norms.{xid}.weight" - datas.append(norms[ename]) - del norms[ename] - data = np.stack(datas, axis=0) - data_dtype = data.dtype - merged_name = f"model.layers.{bid}.self_attn.{layer_name}.weight" - new_name = tensor_map.get_name(merged_name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - if self.ftype == 1 and data_dtype == np.float16 and (n_dims == 1 or new_name.endswith("_norm.weight")): - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and not new_name.endswith("_norm.weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.debug(f"{new_name}, n_dims = {len(data.shape)}, shape = {data.shape} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + if self._q_norms is not None or self._k_norms is not None: + # flatten two `list[dict[str, Tensor]]` into a single `list[str]` + norms = ( + [k for d in self._q_norms for k in d.keys()] if self._q_norms is not None else [] + ) + ( + [k for d in self._k_norms for k in d.keys()] if self._k_norms is not None else [] + ) + if len(norms) > 0: + raise ValueError(f"Unprocessed norms: {norms}") @Model.register("LlamaForCausalLM", "MistralForCausalLM", "MixtralForCausalLM") @@ -1410,102 +1228,69 @@ class LlamaModel(Model): self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) self.gguf_writer.add_rope_scaling_factor(self.hparams["rope_scaling"]["factor"]) - # Same as super class, but permuting q_proj, k_proj - def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - n_head = self.hparams.get("num_attention_heads") + @staticmethod + def permute(weights: Tensor, n_head: int, n_head_kv: int | None): + if n_head_kv is not None and n_head != n_head_kv: + n_head = n_head_kv + return (weights.reshape(n_head, 2, weights.shape[0] // n_head // 2, *weights.shape[1:]) + .swapaxes(1, 2) + .reshape(weights.shape)) + + _experts: list[dict[str, Tensor]] | None = None + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + n_head = self.hparams["num_attention_heads"] n_kv_head = self.hparams.get("num_key_value_heads") - n_experts = self.hparams.get("num_local_experts") - experts = dict() - for name, data_torch in self.get_tensors(): - # we don't need these - if name.endswith((".attention.masked_bias", ".attention.bias", ".rotary_emb.inv_freq")): - continue - old_dtype = data_torch.dtype + if name.endswith("q_proj.weight"): + data_torch = LlamaModel.permute(data_torch, n_head, n_head) + if name.endswith("k_proj.weight"): + data_torch = LlamaModel.permute(data_torch, n_head, n_kv_head) - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + # process the experts separately + if name.find("block_sparse_moe.experts") != -1: + n_experts = self.hparams["num_local_experts"] - data = data_torch.numpy() + assert bid is not None - if name.endswith("q_proj.weight"): - data = permute(data, n_head, n_head) - if name.endswith("k_proj.weight"): - data = permute(data, n_head, n_kv_head) + if self._experts is None: + self._experts = [{} for _ in range(self.block_count)] - data = data.squeeze() + self._experts[bid][name] = data_torch - # process the experts separately - if name.find("block_sparse_moe.experts") != -1: - experts[name] = data - if len(experts) >= n_experts: - # merge the experts into a single 3d tensor - for bid in range(block_count): - for wid in range(1, 4): - full = True - for xid in range(n_experts): - ename = f"model.layers.{bid}.block_sparse_moe.experts.{xid}.w{wid}.weight" - if ename not in experts: - full = False - break - if not full: - continue + if len(self._experts[bid]) >= n_experts * 3: + tensors: list[tuple[str, Tensor]] = [] - datas = [] - for xid in range(n_experts): - ename = f"model.layers.{bid}.block_sparse_moe.experts.{xid}.w{wid}.weight" - datas.append(experts[ename]) - del experts[ename] + # merge the experts into a single 3d tensor + for wid in ["w1", "w2", "w3"]: + datas: list[Tensor] = [] - data = np.stack(datas, axis=0) - data_dtype = data.dtype + for xid in range(n_experts): + ename = f"model.layers.{bid}.block_sparse_moe.experts.{xid}.{wid}.weight" + datas.append(self._experts[bid][ename]) + del self._experts[bid][ename] - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) + data_torch = torch.stack(datas, dim=0) - if self.ftype == 1 and data_dtype == np.float32: - data = data.astype(np.float16) + merged_name = f"layers.{bid}.feed_forward.experts.{wid}.weight" - merged_name = f"layers.{bid}.feed_forward.experts.w{wid}.weight" + new_name = self.map_tensor_name(merged_name) - new_name = tensor_map.get_name(merged_name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + tensors.append((new_name, data_torch)) + return tensors + else: + return [] - logger.info(f"{new_name}, n_dims = {len(data.shape)}, shape = {data.shape} --> {data.dtype}") + return [(self.map_tensor_name(name), data_torch)] - self.gguf_writer.add_tensor(new_name, data) - continue + def write_tensors(self): + super().write_tensors() - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # 1d tensors need to be converted to float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) - - if len(experts) > 0: - raise ValueError(f"Unprocessed experts: {experts.keys()}") + if self._experts is not None: + # flatten `list[dict[str, Tensor]]` into `list[str]` + experts = [k for d in self._experts for k in d.keys()] + if len(experts) > 0: + raise ValueError(f"Unprocessed experts: {experts}") @Model.register("GrokForCausalLM") @@ -1522,89 +1307,44 @@ class GrokModel(Model): super().set_gguf_parameters() self.gguf_writer.add_name("Grok") - def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - n_experts = self.hparams.get("num_local_experts") - experts = dict() - for name, data_torch in self.get_tensors(): - # we don't need these - if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq")): - continue + _experts: list[dict[str, Tensor]] | None = None - old_dtype = data_torch.dtype + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + # process the experts separately + if name.find(".moe.") != -1: + n_experts = self.hparams["num_local_experts"] - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + assert bid is not None - data = data_torch.squeeze().numpy() + if self._experts is None: + self._experts = [{} for _ in range(self.block_count)] - # process the experts separately - if name.find(".moe.") != -1: - experts[name] = data - if len(experts) >= n_experts: - # merge the experts into a single 3d tensor - for bid in range(block_count): - for wid in ["linear", "linear_1", "linear_v"]: - full = True - for xid in range(n_experts): - ename = f"transformer.decoder_layer.{bid}.moe.{xid}.{wid}.weight" - if ename not in experts: - full = False - break - if not full: - continue + self._experts[bid][name] = data_torch - datas = [] - for xid in range(n_experts): - ename = f"transformer.decoder_layer.{bid}.moe.{xid}.{wid}.weight" - datas.append(experts[ename]) - del experts[ename] + if len(self._experts[bid]) >= n_experts * 3: + tensors: list[tuple[str, Tensor]] = [] - data = np.stack(datas, axis=0) - data_dtype = data.dtype + # merge the experts into a single 3d tensor + for wid in ["linear", "linear_1", "linear_v"]: + datas: list[Tensor] = [] - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) + for xid in range(n_experts): + ename = f"transformer.decoder_layer.{bid}.moe.{xid}.{wid}.weight" + datas.append(self._experts[bid][ename]) + del self._experts[bid][ename] - if self.ftype == 1 and data_dtype == np.float32: - data = data.astype(np.float16) + data_torch = torch.stack(datas, dim=0) - merged_name = f"transformer.decoder_layer.{bid}.moe.{wid}.weight" + merged_name = f"transformer.decoder_layer.{bid}.moe.{wid}.weight" - new_name = tensor_map.get_name(merged_name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + new_name = self.map_tensor_name(merged_name) - logger.info(f"{new_name}, n_dims = {len(data.shape)}, shape = {data.shape} --> {data.dtype}") + tensors.append((new_name, data_torch)) + return tensors + else: + return [] - self.gguf_writer.add_tensor(new_name, data) - continue - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return [(self.map_tensor_name(name), data_torch)] @Model.register("DbrxForCausalLM") @@ -1637,68 +1377,45 @@ class DbrxModel(Model): self.gguf_writer.add_file_type(self.ftype) logger.info(f"gguf: file type = {self.ftype}") - def write_tensors(self): - block_count = self.hparams.get("n_layers") - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - for name, data_torch in self.get_tensors(): - n_expert = self.hparams["ffn_config"]["moe_num_experts"] - n_ff = self.hparams["ffn_config"]["ffn_hidden_size"] - n_embd = self.hparams["d_model"] + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - # Specific behavior for experts tensors: suffix .weight, view as 3D and transpose - # original implementation expects (n_expert, n_ff, n_embd) for all experts weights - # But llama.cpp moe graph works differently - # AND the dimensions in ggml are typically in the reverse order of the pytorch dimensions - # so (n_expert, n_ff, n_embd) in pytorch is {n_embd, n_ff, n_expert} in ggml_tensor - exp_tensor_names = {"ffn.experts.mlp.w1": None, # LLM_TENSOR_FFN_GATE_EXPS ggml_tensor->ne{n_embd, n_ff, n_expert} - "ffn.experts.mlp.w2": (0, 2, 1), # LLM_TENSOR_FFN_DOWN_EXPS ggml_tensor->ne{n_ff, n_embd, n_expert} - "ffn.experts.mlp.v1": None} # LLM_TENSOR_FFN_UP_EXPS ggml_tensor->ne{n_embd, n_ff, n_expert} - experts = False - for exp_tensor_name in exp_tensor_names.keys(): - if name.find(exp_tensor_name) != -1 and name.find(".weight") == -1: - experts = True - data_torch = data_torch.view(n_expert, n_ff, n_embd) - if (permute_tensor := exp_tensor_names[exp_tensor_name]) is not None: - data_torch = data_torch.permute(*permute_tensor) - break + n_expert = self.hparams["ffn_config"]["moe_num_experts"] + n_ff = self.hparams["ffn_config"]["ffn_hidden_size"] + n_embd = self.hparams["d_model"] - old_dtype = data_torch.dtype + # Specific behavior for experts tensors: suffix .weight, view as 3D and transpose + # original implementation expects (n_expert, n_ff, n_embd) for all experts weights + # But llama.cpp moe graph works differently + # AND the dimensions in ggml are typically in the reverse order of the pytorch dimensions + # so (n_expert, n_ff, n_embd) in pytorch is {n_embd, n_ff, n_expert} in ggml_tensor + exp_tensor_names = {"ffn.experts.mlp.w1": None, # LLM_TENSOR_FFN_GATE_EXPS ggml_tensor->ne{n_embd, n_ff, n_expert} + "ffn.experts.mlp.w2": (0, 2, 1), # LLM_TENSOR_FFN_DOWN_EXPS ggml_tensor->ne{n_ff, n_embd, n_expert} + "ffn.experts.mlp.v1": None} # LLM_TENSOR_FFN_UP_EXPS ggml_tensor->ne{n_embd, n_ff, n_expert} + experts = False - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + for exp_tensor_name in exp_tensor_names.keys(): + if name.find(exp_tensor_name) != -1 and name.find(".weight") == -1: + experts = True + data_torch = data_torch.view(n_expert, n_ff, n_embd) + if (permute_tensor := exp_tensor_names[exp_tensor_name]) is not None: + data_torch = data_torch.permute(*permute_tensor) + break - data = data_torch.squeeze().numpy() + # map tensor names + # In MoE models the ffn tensors are typically most of the model weights, + # and need to be quantizable. Quantize expects tensor names to be suffixed by .weight. + # Every other model has the weight names ending in .weight, + # let's assume that is the convention which is not the case for dbrx: + # https://huggingface.co/databricks/dbrx-instruct/blob/main/model.safetensors.index.json#L15 + new_name = self.map_tensor_name(name if not experts else name + ".weight", try_suffixes=(".weight",)) - # map tensor names - # In MoE models the ffn tensors are typically most of the model weights, - # and need to be quantizable. Quantize expects tensor names to be suffixed by .weight. - # Every other model has the weight names ending in .weight, - # let's assume that is the convention which is not the case for dbrx: - # https://huggingface.co/databricks/dbrx-instruct/blob/main/model.safetensors.index.json#L15 - new_name = tensor_map.get_name(name if not experts else name + ".weight", try_suffixes=(".weight",)) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + return [(new_name, data_torch)] - n_dims = len(data.shape) - data_dtype = data.dtype + def extra_f16_tensors(self, name: str, new_name: str, bid: int | None, n_dims: int) -> bool: + del name, new_name, bid # unused - # Most of the codebase that takes in 1D tensors only handles F32 tensors - # and most of the outputs tensors are F32. - if data_dtype != np.float32 and n_dims == 1: - raise ValueError(f"Can not map tensor {name!r}: all 1D tensors must be F32") - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and n_dims > 1: - data = data.astype(np.float16) - - logger.debug(f"{new_name}, n_dims = {n_dims}, shape = {data.shape}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return n_dims > 1 @Model.register("MiniCPMForCausalLM") @@ -1731,53 +1448,19 @@ class MiniCPMModel(Model): .reshape(weights.shape) ) - def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - n_head = self.hparams.get("num_attention_heads") + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused + + n_head = self.hparams["num_attention_heads"] n_kv_head = self.hparams.get("num_key_value_heads") - for name, data_torch in self.get_tensors(): - # we don't need these - if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq")): - continue - old_dtype = data_torch.dtype + # HF models permute some of the tensors, so we need to undo that + if name.endswith(("q_proj.weight")): + data_torch = self._reverse_hf_permute(data_torch, n_head, n_head) + if name.endswith(("k_proj.weight")): + data_torch = self._reverse_hf_permute(data_torch, n_head, n_kv_head) - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - # HF models permute some of the tensors, so we need to undo that - if name.endswith(("q_proj.weight")): - data_torch = self._reverse_hf_permute(data_torch, n_head, n_head) - if name.endswith(("k_proj.weight")): - data_torch = self._reverse_hf_permute(data_torch, n_head, n_kv_head) - - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return [(self.map_tensor_name(name), data_torch)] @Model.register("QWenLMHeadModel") @@ -1821,46 +1504,6 @@ class QwenModel(Model): self.gguf_writer.add_head_count(self.hparams["num_attention_heads"]) self.gguf_writer.add_layer_norm_rms_eps(self.hparams["layer_norm_epsilon"]) - def write_tensors(self): - block_count = self.hparams["num_hidden_layers"] - model_kv = dict(self.get_tensors()) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - for name, data_torch in model_kv.items(): - # we don't need these - if name.endswith(".rotary_emb.inv_freq"): - continue - - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - self.gguf_writer.add_tensor(new_name, data) - @Model.register("Qwen2ForCausalLM") class Qwen2Model(Model): @@ -1882,92 +1525,52 @@ class Qwen2MoeModel(Model): if (n_experts := self.hparams.get("num_experts")) is not None: self.gguf_writer.add_expert_count(n_experts) + _experts: list[dict[str, Tensor]] | None = None + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + # process the experts separately + if name.find("experts") != -1: + n_experts = self.hparams["num_experts"] + assert bid is not None + + if self._experts is None: + self._experts = [{} for _ in range(self.block_count)] + + self._experts[bid][name] = data_torch + + if len(self._experts[bid]) >= n_experts * 3: + tensors: list[tuple[str, Tensor]] = [] + + # merge the experts into a single 3d tensor + for w_name in ["down_proj", "gate_proj", "up_proj"]: + datas: list[Tensor] = [] + + for xid in range(n_experts): + ename = f"model.layers.{bid}.mlp.experts.{xid}.{w_name}.weight" + datas.append(self._experts[bid][ename]) + del self._experts[bid][ename] + + data_torch = torch.stack(datas, dim=0) + + merged_name = f"model.layers.{bid}.mlp.experts.{w_name}.weight" + + new_name = self.map_tensor_name(merged_name) + + tensors.append((new_name, data_torch)) + return tensors + else: + return [] + + return [(self.map_tensor_name(name), data_torch)] + def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - n_experts = self.hparams.get("num_experts") - experts = dict() - for name, data_torch in self.get_tensors(): - # we don't need these - if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq")): - continue + super().write_tensors() - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - - # process the experts separately - if name.find("experts") != -1: - experts[name] = data - if len(experts) >= n_experts * 3: - # merge the experts into a single 3d tensor - for bid in range(block_count): - for w_name in ["down_proj", "gate_proj", "up_proj"]: - full = True - for xid in range(n_experts): - ename = f"model.layers.{bid}.mlp.experts.{xid}.{w_name}.weight" - if ename not in experts: - full = False - break - if not full: - continue - - datas = [] - for xid in range(n_experts): - ename = f"model.layers.{bid}.mlp.experts.{xid}.{w_name}.weight" - datas.append(experts[ename]) - del experts[ename] - - data = np.stack(datas, axis=0) - data_dtype = data.dtype - - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - if self.ftype == 1 and data_dtype == np.float32: - data = data.astype(np.float16) - - merged_name = f"model.layers.{bid}.mlp.experts.{w_name}.weight" - - new_name = tensor_map.get_name(merged_name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - logger.debug(f"{new_name}, n_dims = {len(data.shape)}, shape = {data.shape} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) - continue - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and (n_dims == 1 or new_name.endswith("_norm.weight")): - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.debug(f"{new_name}, n_dims = {n_dims}, shape = {data.shape}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) - - if len(experts) > 0: - raise ValueError(f"Unprocessed experts: {experts.keys()}") + if self._experts is not None: + # flatten `list[dict[str, Tensor]]` into `list[str]` + experts = [k for d in self._experts for k in d.keys()] + if len(experts) > 0: + raise ValueError(f"Unprocessed experts: {experts}") @Model.register("GPT2LMHeadModel") @@ -1984,54 +1587,27 @@ class GPT2Model(Model): self.gguf_writer.add_layer_norm_eps(self.hparams["layer_norm_epsilon"]) self.gguf_writer.add_file_type(self.ftype) - def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - for name, data_torch in self.get_tensors(): - # we don't need these - if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq", ".attn.bias", ".attn.masked_bias")): - continue + tensors: list[tuple[str, Tensor]] = [] - if name.endswith((".c_attn.weight", ".c_proj.weight", ".c_fc.weight", ".c_proj.weight")): - data_torch = data_torch.transpose(1, 0) + # we don't need these + if name.endswith((".attn.bias", ".attn.masked_bias")): + return tensors - old_dtype = data_torch.dtype + if name.endswith((".c_attn.weight", ".c_proj.weight", ".c_fc.weight", ".c_proj.weight")): + data_torch = data_torch.transpose(1, 0) - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + new_name = self.map_tensor_name(name) - data = data_torch.squeeze().numpy() + tensors.append((new_name, data_torch)) - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + # note: GPT2 output is tied to (same as) wte in original model + if new_name == self.format_tensor_name(gguf.MODEL_TENSOR.TOKEN_EMBD): + tensors.append((self.format_tensor_name(gguf.MODEL_TENSOR.OUTPUT), data_torch)) - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) - - # note: GPT2 output is tied to (same as) wte in original model - if new_name == "token_embd.weight": - logger.info(f"output.weight, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - self.gguf_writer.add_tensor("output.weight", data) + return tensors @Model.register("PhiForCausalLM") @@ -2071,7 +1647,8 @@ class Phi3MiniModel(Model): if not tokenizer_path.is_file(): raise ValueError(f'Error: Missing {tokenizer_path}') - tokenizer = SentencePieceProcessor(str(tokenizer_path)) + tokenizer = SentencePieceProcessor() + tokenizer.LoadFromFile(str(tokenizer_path)) vocab_size = self.hparams.get('vocab_size', tokenizer.vocab_size()) @@ -2081,18 +1658,18 @@ class Phi3MiniModel(Model): for token_id in range(tokenizer.vocab_size()): - piece = tokenizer.id_to_piece(token_id) + piece = tokenizer.IdToPiece(token_id) text = piece.encode("utf-8") - score = tokenizer.get_score(token_id) + score = tokenizer.GetScore(token_id) toktype = SentencePieceTokenTypes.NORMAL - if tokenizer.is_unknown(token_id): + if tokenizer.IsUnknown(token_id): toktype = SentencePieceTokenTypes.UNKNOWN - elif tokenizer.is_control(token_id): + elif tokenizer.IsControl(token_id): toktype = SentencePieceTokenTypes.CONTROL - elif tokenizer.is_unused(token_id): + elif tokenizer.IsUnused(token_id): toktype = SentencePieceTokenTypes.UNUSED - elif tokenizer.is_byte(token_id): + elif tokenizer.IsByte(token_id): toktype = SentencePieceTokenTypes.BYTE tokens[token_id] = text @@ -2178,51 +1755,18 @@ class PlamoModel(Model): data_torch = torch.reshape(data_torch, (5120, 5120)) return data_torch - def write_tensors(self): - block_count = self.hparams.get("num_layers", self.hparams.get("num_hidden_layers")) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - for name, data_torch in self.get_tensors(): - if "self_attn.rotary_emb.inv_freq" in name: - continue + new_name = self.map_tensor_name(name) - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + # shuffle for broadcasting of gqa in ggml_mul_mat + if new_name.endswith("attn_q.weight"): + data_torch = self.shuffle_attn_q_weight(data_torch) + elif new_name.endswith("attn_output.weight"): + data_torch = self.shuffle_attn_output_weight(data_torch) - # shuffle for broadcasting of gqa in ggml_mul_mat - if new_name.endswith("attn_q.weight"): - data_torch = self.shuffle_attn_q_weight(data_torch) - elif new_name.endswith("attn_output.weight"): - data_torch = self.shuffle_attn_output_weight(data_torch) - - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return [(new_name, data_torch)] @Model.register("CodeShellForCausalLM") @@ -2245,51 +1789,21 @@ class CodeShellModel(Model): self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) self.gguf_writer.add_rope_scaling_factor(1.0) - def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - tensors = dict(self.get_tensors()) - has_lm_head = "lm_head.weight" in tensors.keys() or "output.weight" in tensors.keys() - for name, data_torch in tensors.items(): - # we don't need these - if name.endswith((".attn.rotary_emb.inv_freq")): - continue + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - old_dtype = data_torch.dtype + new_name = self.map_tensor_name(name) - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + tensors: list[tuple[str, Tensor]] = [(new_name, data_torch)] - data = data_torch.squeeze().numpy() + if new_name == self.format_tensor_name(gguf.MODEL_TENSOR.TOKEN_EMBD): + assert self.tensor_names is not None - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + if all(s not in self.tensor_names for s in ("lm_head.weight", "output.weight")): + # copy tok_embd.weight to output.weight + tensors.append((self.format_tensor_name(gguf.MODEL_TENSOR.OUTPUT), data_torch)) - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) - - if not has_lm_head and name == "transformer.wte.weight": - self.gguf_writer.add_tensor("output.weight", data) - logger.info(name, f"=> output.weight, shape = {data.shape}, {old_dtype} --> {data.dtype}") + return tensors @Model.register("InternLM2ForCausalLM") @@ -2318,27 +1832,29 @@ class InternLM2Model(Model): sentencepiece_model.ParseFromString(open(tokenizer_path, "rb").read()) add_prefix = sentencepiece_model.normalizer_spec.add_dummy_prefix - tokenizer = SentencePieceProcessor(str(tokenizer_path)) + tokenizer = SentencePieceProcessor() + tokenizer.LoadFromFile(str(tokenizer_path)) + vocab_size = self.hparams.get('vocab_size', tokenizer.vocab_size()) for token_id in range(vocab_size): - piece = tokenizer.id_to_piece(token_id) + piece = tokenizer.IdToPiece(token_id) text = piece.encode("utf-8") - score = tokenizer.get_score(token_id) + score = tokenizer.GetScore(token_id) if text == b"\x00": # (TODO): fixme # Hack here and replace the \x00 characters. - logger.debug(f"InternLM2 convert token '{text}' to '🐉'!") - text = "🐉" + logger.warning(f"InternLM2 convert token '{text}' to '🐉'!") + text = "🐉".encode("utf-8") toktype = SentencePieceTokenTypes.NORMAL - if tokenizer.is_unknown(token_id): + if tokenizer.IsUnknown(token_id): toktype = SentencePieceTokenTypes.UNKNOWN - elif tokenizer.is_control(token_id): + elif tokenizer.IsControl(token_id): toktype = SentencePieceTokenTypes.CONTROL - elif tokenizer.is_unused(token_id): + elif tokenizer.IsUnused(token_id): toktype = SentencePieceTokenTypes.UNUSED - elif tokenizer.is_byte(token_id): + elif tokenizer.IsByte(token_id): toktype = SentencePieceTokenTypes.BYTE tokens.append(text) @@ -2375,13 +1891,15 @@ in chat mode so that the conversation can end normally.") special_vocab.add_to_gguf(self.gguf_writer) def _try_get_sft_eos(self, tokenizer): - unused_145_list = tokenizer.encode('[UNUSED_TOKEN_145]') - im_end_list = tokenizer.encode('<|im_end|>') + unused_145_list = tokenizer.Encode('[UNUSED_TOKEN_145]') + im_end_list = tokenizer.Encode('<|im_end|>') + eos_token = None assert (len(unused_145_list) == 1) ^ (len(im_end_list) == 1) if len(unused_145_list) == 1: eos_token = unused_145_list[0] if len(im_end_list) == 1: eos_token = im_end_list[0] + assert eos_token return eos_token def _hf_permute_qk(self, weights, n_head: int, n_head_kv: int): @@ -2402,71 +1920,36 @@ in chat mode so that the conversation can end normally.") self.gguf_writer.add_layer_norm_rms_eps(self.hparams["rms_norm_eps"]) self.gguf_writer.add_head_count_kv(self.hparams["num_key_value_heads"]) - def post_write_tensors(self, tensor_map, name, data_torch): - old_dtype = data_torch.dtype - - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - self.gguf_writer.add_tensor(new_name, data) - - def write_tensors(self): - from einops import rearrange - - num_heads = self.hparams.get("num_attention_heads") - num_kv_heads = self.hparams.get("num_key_value_heads") - hidden_size = self.hparams.get("hidden_size") + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + num_heads = self.hparams["num_attention_heads"] + num_kv_heads = self.hparams["num_key_value_heads"] + hidden_size = self.hparams["hidden_size"] q_per_kv = num_heads // num_kv_heads head_dim = hidden_size // num_heads num_groups = num_heads // q_per_kv - block_count = self.hparams["num_hidden_layers"] - model_kv = dict(self.get_tensors()) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) qkv_pattern = r"model\.layers\.(\d+)\.attention\.wqkv" - for name, data_torch in model_kv.items(): - # we don't need these - if name.endswith(".rotary_emb.inv_freq"): - continue - if re.match(qkv_pattern, name): - bid = re.findall(qkv_pattern, name)[0] - qkv = data_torch - qkv = rearrange(qkv.T, " o (g n i) ->o g n i", g=num_groups, n=q_per_kv + 2, i=head_dim) - q, k, v = qkv[..., : q_per_kv, :], qkv[..., q_per_kv: q_per_kv + 1, :], qkv[..., q_per_kv + 1: q_per_kv + 2, :] - # The model weights of q and k equire additional reshape. - q = self._hf_permute_qk(rearrange(q, " o g n i -> o (g n i)").T, num_heads, num_heads) - k = self._hf_permute_qk(rearrange(k, " o g n i -> o (g n i)").T, num_heads, num_kv_heads) - v = rearrange(v, " o g n i -> o (g n i)").T - self.post_write_tensors(tensor_map, f"model.layers.{bid}.attention.wq.weight", q) - self.post_write_tensors(tensor_map, f"model.layers.{bid}.attention.wk.weight", k) - self.post_write_tensors(tensor_map, f"model.layers.{bid}.attention.wv.weight", v) - else: - self.post_write_tensors(tensor_map, name, data_torch) + if re.match(qkv_pattern, name): + bid = re.findall(qkv_pattern, name)[0] + qkv = data_torch + # qkv = rearrange(qkv.T, " o (g n i) ->o g n i", g=num_groups, n=q_per_kv + 2, i=head_dim) + qkv = qkv.T.reshape((-1, num_groups, q_per_kv + 2, head_dim)) + q, k, v = qkv[..., : q_per_kv, :], qkv[..., q_per_kv: q_per_kv + 1, :], qkv[..., q_per_kv + 1: q_per_kv + 2, :] + # The model weights of q and k equire additional reshape. + # q = self._hf_permute_qk(rearrange(q, " o g n i -> o (g n i)").T, num_heads, num_heads) + q = self._hf_permute_qk(q.reshape((q.shape[0], -1)).T, num_heads, num_heads) + # k = self._hf_permute_qk(rearrange(k, " o g n i -> o (g n i)").T, num_heads, num_kv_heads) + k = self._hf_permute_qk(k.reshape((k.shape[0], -1)).T, num_heads, num_kv_heads) + # v = rearrange(v, " o g n i -> o (g n i)").T + v = v.reshape((v.shape[0], -1)).T + return [ + (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_Q, bid), q), + (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_K, bid), k), + (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_V, bid), v), + ] + else: + return [(self.map_tensor_name(name), data_torch)] @Model.register("BertModel", "CamembertModel") @@ -2531,43 +2014,20 @@ class BertModel(Model): special_vocab = gguf.SpecialVocab(self.dir_model, n_vocab=len(tokens)) special_vocab.add_to_gguf(self.gguf_writer) - def write_tensors(self): - tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count) - tensors = dict(self.get_tensors()) - for name, data_torch in tensors.items(): - # we are only using BERT for embeddings so we don't need the pooling layer - if name in ("embeddings.position_ids", "pooler.dense.weight", "pooler.dense.bias"): - continue # we don't need these + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + # we are only using BERT for embeddings so we don't need the pooling layer + if name in ("embeddings.position_ids", "pooler.dense.weight", "pooler.dense.bias"): + return [] # we don't need these - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + return [(self.map_tensor_name(name), data_torch)] - data = data_torch.squeeze().numpy() - n_dims = len(data.shape) - new_dtype: type[np.floating[Any]] + def extra_f32_tensors(self, name: str, new_name: str, bid: int | None, n_dims: int) -> bool: + del new_name, bid, n_dims # unused - if ( - self.ftype == 1 and name.endswith(".weight") and n_dims == 2 - and name != "embeddings.token_type_embeddings.weight" # not used with get_rows, must be F32 - ): - # if f16 desired, convert any float32 2-dim weight tensors to float16 - new_dtype = np.float16 - else: - # if f32 desired, convert any float16 to float32 - new_dtype = np.float32 - - logger.info(f"{new_name}, n_dims = {n_dims}, {data_torch.dtype} --> {new_dtype}") - - if data.dtype != new_dtype: - data = data.astype(new_dtype) - - self.gguf_writer.add_tensor(new_name, data) + # not used with get_rows, must be F32 + return name == "embeddings.token_type_embeddings.weight" @Model.register("NomicBertModel") @@ -2633,45 +2093,20 @@ class GemmaModel(Model): self.gguf_writer.add_value_length(hparams["head_dim"]) self.gguf_writer.add_file_type(self.ftype) - def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - for name, data_torch in self.get_tensors(): - # lm_head is not used in llama.cpp, while autoawq will include this tensor in model - # To prevent errors, skip loading lm_head.weight. - if name == "lm_head.weight": - logger.debug(f"Skipping get tensor {name!r} in safetensors so that convert can end normally.") - continue + # lm_head is not used in llama.cpp, while autoawq will include this tensor in model + # To prevent errors, skip loading lm_head.weight. + if name == "lm_head.weight": + logger.debug(f"Skipping get tensor {name!r} in safetensors so that convert can end normally.") + return [] - old_dtype = data_torch.dtype + # ref: https://github.com/huggingface/transformers/blob/fc37f38915372c15992b540dfcbbe00a916d4fc6/src/transformers/models/gemma/modeling_gemma.py#L89 + if name.endswith("norm.weight"): + data_torch = data_torch + 1 - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) - - # ref: https://github.com/huggingface/transformers/blob/fc37f38915372c15992b540dfcbbe00a916d4fc6/src/transformers/models/gemma/modeling_gemma.py#L89 - if name.endswith("norm.weight"): - data_torch = data_torch + 1 - data = data_torch.squeeze().numpy() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return [(self.map_tensor_name(name), data_torch)] @Model.register("Starcoder2ForCausalLM") @@ -2694,6 +2129,8 @@ class MambaModel(Model): if (self.dir_model / "tokenizer.json").is_file(): self._set_vocab_gpt2() + elif (self.dir_model / "tokenizer.model").is_file(): + self._set_vocab_sentencepiece() else: # Use the GPT-NeoX tokenizer when no tokenizer files are present tokenizer_path = Path(sys.path[0]) / "models" / "ggml-vocab-gpt-neox.gguf" @@ -2701,28 +2138,34 @@ class MambaModel(Model): neox_reader = gguf.GGUFReader(tokenizer_path, "r") field = neox_reader.get_field(gguf.Keys.Tokenizer.MODEL) - self.gguf_writer.add_tokenizer_model(bytes(field.parts[-1])) + self.gguf_writer.add_tokenizer_model(bytes(field.parts[-1]).decode("utf-8") if field else "gpt2") field = neox_reader.get_field(gguf.Keys.Tokenizer.PRE) - self.gguf_writer.add_tokenizer_pre(bytes(field.parts[-1])) + self.gguf_writer.add_tokenizer_pre(bytes(field.parts[-1]).decode("utf-8") if field else "mpt") field = neox_reader.get_field(gguf.Keys.Tokenizer.LIST) + assert field self.gguf_writer.add_token_list([bytes(field.parts[i]) for i in field.data][:vocab_size]) field = neox_reader.get_field(gguf.Keys.Tokenizer.TOKEN_TYPE) + assert field self.gguf_writer.add_token_types([field.parts[i].tolist()[0] for i in field.data][:vocab_size]) field = neox_reader.get_field(gguf.Keys.Tokenizer.MERGES) + assert field self.gguf_writer.add_token_merges([bytes(field.parts[i]) for i in field.data]) field = neox_reader.get_field(gguf.Keys.Tokenizer.BOS_ID) - self.gguf_writer.add_bos_token_id(field.parts[-1].tolist()[0]) + self.gguf_writer.add_bos_token_id(field.parts[-1].tolist()[0] if field else 1) field = neox_reader.get_field(gguf.Keys.Tokenizer.EOS_ID) - self.gguf_writer.add_eos_token_id(field.parts[-1].tolist()[0]) + self.gguf_writer.add_eos_token_id(field.parts[-1].tolist()[0] if field else 0) field = neox_reader.get_field(gguf.Keys.Tokenizer.UNK_ID) - self.gguf_writer.add_unk_token_id(field.parts[-1].tolist()[0]) + self.gguf_writer.add_unk_token_id(field.parts[-1].tolist()[0] if field else 0) + + field = neox_reader.get_field(gguf.Keys.Tokenizer.PAD_ID) + self.gguf_writer.add_pad_token_id(field.parts[-1].tolist()[0] if field else 0) def set_gguf_parameters(self): d_model = self.find_hparam(["hidden_size", "d_model"]) @@ -2751,59 +2194,42 @@ class MambaModel(Model): self.gguf_writer.add_layer_norm_rms_eps(rms_norm_eps) self.gguf_writer.add_file_type(self.ftype) - def write_tensors(self): - block_count = self.hparams["n_layer"] - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + _tok_embd = None - tok_embd = None - tok_embd_name = gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.TOKEN_EMBD] + ".weight" - output_name = gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.OUTPUT] + ".weight" + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused - for name, data_torch in self.get_tensors(): - old_dtype = data_torch.dtype + output_name = self.format_tensor_name(gguf.MODEL_TENSOR.OUTPUT) + tok_embd_name = self.format_tensor_name(gguf.MODEL_TENSOR.TOKEN_EMBD) - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + new_name = self.map_tensor_name(name) - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") + if name.endswith(".A_log"): + logger.debug("A_log --> A ==> " + new_name) + data_torch = -torch.exp(data_torch) - if name.endswith(".A_log"): - logger.debug("A_log --> A ==> " + new_name) - data_torch = -torch.exp(data_torch) + # assuming token_embd.weight is seen before output.weight + if self._tok_embd is not None and new_name == output_name: + if torch.equal(self._tok_embd, data_torch): + logger.debug(f"{output_name} is equivalent to {tok_embd_name}, omitting") + return [] + elif new_name == tok_embd_name: + self._tok_embd = data_torch - # assuming token_embd.weight is seen before output.weight - if tok_embd is not None and new_name == output_name: - if torch.equal(tok_embd, data_torch): - logger.debug(f"{output_name} is equivalent to {tok_embd_name}, omitting") - continue - if new_name == tok_embd_name: - tok_embd = data_torch + return [(new_name, data_torch)] - data = data_torch.squeeze().numpy() + def extra_f32_tensors(self, name: str, new_name: str, bid: int | None, n_dims: int) -> bool: + del n_dims # unused - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert big float32 2-dim weight tensors to float16 - new_weight_name = new_name[:-len(".weight")] if new_name.endswith(".weight") else "" - if self.ftype == 1 and data_dtype == np.float32 and new_weight_name.endswith((".ssm_in", ".ssm_out", "token_embd", "output")) and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return bid is not None and new_name in ( + self.format_tensor_name(n, bid, ".weight" if name.endswith(".weight") else "") for n in [ + gguf.MODEL_TENSOR.SSM_CONV1D, + gguf.MODEL_TENSOR.SSM_X, + gguf.MODEL_TENSOR.SSM_DT, + gguf.MODEL_TENSOR.SSM_A, + gguf.MODEL_TENSOR.SSM_D, + ] + ) @Model.register("CohereForCausalLM") @@ -2831,60 +2257,150 @@ class OlmoModel(Model): def set_gguf_parameters(self): super().set_gguf_parameters() self.gguf_writer.add_layer_norm_eps(1e-5) - if "clip_qkv" in self.hparams is not None: - self.gguf_writer.add_clamp_kqv(self.hparams["clip_qkv"]) + clip_qkv = self.hparams.get("clip_qkv") + if clip_qkv is not None: + self.gguf_writer.add_clamp_kqv(clip_qkv) # Same as super class, but permuting q_proj, k_proj # Copied from: LlamaModel - def write_tensors(self): - block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) - tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) - n_head = self.hparams.get("num_attention_heads") + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused + + n_head = self.hparams["num_attention_heads"] n_kv_head = self.hparams.get("num_key_value_heads") - for name, data_torch in self.get_tensors(): - old_dtype = data_torch.dtype - # convert any unsupported data types to float32 - if data_torch.dtype not in (torch.float16, torch.float32): - data_torch = data_torch.to(torch.float32) + if name.endswith("q_proj.weight"): + data_torch = LlamaModel.permute(data_torch, n_head, n_head) + if name.endswith("k_proj.weight"): + data_torch = LlamaModel.permute(data_torch, n_head, n_kv_head) - data = data_torch.numpy() - - if name.endswith("q_proj.weight"): - data = permute(data, n_head, n_head) - if name.endswith("k_proj.weight"): - data = permute(data, n_head, n_kv_head) - - data = data.squeeze() - - # map tensor names - new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) - if new_name is None: - raise ValueError(f"Can not map tensor {name!r}") - - n_dims = len(data.shape) - data_dtype = data.dtype - - # if f32 desired, convert any float16 to float32 - if self.ftype == 0 and data_dtype == np.float16: - data = data.astype(np.float32) - - # 1d tensors need to be converted to float32 - if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: - data = data.astype(np.float32) - - # if f16 desired, convert any float32 2-dim weight tensors to float16 - if self.ftype == 1 and data_dtype == np.float32 and n_dims == 2: - data = data.astype(np.float16) - - logger.info(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") - - self.gguf_writer.add_tensor(new_name, data) + return [(self.map_tensor_name(name), data_torch)] ###### CONVERSION LOGIC ###### +# tree of lazy tensors +class LazyTorchTensor: + _meta: Tensor + _data: Tensor | None + _args: tuple + _func: Callable[[tuple], Tensor] | None + + def __init__(self, *, meta: Tensor, data: Tensor | None = None, args: tuple = (), func: Callable[[tuple], Tensor] | None = None): + self._meta = meta + self._data = data + self._args = args + self._func = func + + @staticmethod + def _recurse_apply(o: Any, fn: Callable[[Any], Any]) -> Any: + # TODO: dict and set + if isinstance(o, (list, tuple)): + L = [] + for item in o: + L.append(LazyTorchTensor._recurse_apply(item, fn)) + if isinstance(o, tuple): + L = tuple(L) + return L + elif isinstance(o, LazyTorchTensor): + return fn(o) + else: + return o + + def _wrap_fn(self, fn: Callable, use_self: bool = False) -> Callable[[Any], LazyTorchTensor]: + def wrapped_fn(*args, **kwargs): + if kwargs is None: + kwargs = {} + args = ((self,) if use_self else ()) + args + + meta_args = LazyTorchTensor._recurse_apply(args, lambda t: t._meta) + + return LazyTorchTensor(meta=fn(*meta_args, **kwargs), args=args, func=lambda a: fn(*a, **kwargs)) + return wrapped_fn + + def __getattr__(self, __name: str) -> Any: + meta_attr = getattr(self._meta, __name) + if callable(meta_attr): + return self._wrap_fn(getattr(torch.Tensor, __name), use_self=True) + elif isinstance(meta_attr, torch.Tensor): + # for things like self.T + return self._wrap_fn(lambda s: getattr(s, __name))(self) + else: + return meta_attr + + _dtype_map: dict[torch.dtype, type] = { + torch.float16: np.float16, + torch.float32: np.float32, + } + + def numpy(self) -> gguf.LazyTensor: + dtype = self._dtype_map[self.dtype] + return gguf.LazyTensor(lambda: LazyTorchTensor.to_eager(self).numpy(), dtype=dtype, shape=self.shape) + + @overload + @staticmethod + def to_eager(t: Tensor | LazyTorchTensor) -> Tensor: ... + + @overload + @staticmethod + def to_eager(t: tuple) -> tuple: ... + + @staticmethod + def to_eager(t: Any) -> Any: + def simple_to_eager(_t: LazyTorchTensor) -> Tensor: + # wake up the lazy tensor + if _t._data is None and _t._func is not None: + # recurse into its arguments + _t._args = LazyTorchTensor.to_eager(_t._args) + _t._data = _t._func(_t._args) + if _t._data is not None: + return _t._data + else: + raise ValueError(f"Could not compute lazy tensor {_t!r} with args {_t._args!r}") + + # recurse into lists and/or tuples, keeping their structure + return LazyTorchTensor._recurse_apply(t, simple_to_eager) + + @staticmethod + def from_eager(t: Tensor) -> Tensor: + if (t.__class__ == LazyTorchTensor): + return t + return LazyTorchTensor(meta=t.detach().to("meta"), data=t) # type: ignore + + @classmethod + def __torch_function__(cls, func, types, args=(), kwargs=None): + del types # unused + + if kwargs is None: + kwargs = {} + + if func is torch.Tensor.numpy: + return args[0].numpy() + if func is torch.equal: + eager_args = LazyTorchTensor.to_eager(args) + return func(*eager_args, **kwargs) + + return LazyTorchTensor._wrap_fn(args[0], func)(*args, **kwargs) + + # special methods bypass __getattr__, so they need to be added manually + # ref: https://docs.python.org/3/reference/datamodel.html#special-lookup + # NOTE: LazyTorchTensor can't be a subclass of Tensor (and then be used + # as self._meta is currently used), because then the following + # operations would by default not be wrapped, and so not propagated + # when the tensor is made eager. + # It's better to get non-silent errors for not-yet-supported operators. + # TODO: add more when needed to avoid clutter, or find a more concise way + def __neg__(self, *args): # mamba + return self._wrap_fn(torch.Tensor.__neg__)(self, *args) + + def __add__(self, *args): # gemma + return self._wrap_fn(torch.Tensor.__add__)(self, *args) + + def __getitem__(self, *args): # bloom falcon refact internlm2 + return self._wrap_fn(torch.Tensor.__getitem__)(self, *args) + + def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser( description="Convert a huggingface model to a GGML compatible file") @@ -2894,7 +2410,8 @@ def parse_args() -> argparse.Namespace: ) parser.add_argument( "--awq-path", type=Path, default=None, - help="Path to scale awq cache file") + help="Path to scale awq cache file", + ) parser.add_argument( "--outfile", type=Path, help="path to write to; default: based on input", @@ -2903,14 +2420,30 @@ def parse_args() -> argparse.Namespace: "--outtype", type=str, choices=["f32", "f16"], default="f16", help="output format - use f32 for float32, f16 for float16", ) - parser.add_argument("--bigendian", action="store_true", help="model is executed on big endian machine") + parser.add_argument( + "--bigendian", action="store_true", + help="model is executed on big endian machine", + ) parser.add_argument( "model", type=Path, help="directory containing model file", ) - parser.add_argument("--use-temp-file", action="store_true", help="use the tempfile library while processing (helpful when running out of memory, process killed)") - parser.add_argument("--model-name", type=str, default=None, help="name of the model") - parser.add_argument("--verbose", action="store_true", help="increase output verbosity") + parser.add_argument( + "--use-temp-file", action="store_true", + help="use the tempfile library while processing (helpful when running out of memory, process killed)", + ) + parser.add_argument( + "--no-lazy", action="store_true", + help="use more RAM by computing all outputs before writing (use in case lazy evaluation is broken)", + ) + parser.add_argument( + "--model-name", type=str, default=None, + help="name of the model", + ) + parser.add_argument( + "--verbose", action="store_true", + help="increase output verbosity", + ) return parser.parse_args() @@ -2956,7 +2489,7 @@ def main() -> None: with torch.inference_mode(): model_class = Model.from_model_architecture(hparams["architectures"][0]) - model_instance = model_class(dir_model, ftype_map[args.outtype], fname_out, args.bigendian, args.use_temp_file) + model_instance = model_class(dir_model, ftype_map[args.outtype], fname_out, args.bigendian, args.use_temp_file, args.no_lazy) logger.info("Set model parameters") model_instance.set_gguf_parameters() diff --git a/convert.py b/convert.py index 7f0b6b749..148bfd66a 100755 --- a/convert.py +++ b/convert.py @@ -284,6 +284,7 @@ class Params: n_experts = None n_experts_used = None f_rope_freq_base = None + n_ff = None # hack to determine LLaMA v1 vs v2 vs CodeLlama if config.get("moe"): @@ -308,6 +309,8 @@ class Params: n_experts_used = config["moe"]["num_experts_per_tok"] f_rope_freq_base = 1e6 + assert n_ff is not None + return Params( n_vocab = model["tok_embeddings.weight"].shape[0], n_embd = config["dim"], @@ -462,7 +465,8 @@ class SentencePieceVocab(Vocab): # not found in alternate location either raise FileNotFoundError('Cannot find tokenizer.model') - self.sentencepiece_tokenizer = SentencePieceProcessor(str(fname_tokenizer)) + self.sentencepiece_tokenizer = SentencePieceProcessor() + self.sentencepiece_tokenizer.LoadFromFile(str(fname_tokenizer)) vocab_size = self.sentencepiece_tokenizer.vocab_size() new_tokens = {id: piece for piece, id in added_tokens.items() if id >= vocab_size} @@ -482,23 +486,23 @@ class SentencePieceVocab(Vocab): def sentencepiece_tokens(self) -> Iterable[tuple[bytes, float, gguf.TokenType]]: tokenizer = self.sentencepiece_tokenizer for i in range(tokenizer.vocab_size()): - piece = tokenizer.id_to_piece(i) + piece = tokenizer.IdToPiece(i) text = piece.encode("utf-8") - score: float = tokenizer.get_score(i) + score: float = tokenizer.GetScore(i) toktype = gguf.TokenType.NORMAL - if tokenizer.is_unknown(i): + if tokenizer.IsUnknown(i): toktype = gguf.TokenType.UNKNOWN - if tokenizer.is_control(i): + if tokenizer.IsControl(i): toktype = gguf.TokenType.CONTROL # NOTE: I think added_tokens are user defined. # ref: https://github.com/google/sentencepiece/blob/master/src/sentencepiece_model.proto # if tokenizer.is_user_defined(i): toktype = gguf.TokenType.USER_DEFINED - if tokenizer.is_unused(i): + if tokenizer.IsUnused(i): toktype = gguf.TokenType.UNUSED - if tokenizer.is_byte(i): + if tokenizer.IsByte(i): toktype = gguf.TokenType.BYTE yield text, score, toktype @@ -906,7 +910,7 @@ class LazyUnpickler(pickle.Unpickler): def rebuild_from_type_v2(func, new_type, args, state): return func(*args) - CLASSES = { + CLASSES: dict[tuple[str, str], type[LazyTensor] | LazyStorageKind] = { # getattr used here as a workaround for mypy not being smart enough to determine # the staticmethods have a __func__ attribute. ('torch._tensor', '_rebuild_from_type_v2'): getattr(rebuild_from_type_v2, '__func__'), @@ -1508,25 +1512,27 @@ def main(args_in: list[str] | None = None) -> None: if args.big_endian: endianess = gguf.GGUFEndian.BIG - params = Params.load(model_plus) - if params.n_ctx == -1: - if args.ctx is None: - msg = """\ - The model doesn't have a context size, and you didn't specify one with --ctx - Please specify one with --ctx: - - LLaMA v1: --ctx 2048 - - LLaMA v2: --ctx 4096""" - parser.error(textwrap.dedent(msg)) - params.n_ctx = args.ctx + params = None + if args.pad_vocab or not args.vocab_only: + params = Params.load(model_plus) + if params.n_ctx == -1: + if args.ctx is None: + msg = """\ + The model doesn't have a context size, and you didn't specify one with --ctx + Please specify one with --ctx: + - LLaMA v1: --ctx 2048 + - LLaMA v2: --ctx 4096""" + parser.error(textwrap.dedent(msg)) + params.n_ctx = args.ctx - if args.outtype: - params.ftype = { - "f32": GGMLFileType.AllF32, - "f16": GGMLFileType.MostlyF16, - "q8_0": GGMLFileType.MostlyQ8_0, - }[args.outtype] + if args.outtype: + params.ftype = { + "f32": GGMLFileType.AllF32, + "f16": GGMLFileType.MostlyF16, + "q8_0": GGMLFileType.MostlyQ8_0, + }[args.outtype] - logger.info(f"params = {params}") + logger.info(f"params = {params}") model_parent_path = model_plus.paths[0].parent vocab_path = Path(args.vocab_dir or args.model or model_parent_path) @@ -1539,6 +1545,17 @@ def main(args_in: list[str] | None = None) -> None: if not args.outfile: raise ValueError("need --outfile if using --vocab-only") outfile = args.outfile + if params is None: + params = Params( + n_vocab = vocab.vocab_size, + n_embd = 1, + n_layer = 1, + n_ctx = 1, + n_ff = 1, + n_head = 1, + n_head_kv = 1, + f_norm_eps = 1e-5, + ) OutputFile.write_vocab_only(outfile, params, vocab, special_vocab, endianess=endianess, pad_vocab=args.pad_vocab) logger.info(f"Wrote {outfile}") diff --git a/docs/BLIS.md b/docs/BLIS.md index 0bcd6eeef..c933766b7 100644 --- a/docs/BLIS.md +++ b/docs/BLIS.md @@ -23,7 +23,7 @@ Install BLIS: sudo make install ``` -We recommend using openmp since it's easier to modify the cores been used. +We recommend using openmp since it's easier to modify the cores being used. ### llama.cpp compilation diff --git a/docs/HOWTO-add-model.md b/docs/HOWTO-add-model.md index a56b78344..48769cdf6 100644 --- a/docs/HOWTO-add-model.md +++ b/docs/HOWTO-add-model.md @@ -96,9 +96,9 @@ NOTE: The dimensions in `ggml` are typically in the reverse order of the `pytorc This is the funniest part, you have to provide the inference graph implementation of the new model architecture in `llama_build_graph`. -Have a look to existing implementation like `build_llama`, `build_dbrx` or `build_bert`. +Have a look at existing implementation like `build_llama`, `build_dbrx` or `build_bert`. -When implementing a new graph, please note that the underlying `ggml` backends might not support them all, support of missing backend operations can be added in another PR. +When implementing a new graph, please note that the underlying `ggml` backends might not support them all, support for missing backend operations can be added in another PR. Note: to debug the inference graph: you can use [eval-callback](../examples/eval-callback). diff --git a/examples/convert-llama2c-to-ggml/README.md b/examples/convert-llama2c-to-ggml/README.md index 6da2d7e18..742dcf7a3 100644 --- a/examples/convert-llama2c-to-ggml/README.md +++ b/examples/convert-llama2c-to-ggml/README.md @@ -2,7 +2,7 @@ This example reads weights from project [llama2.c](https://github.com/karpathy/llama2.c) and saves them in ggml compatible format. The vocab that is available in `models/ggml-vocab.bin` is used by default. -To convert the model first download the models from the [llma2.c](https://github.com/karpathy/llama2.c) repository: +To convert the model first download the models from the [llama2.c](https://github.com/karpathy/llama2.c) repository: `$ make -j` 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); } diff --git a/examples/finetune/finetune.cpp b/examples/finetune/finetune.cpp index 3da5317b3..22743b1bf 100644 --- a/examples/finetune/finetune.cpp +++ b/examples/finetune/finetune.cpp @@ -575,7 +575,7 @@ static struct ggml_tensor * llama_build_lora_finetune_graphs( GGML_ASSERT(tokens_input->type == GGML_TYPE_I32); auto add_to_f32 = [] (struct ggml_context * ctx, struct ggml_tensor * a, struct ggml_tensor * b) { - if (ggml_is_quantized(a->type) || a->type == GGML_TYPE_F16) { + if (ggml_is_quantized(a->type) || a->type == GGML_TYPE_F16 || a->type == GGML_TYPE_BF16) { return ggml_add_cast(ctx, a, b, GGML_TYPE_F32); } else if (a->type == GGML_TYPE_F32) { return ggml_add(ctx, a, b); diff --git a/examples/imatrix/imatrix.cpp b/examples/imatrix/imatrix.cpp index 71e7a727f..82b19fc4f 100644 --- a/examples/imatrix/imatrix.cpp +++ b/examples/imatrix/imatrix.cpp @@ -19,6 +19,7 @@ struct Stats { std::vector values; + std::vector counts; int ncall = 0; }; @@ -121,12 +122,10 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void * auto & e = m_stats[wname]; ++e.ncall; - // NOTE: since we select top-k experts, the number of calls for the expert tensors will be k times larger - // using the following line, we can correct for that if needed by replacing the line above with: - //if (idx == t->src[0]->ne[0] - 1) ++e.ncall; if (e.values.empty()) { e.values.resize(src1->ne[0]*n_as, 0); + e.counts.resize(src1->ne[0]*n_as, 0); } else if (e.values.size() != (size_t)src1->ne[0]*n_as) { fprintf(stderr, "Oops: inconsistent size for %s (%d vs %d)\n", wname.c_str(), (int)e.values.size(), (int)src1->ne[0]*n_as); @@ -153,6 +152,7 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void * for (int j = 0; j < (int)src1->ne[0]; ++j) { e.values[e_start + j] += x[j]*x[j]; + e.counts[e_start + j]++; } } } @@ -170,6 +170,7 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void * auto& e = m_stats[wname]; if (e.values.empty()) { e.values.resize(src1->ne[0], 0); + e.counts.resize(src1->ne[0], 0); } else if (e.values.size() != (size_t)src1->ne[0]) { fprintf(stderr, "Oops: inconsistent size for %s (%d vs %d)\n", wname.c_str(), (int)e.values.size(), (int)src1->ne[0]); @@ -183,6 +184,7 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void * const float * x = data + row * src1->ne[0]; for (int j = 0; j < (int)src1->ne[0]; ++j) { e.values[j] += x[j]*x[j]; + e.counts[j]++; } } if (e.ncall > m_last_call) { @@ -222,7 +224,13 @@ void IMatrixCollector::save_imatrix(const char * fname, const char * dataset) co out.write((const char *) &p.second.ncall, sizeof(p.second.ncall)); int nval = p.second.values.size(); out.write((const char *) &nval, sizeof(nval)); - if (nval > 0) out.write((const char *) p.second.values.data(), nval * sizeof(float)); + if (nval > 0) { + std::vector tmp(nval); + for (int i = 0; i < nval; i++) { + tmp[i] = (p.second.values[i] / static_cast(p.second.counts[i])) * static_cast(p.second.ncall); + } + out.write((const char*)tmp.data(), nval*sizeof(float)); + } } // Write the number of call the matrix was computed with @@ -270,14 +278,28 @@ bool IMatrixCollector::load_imatrix(const char * imatrix_file, std::unordered_ma imatrix_data = {}; return false; } - e.values.resize(nval); - in.read((char*)e.values.data(), nval*sizeof(float)); + + // When re-called from load_imatrix() with add set, this will already be created. + if (e.values.empty()) { + e.values.resize(nval, 0); + e.counts.resize(nval, 0); + } + + std::vector tmp(nval); + in.read((char*)tmp.data(), nval*sizeof(float)); if (in.fail()) { printf("%s: failed reading data for entry %d\n",__func__,i); imatrix_data = {}; return false; } - e.ncall = ncall; + + // Recreate the state as expected by save_imatrix(), and corerct for weighted sum. + for (int i = 0; i < nval; i++) { + e.values[i] += tmp[i]; + e.counts[i] += ncall; + } + e.ncall += ncall; + } return true; } diff --git a/examples/llava/README.md b/examples/llava/README.md index d4810d42e..4fb0cf381 100644 --- a/examples/llava/README.md +++ b/examples/llava/README.md @@ -56,7 +56,7 @@ python ./examples/llava/convert-image-encoder-to-gguf.py -m ../clip-vit-large-pa python ./convert.py ../llava-v1.5-7b --skip-unknown ``` -Now both the LLaMA part and the image encoder is in the `llava-v1.5-7b` directory. +Now both the LLaMA part and the image encoder are in the `llava-v1.5-7b` directory. ## LLaVA 1.6 gguf conversion 1) First clone a LLaVA 1.6 model: diff --git a/examples/llava/clip.cpp b/examples/llava/clip.cpp index e3c9bcd43..95fbe3d02 100644 --- a/examples/llava/clip.cpp +++ b/examples/llava/clip.cpp @@ -573,13 +573,13 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 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]); } - ggml_set_name(embeddings, "embeddings"); - ggml_set_input(embeddings); struct ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, num_positions); @@ -1846,7 +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"); @@ -1874,12 +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); + } } { diff --git a/examples/main/README.md b/examples/main/README.md index e7a38743c..97e2ae4c2 100644 --- a/examples/main/README.md +++ b/examples/main/README.md @@ -143,7 +143,7 @@ The `--ctx-size` option allows you to set the size of the prompt context used by ### Extended Context Size -Some fine-tuned models have extended the context length by scaling RoPE. For example, if the original pre-trained model have a context length (max sequence length) of 4096 (4k) and the fine-tuned model have 32k. That is a scaling factor of 8, and should work by setting the above `--ctx-size` to 32768 (32k) and `--rope-scale` to 8. +Some fine-tuned models have extended the context length by scaling RoPE. For example, if the original pre-trained model has a context length (max sequence length) of 4096 (4k) and the fine-tuned model has 32k. That is a scaling factor of 8, and should work by setting the above `--ctx-size` to 32768 (32k) and `--rope-scale` to 8. - `--rope-scale N`: Where N is the linear scaling factor used by the fine-tuned model. @@ -286,7 +286,7 @@ These options help improve the performance and memory usage of the LLaMA models. - `--numa distribute`: Pin an equal proportion of the threads to the cores on each NUMA node. This will spread the load amongst all cores on the system, utilitizing all memory channels at the expense of potentially requiring memory to travel over the slow links between nodes. - `--numa isolate`: Pin all threads to the NUMA node that the program starts on. This limits the number of cores and amount of memory that can be used, but guarantees all memory access remains local to the NUMA node. -- `--numa numactl`: Pin threads to the CPUMAP that is passed to the program by starting it with the numactl utility. This is the most flexible mode, and allow arbitraty core usage patterns, for example a map that uses all the cores on one NUMA nodes, and just enough cores on a second node to saturate the inter-node memory bus. +- `--numa numactl`: Pin threads to the CPUMAP that is passed to the program by starting it with the numactl utility. This is the most flexible mode, and allow arbitrary core usage patterns, for example a map that uses all the cores on one NUMA nodes, and just enough cores on a second node to saturate the inter-node memory bus. These flags attempt optimizations that help on some systems with non-uniform memory access. This currently consists of one of the above strategies, and disabling prefetch and readahead for mmap. The latter causes mapped pages to be faulted in on first access instead of all at once, and in combination with pinning threads to NUMA nodes, more of the pages end up on the NUMA node where they are used. Note that if the model is already in the system page cache, for example because of a previous run without this option, this will have little effect unless you drop the page cache first. This can be done by rebooting the system or on Linux by writing '3' to '/proc/sys/vm/drop_caches' as root. diff --git a/examples/main/main.cpp b/examples/main/main.cpp index 2a41c8e1e..591d83b35 100644 --- a/examples/main/main.cpp +++ b/examples/main/main.cpp @@ -373,6 +373,9 @@ int main(int argc, char ** argv) { params.interactive_first = true; params.antiprompt.emplace_back("<|im_start|>user\n"); } + else if (params.conversation) { + params.interactive_first = true; + } // chaton mode const auto chaton_assitant_prefix = ::llama_tokenize(ctx, chaton_tmpl_role_kv(params.chaton_template_id, K_ASSISTANT, {K_BEGIN, K_PREFIX}), false, true); @@ -754,7 +757,7 @@ int main(int argc, char ** argv) { // display text if (input_echo && display) { for (auto id : embd) { - const std::string token_str = llama_token_to_piece(ctx, id); + const std::string token_str = llama_token_to_piece(ctx, id, !params.conversation); printf("%s", token_str.c_str()); if (embd.size() > 1) { @@ -817,7 +820,7 @@ int main(int argc, char ** argv) { // deal with end of generation tokens in interactive mode if (llama_token_is_eog(model, llama_sampling_last(ctx_sampling))) { - LOG("found EOS token\n"); + LOG("found an EOG token\n"); if (params.interactive) { if (!params.antiprompt.empty()) { @@ -837,7 +840,7 @@ int main(int argc, char ** argv) { if (n_past > 0 && is_interacting) { LOG("waiting for user input\n"); - if (params.instruct || params.chatml || params.chaton) { + if (params.conversation || params.instruct || params.chatml || params.chaton) { printf("\n> "); } @@ -847,7 +850,7 @@ int main(int argc, char ** argv) { } std::string buffer; - if (!params.input_prefix.empty()) { + if (!params.input_prefix.empty() && !params.conversation) { LOG("appending input prefix: '%s'\n", params.input_prefix.c_str()); printf("%s", params.input_prefix.c_str()); } @@ -871,7 +874,7 @@ int main(int argc, char ** argv) { // Entering a empty line lets the user pass control back if (buffer.length() > 1) { // append input suffix if any - if (!params.input_suffix.empty()) { + if (!params.input_suffix.empty() && !params.conversation) { LOG("appending input suffix: '%s'\n", params.input_suffix.c_str()); printf("%s", params.input_suffix.c_str()); } diff --git a/examples/quantize/quantize.cpp b/examples/quantize/quantize.cpp index 432cc2b4f..909eab283 100644 --- a/examples/quantize/quantize.cpp +++ b/examples/quantize/quantize.cpp @@ -46,7 +46,8 @@ static const std::vector QUANT_OPTIONS = { { "Q5_K_M", LLAMA_FTYPE_MOSTLY_Q5_K_M, " 4.45G, +0.0122 ppl @ LLaMA-v1-7B", }, { "Q6_K", LLAMA_FTYPE_MOSTLY_Q6_K, " 5.15G, +0.0008 ppl @ LLaMA-v1-7B", }, { "Q8_0", LLAMA_FTYPE_MOSTLY_Q8_0, " 6.70G, +0.0004 ppl @ LLaMA-v1-7B", }, - { "F16", LLAMA_FTYPE_MOSTLY_F16, "13.00G @ 7B", }, + { "F16", LLAMA_FTYPE_MOSTLY_F16, "14.00G, -0.0020 ppl @ Mistral-7B", }, + { "BF16", LLAMA_FTYPE_MOSTLY_BF16, "14.00G, -0.0050 ppl @ Mistral-7B", }, { "F32", LLAMA_FTYPE_ALL_F32, "26.00G @ 7B", }, // Note: Ensure COPY comes after F32 to avoid ftype 0 from matching. { "COPY", LLAMA_FTYPE_ALL_F32, "only copy tensors, no quantizing", }, diff --git a/examples/server/README.md b/examples/server/README.md index b96a4444a..650317991 100644 --- a/examples/server/README.md +++ b/examples/server/README.md @@ -62,6 +62,18 @@ page cache before using this. See https://github.com/ggerganov/llama.cpp/issues/ - `--chat-template JINJA_TEMPLATE`: Set custom jinja chat template. This parameter accepts a string, not a file name. Default: template taken from model's metadata. We only support [some pre-defined templates](https://github.com/ggerganov/llama.cpp/wiki/Templates-supported-by-llama_chat_apply_template) - `--log-disable`: Output logs to stdout only, not to `llama.log`. Default: enabled - `--log-format FORMAT`: Define the log output to FORMAT: json or text Default: `json` +- `--rope-scaling` : RoPE scaling method. Defaults to linear unless otherwise specified by the model. Options are `none`, `linear`, `yarn` +- `--rope-freq-base N` : RoPE frequency base (default: loaded from model) +- `--rope-freq-scale N`: RoPE frequency scaling factor, expands context by a factor of 1/N (e.g. 0.25) +- `--yarn-ext-factor N` : YaRN: extrapolation mix factor (Default: 1.0, 0.0 = full interpolation) +- `--yarn-attn-factor N` : YaRN: scale sqrt(t) or attention magnitude (default: 1.0) +- `--yarn-beta-slow N`: YaRN: High correction dim or alpha (default: 1.0) +- `--yarn-beta-fast N`: YaRN: low correction dim or beta (default: 32.0) +- `--pooling` : Pooling type for embeddings, use model default if unspecified. Options are `none`, `mean`, `cls` +- `-dt N`, `--defrag-thold N`: KV cache defragmentation threshold (default: -1.0, < 0 = disabled) +- `-fa`, `--flash-attn` : enable flash attention (default: disabled). +- `-ctk TYPE`, `--cache-type-k TYPE` : KV cache data type for K (default: `f16`, options `f32`, `f16`, `q8_0`, `q4_0`, `q4_1`, `iq4_nl`, `q5_0`, or `q5_1`) +- `-ctv TYPE`, `--cache-type-v TYPE` : KV cache type for V (default `f16`, see `-ctk` for options) **If compiled with `LLAMA_SERVER_SSL=ON`** - `--ssl-key-file FNAME`: path to file a PEM-encoded SSL private key @@ -260,7 +272,7 @@ node index.js `logit_bias`: Modify the likelihood of a token appearing in the generated text completion. For example, use `"logit_bias": [[15043,1.0]]` to increase the likelihood of the token 'Hello', or `"logit_bias": [[15043,-1.0]]` to decrease its likelihood. Setting the value to false, `"logit_bias": [[15043,false]]` ensures that the token `Hello` is never produced. The tokens can also be represented as strings, e.g. `[["Hello, World!",-0.5]]` will reduce the likelihood of all the individual tokens that represent the string `Hello, World!`, just like the `presence_penalty` does. Default: `[]` - `n_probs`: If greater than 0, the response also contains the probabilities of top N tokens for each generated token. Default: `0` + `n_probs`: If greater than 0, the response also contains the probabilities of top N tokens for each generated token given the sampling settings. Note that for temperature < 0 the tokens are sampled greedily but token probabilities are still being calculated via a simple softmax of the logits without considering any other sampler settings. Default: `0` `min_keep`: If greater than 0, force samplers to return N possible tokens at minimum. Default: `0` @@ -319,7 +331,7 @@ Notice that each `probs` is an array of length `n_probs`. `content`: Set the text to tokenize. - Note that a special `BOS` token is never inserted. + `add_special`: Boolean indicating if special tokens, i.e. `BOS`, should be inserted. Default: `false` - **POST** `/detokenize`: Convert tokens to text. diff --git a/examples/server/public/favicon.ico b/examples/server/public/favicon.ico new file mode 100644 index 000000000..89e154a0a Binary files /dev/null and b/examples/server/public/favicon.ico differ diff --git a/examples/server/server.cpp b/examples/server/server.cpp index ff0814b2f..305f79492 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -12,6 +12,8 @@ // increase max payload length to allow use of larger context size #define CPPHTTPLIB_FORM_URL_ENCODED_PAYLOAD_MAX_LENGTH 1048576 #include "httplib.h" +// Change JSON_ASSERT from assert() to GGML_ASSERT: +#define JSON_ASSERT GGML_ASSERT #include "json.hpp" // auto generated files (update with ./deps.sh) @@ -859,7 +861,7 @@ struct server_context { slot.sparams.min_keep = json_value(data, "min_keep", default_sparams.min_keep); // process "json_schema" and "grammar" - if (data.contains("json_schema") && !data["json_schema"].is_null() && data.contains("grammar") && !data["grammar"].is_null()) { + if (data.contains("json_schema") && !data.at("json_schema").is_null() && data.contains("grammar") && !data.at("grammar").is_null()) { send_error(task, "Either \"json_schema\" or \"grammar\" can be specified, but not both", ERROR_TYPE_INVALID_REQUEST); return false; } else if (data.contains("json_schema") && !data.contains("grammar")) { @@ -1512,7 +1514,7 @@ struct server_context { // add subtasks for (int i = 0; i < prompt_count; i++) { json subtask_data = multiprompt_task.data; - subtask_data["prompt"] = subtask_data["prompt"][i]; + subtask_data["prompt"] = subtask_data.at("prompt")[i]; // subtasks inherit everything else (infill mode, embedding mode, etc.) request_completion(subtask_ids[i], id_multi, subtask_data, multiprompt_task.infill, multiprompt_task.embedding); @@ -1532,7 +1534,7 @@ struct server_context { } if (task.data.contains("system_prompt")) { - system_prompt_set(task.data["system_prompt"]); + system_prompt_set(task.data.at("system_prompt")); for (server_slot & slot : slots) { slot.n_past = 0; @@ -1644,7 +1646,7 @@ struct server_context { } break; case SERVER_TASK_TYPE_SLOT_SAVE: { - int id_slot = task.data["id_slot"]; + int id_slot = task.data.at("id_slot"); server_slot * slot = get_slot(id_slot); if (slot == nullptr) { send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); @@ -1654,8 +1656,8 @@ struct server_context { const size_t token_count = slot->cache_tokens.size(); const int64_t t_start = ggml_time_us(); - std::string filename = task.data["filename"]; - std::string filepath = task.data["filepath"]; + std::string filename = task.data.at("filename"); + std::string filepath = task.data.at("filepath"); const size_t nwrite = llama_state_seq_save_file(ctx, filepath.c_str(), slot->id + 1, slot->cache_tokens.data(), token_count); @@ -1679,7 +1681,7 @@ struct server_context { } break; case SERVER_TASK_TYPE_SLOT_RESTORE: { - int id_slot = task.data["id_slot"]; + int id_slot = task.data.at("id_slot"); server_slot * slot = get_slot(id_slot); if (slot == nullptr) { send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); @@ -1688,8 +1690,8 @@ struct server_context { const int64_t t_start = ggml_time_us(); - std::string filename = task.data["filename"]; - std::string filepath = task.data["filepath"]; + std::string filename = task.data.at("filename"); + std::string filepath = task.data.at("filepath"); slot->cache_tokens.resize(slot->n_ctx); size_t token_count = 0; @@ -1721,7 +1723,7 @@ struct server_context { } break; case SERVER_TASK_TYPE_SLOT_ERASE: { - int id_slot = task.data["id_slot"]; + int id_slot = task.data.at("id_slot"); server_slot * slot = get_slot(id_slot); if (slot == nullptr) { send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); @@ -2266,17 +2268,31 @@ struct server_context { llama_token_data_array cur_p = { slot.ctx_sampling->cur.data(), slot.ctx_sampling->cur.size(), false }; result.tok = id; - const int32_t n_probs = slot.sparams.n_probs; - if (slot.sparams.temp <= 0 && n_probs > 0) { - // for llama_sample_token_greedy we need to sort candidates - llama_sample_softmax(ctx, &cur_p); - } + const size_t n_probs = std::min(cur_p.size, (size_t) slot.sparams.n_probs); + if (n_probs > 0) { + const size_t n_considered = slot.ctx_sampling->n_considered; - for (size_t i = 0; i < std::min(cur_p.size, (size_t) n_probs); ++i) { - result.probs.push_back({ - cur_p.data[i].id, - cur_p.data[i].p - }); + // Make sure at least n_probs top tokens are at the front of the vector: + if (slot.sparams.temp == 0.0f && n_probs > n_considered) { + llama_sample_top_k(ctx, &cur_p, n_probs, 0); + } + + if (slot.sparams.temp == 0.0f) { + // With greedy sampling the probabilities have possibly not been calculated. + for (size_t i = 0; i < n_probs; ++i) { + result.probs.push_back({ + cur_p.data[i].id, + i == 0 ? 1.0f : 0.0f + }); + } + } else { + for (size_t i = 0; i < n_probs; ++i) { + result.probs.push_back({ + cur_p.data[i].id, + i >= n_considered ? 0.0f : cur_p.data[i].p // Tokens filtered out due to e.g. top_k have 0 probability. + }); + } + } } if (!process_token(result, slot)) { @@ -3122,8 +3138,8 @@ int main(int argc, char ** argv) { server_task_result result = ctx_server.queue_results.recv(task.id); ctx_server.queue_results.remove_waiting_task_id(task.id); - const int n_idle_slots = result.data["idle"]; - const int n_processing_slots = result.data["processing"]; + const int n_idle_slots = result.data.at("idle"); + const int n_processing_slots = result.data.at("processing"); json health = { {"status", "ok"}, @@ -3133,7 +3149,7 @@ int main(int argc, char ** argv) { res.status = 200; // HTTP OK if (sparams.slots_endpoint && req.has_param("include_slots")) { - health["slots"] = result.data["slots"]; + health["slots"] = result.data.at("slots"); } if (n_idle_slots == 0) { @@ -3177,7 +3193,7 @@ int main(int argc, char ** argv) { server_task_result result = ctx_server.queue_results.recv(task.id); ctx_server.queue_results.remove_waiting_task_id(task.id); - res.set_content(result.data["slots"].dump(), "application/json"); + res.set_content(result.data.at("slots").dump(), "application/json"); res.status = 200; // HTTP OK }; @@ -3204,32 +3220,32 @@ int main(int argc, char ** argv) { json data = result.data; - const uint64_t n_prompt_tokens_processed = data["n_prompt_tokens_processed"]; - const uint64_t t_prompt_processing = data["t_prompt_processing"]; + const uint64_t n_prompt_tokens_processed = data.at("n_prompt_tokens_processed"); + const uint64_t t_prompt_processing = data.at("t_prompt_processing"); - const uint64_t n_tokens_predicted = data["n_tokens_predicted"]; - const uint64_t t_tokens_generation = data["t_tokens_generation"]; + const uint64_t n_tokens_predicted = data.at("n_tokens_predicted"); + const uint64_t t_tokens_generation = data.at("t_tokens_generation"); - const int32_t kv_cache_used_cells = data["kv_cache_used_cells"]; + const int32_t kv_cache_used_cells = data.at("kv_cache_used_cells"); // metrics definition: https://prometheus.io/docs/practices/naming/#metric-names json all_metrics_def = json { {"counter", {{ {"name", "prompt_tokens_total"}, {"help", "Number of prompt tokens processed."}, - {"value", (uint64_t) data["n_prompt_tokens_processed_total"]} + {"value", (uint64_t) data.at("n_prompt_tokens_processed_total")} }, { {"name", "prompt_seconds_total"}, {"help", "Prompt process time"}, - {"value", (uint64_t) data["t_prompt_processing_total"] / 1.e3} + {"value", (uint64_t) data.at("t_prompt_processing_total") / 1.e3} }, { {"name", "tokens_predicted_total"}, {"help", "Number of generation tokens processed."}, - {"value", (uint64_t) data["n_tokens_predicted_total"]} + {"value", (uint64_t) data.at("n_tokens_predicted_total")} }, { {"name", "tokens_predicted_seconds_total"}, {"help", "Predict process time"}, - {"value", (uint64_t) data["t_tokens_generation_total"] / 1.e3} + {"value", (uint64_t) data.at("t_tokens_generation_total") / 1.e3} }}}, {"gauge", {{ {"name", "prompt_tokens_seconds"}, @@ -3246,15 +3262,15 @@ int main(int argc, char ** argv) { },{ {"name", "kv_cache_tokens"}, {"help", "KV-cache tokens."}, - {"value", (uint64_t) data["kv_cache_tokens_count"]} + {"value", (uint64_t) data.at("kv_cache_tokens_count")} },{ {"name", "requests_processing"}, {"help", "Number of request processing."}, - {"value", (uint64_t) data["processing"]} + {"value", (uint64_t) data.at("processing")} },{ {"name", "requests_deferred"}, {"help", "Number of request deferred."}, - {"value", (uint64_t) data["deferred"]} + {"value", (uint64_t) data.at("deferred")} }}} }; @@ -3265,8 +3281,8 @@ int main(int argc, char ** argv) { const auto & metrics_def = el.value(); for (const auto & metric_def : metrics_def) { - const std::string name = metric_def["name"]; - const std::string help = metric_def["help"]; + const std::string name = metric_def.at("name"); + const std::string help = metric_def.at("help"); auto value = json_value(metric_def, "value", 0.); prometheus << "# HELP llamacpp:" << name << " " << help << "\n" @@ -3275,7 +3291,7 @@ int main(int argc, char ** argv) { } } - const int64_t t_start = data["t_start"]; + const int64_t t_start = data.at("t_start"); res.set_header("Process-Start-Time-Unix", std::to_string(t_start)); res.set_content(prometheus.str(), "text/plain; version=0.0.4"); @@ -3284,7 +3300,7 @@ int main(int argc, char ** argv) { const auto handle_slots_save = [&ctx_server, &res_error, &sparams](const httplib::Request & req, httplib::Response & res, int id_slot) { json request_data = json::parse(req.body); - std::string filename = request_data["filename"]; + std::string filename = request_data.at("filename"); if (!validate_file_name(filename)) { res_error(res, format_error_response("Invalid filename", ERROR_TYPE_INVALID_REQUEST)); return; @@ -3314,7 +3330,7 @@ int main(int argc, char ** argv) { const auto handle_slots_restore = [&ctx_server, &res_error, &sparams](const httplib::Request & req, httplib::Response & res, int id_slot) { json request_data = json::parse(req.body); - std::string filename = request_data["filename"]; + std::string filename = request_data.at("filename"); if (!validate_file_name(filename)) { res_error(res, format_error_response("Invalid filename", ERROR_TYPE_INVALID_REQUEST)); return; @@ -3633,7 +3649,8 @@ int main(int argc, char ** argv) { std::vector tokens; if (body.count("content") != 0) { - tokens = ctx_server.tokenize(body["content"], false); + const bool add_special = json_value(body, "add_special", false); + tokens = ctx_server.tokenize(body.at("content"), add_special); } const json data = format_tokenizer_response(tokens); return res.set_content(data.dump(), "application/json; charset=utf-8"); @@ -3645,7 +3662,7 @@ int main(int argc, char ** argv) { std::string content; if (body.count("tokens") != 0) { - const std::vector tokens = body["tokens"]; + const std::vector tokens = body.at("tokens"); content = tokens_to_str(ctx_server.ctx, tokens.cbegin(), tokens.cend()); } @@ -3668,10 +3685,10 @@ int main(int argc, char ** argv) { json prompt; if (body.count("input") != 0) { is_openai = true; - prompt = body["input"]; + prompt = body.at("input"); } else if (body.count("content") != 0) { // with "content", we only support single prompt - prompt = std::vector{body["content"]}; + prompt = std::vector{body.at("content")}; } else { res_error(res, format_error_response("\"input\" or \"content\" must be provided", ERROR_TYPE_INVALID_REQUEST)); return; @@ -3690,7 +3707,7 @@ int main(int argc, char ** argv) { if (!result.error) { if (result.data.count("results")) { // result for multi-task - responses = result.data["results"]; + responses = result.data.at("results"); } else { // result for single task responses = std::vector{result.data}; diff --git a/examples/server/tests/features/server.feature b/examples/server/tests/features/server.feature index 646a4e49d..d21c09135 100644 --- a/examples/server/tests/features/server.feature +++ b/examples/server/tests/features/server.feature @@ -7,6 +7,7 @@ Feature: llama.cpp server And a model file tinyllamas/stories260K.gguf from HF repo ggml-org/models And a model file test-model.gguf And a model alias tinyllama-2 + And BOS token is 1 And 42 as server seed # KV Cache corresponds to the total amount of tokens # that can be stored across all independent sequences: #4130 @@ -91,7 +92,18 @@ Feature: llama.cpp server """ What is the capital of France ? """ - Then tokens can be detokenize + Then tokens can be detokenized + And tokens do not begin with BOS + + Scenario: Tokenize w/ BOS + Given adding special tokens + When tokenizing: + """ + What is the capital of Germany? + """ + Then tokens begin with BOS + Given first token is removed + Then tokens can be detokenized Scenario: Models available Given available models diff --git a/examples/server/tests/features/steps/steps.py b/examples/server/tests/features/steps/steps.py index b8dbef21d..f4b1ac1d7 100644 --- a/examples/server/tests/features/steps/steps.py +++ b/examples/server/tests/features/steps/steps.py @@ -376,6 +376,11 @@ def step_seed(context, seed): context.seed.append(seed) +@step('BOS token is {bos:d}') +def step_bos_token(context, bos): + context.bos = bos + + @step('a prefix prompt') def step_prompt_prefix(context): context.prompt_prefix = context_text(context) @@ -656,21 +661,29 @@ async def all_embeddings_are_generated(context): assert_embeddings(context.tasks_result.pop().pop()) +@step('adding special tokens') +def step_tokenize_set_add_special(context): + context.tokenize_add_special = True + + @step('tokenizing') @async_run_until_complete async def step_tokenize(context): context.tokenized_text = context_text(context) async with aiohttp.ClientSession() as session: + tokenize_args = { + "content": context.tokenized_text, + } + if getattr(context, 'tokenize_add_special', None) is not None: + tokenize_args['add_special'] = context.tokenize_add_special async with session.post(f'{context.base_url}/tokenize', - json={ - "content": context.tokenized_text, - }) as response: + json=tokenize_args) as response: assert response.status == 200 tokenize_json = await response.json() context.tokens = tokenize_json['tokens'] -@step('tokens can be detokenize') +@step('tokens can be detokenized') @async_run_until_complete async def step_detokenize(context): assert len(context.tokens) > 0 @@ -685,6 +698,21 @@ async def step_detokenize(context): assert context.tokenized_text == detokenize_json['content'].strip() +@step('tokens begin with BOS') +def step_strings_for_tokenization(context): + assert context.tokens[0] == context.bos + + +@step('tokens do not begin with BOS') +def step_strings_for_tokenization(context): + assert context.tokens[0] != context.bos + + +@step('first token is removed') +def step_strings_for_tokenization(context): + context.tokens = context.tokens[1:] + + @step('an OPTIONS request is sent from {origin}') @async_run_until_complete async def step_options_request(context, origin): @@ -911,7 +939,7 @@ async def oai_chat_completions(user_prompt, while event_received: event_received = False async for line_in_bytes in response.content: - line = line_in_bytes.decode('utf8') + line = line_in_bytes.decode('utf-8') line = line.rstrip('\n').rstrip('\r') if line == '': continue diff --git a/examples/server/themes/README.md b/examples/server/themes/README.md new file mode 100644 index 000000000..62e721a27 --- /dev/null +++ b/examples/server/themes/README.md @@ -0,0 +1,5 @@ +# LLaMA.cpp Server Wild Theme + +Simple themes directory of sample "public" directories. To try any of these add --path to your run like `server --path=wild`. + +![image](wild/wild.png) diff --git a/examples/server/themes/buttons-top/README.md b/examples/server/themes/buttons-top/README.md new file mode 100644 index 000000000..808c4cf81 --- /dev/null +++ b/examples/server/themes/buttons-top/README.md @@ -0,0 +1,7 @@ +# LLaMA.cpp Server Buttons Top Theme + +Simple tweaks to the UI. Chat buttons at the top of the page instead of bottom so you can hit Stop instead of chasing it down the page. + +To use simply run server with `--path=themes/buttons_top` + +![image](buttons_top.png) diff --git a/examples/server/themes/buttons-top/buttons_top.png b/examples/server/themes/buttons-top/buttons_top.png new file mode 100644 index 000000000..c54454519 Binary files /dev/null and b/examples/server/themes/buttons-top/buttons_top.png differ diff --git a/examples/server/themes/buttons-top/favicon.ico b/examples/server/themes/buttons-top/favicon.ico new file mode 100644 index 000000000..89e154a0a Binary files /dev/null and b/examples/server/themes/buttons-top/favicon.ico differ diff --git a/examples/server/themes/buttons-top/index.html b/examples/server/themes/buttons-top/index.html new file mode 100644 index 000000000..6af30d307 --- /dev/null +++ b/examples/server/themes/buttons-top/index.html @@ -0,0 +1,1057 @@ + + + + + + + llama.cpp - chat + + + + + + + +
+ +
+
+ + + + diff --git a/examples/server/themes/wild/README.md b/examples/server/themes/wild/README.md new file mode 100644 index 000000000..560bcc81b --- /dev/null +++ b/examples/server/themes/wild/README.md @@ -0,0 +1,5 @@ +# LLaMA.cpp Server Wild Theme + +Simple tweaks to the UI. To use simply run server with `--path=themes/wild` + +![image](wild.png) diff --git a/examples/server/themes/wild/favicon.ico b/examples/server/themes/wild/favicon.ico new file mode 100644 index 000000000..89e154a0a Binary files /dev/null and b/examples/server/themes/wild/favicon.ico differ diff --git a/examples/server/themes/wild/index.html b/examples/server/themes/wild/index.html new file mode 100644 index 000000000..772e716cd --- /dev/null +++ b/examples/server/themes/wild/index.html @@ -0,0 +1,1061 @@ + + + + + + + llama.cpp - chat + + + + + + + +
+ +
+
+ + + + diff --git a/examples/server/themes/wild/llama_cpp.png b/examples/server/themes/wild/llama_cpp.png new file mode 100644 index 000000000..bad1dc9fc Binary files /dev/null and b/examples/server/themes/wild/llama_cpp.png differ diff --git a/examples/server/themes/wild/llamapattern.png b/examples/server/themes/wild/llamapattern.png new file mode 100644 index 000000000..2a159ce6a Binary files /dev/null and b/examples/server/themes/wild/llamapattern.png differ diff --git a/examples/server/themes/wild/wild.png b/examples/server/themes/wild/wild.png new file mode 100644 index 000000000..46ffa0f3e Binary files /dev/null and b/examples/server/themes/wild/wild.png differ diff --git a/examples/server/utils.hpp b/examples/server/utils.hpp index 1a2212502..d872b63f5 100644 --- a/examples/server/utils.hpp +++ b/examples/server/utils.hpp @@ -3,6 +3,8 @@ #include "llama.h" #include "common.h" +// Change JSON_ASSERT from assert() to GGML_ASSERT: +#define JSON_ASSERT GGML_ASSERT #include "json.hpp" #include @@ -49,18 +51,18 @@ extern bool server_log_json; #define LOG_WARNING(MSG, ...) server_log("WARN", __func__, __LINE__, MSG, __VA_ARGS__) #define LOG_INFO( MSG, ...) server_log("INFO", __func__, __LINE__, MSG, __VA_ARGS__) -static inline void server_log(const char *level, const char *function, int line, const char *message, const nlohmann::ordered_json &extra); +static inline void server_log(const char * level, const char * function, int line, const char * message, const json & extra); template -static T json_value(const json &body, const std::string &key, const T &default_value) { +static T json_value(const json & body, const std::string & key, const T & default_value) { // Fallback null to default value - if (body.contains(key) && !body.at(key).is_null()){ + if (body.contains(key) && !body.at(key).is_null()) { try { - return body.value(key, default_value); - } - catch (nlohmann::json_abi_v3_11_3::detail::type_error const&){ - std::string message = "Wrong type supplied for parameter '" + key + "'. Expected '" + typeid(default_value).name() + "', using default value."; - server_log("WARN", __func__, __LINE__, message.c_str(), body); + return body.at(key); + } catch (NLOHMANN_JSON_NAMESPACE::detail::type_error const &) { + std::stringstream ss; + ss << "Wrong type supplied for parameter '" << key << "'. Expected '" << json(default_value).type_name() << "', using default value."; + LOG_WARNING(ss.str().c_str(), body); return default_value; } } else { @@ -68,16 +70,16 @@ static T json_value(const json &body, const std::string &key, const T &default_v } } -static inline void server_log(const char *level, const char *function, int line, const char *message, const nlohmann::ordered_json &extra) { +static inline void server_log(const char * level, const char * function, int line, const char * message, const json & extra) { std::stringstream ss_tid; ss_tid << std::this_thread::get_id(); - json log = nlohmann::ordered_json{ + json log = json{ {"tid", ss_tid.str()}, {"timestamp", time(nullptr)}, }; if (server_log_json) { - log.merge_patch( { + log.merge_patch({ {"level", level}, {"function", function}, {"line", line}, @@ -98,7 +100,7 @@ static inline void server_log(const char *level, const char *function, int line, } std::stringstream ss; ss << buf << " |"; - for (const auto& el : log.items()) + for (const auto & el : log.items()) { const std::string value = el.value().dump(-1, ' ', false, json::error_handler_t::replace); ss << " " << el.key() << "=" << value; @@ -373,11 +375,11 @@ static json oaicompat_completion_params_parse( llama_params["top_p"] = json_value(body, "top_p", 1.0); // Apply chat template to the list of messages - llama_params["prompt"] = format_chat(model, chat_template, body["messages"]); + llama_params["prompt"] = format_chat(model, chat_template, body.at("messages")); // Handle "stop" field - if (body.contains("stop") && body["stop"].is_string()) { - llama_params["stop"] = json::array({body["stop"].get()}); + if (body.contains("stop") && body.at("stop").is_string()) { + llama_params["stop"] = json::array({body.at("stop").get()}); } else { llama_params["stop"] = json_value(body, "stop", json::array()); } diff --git a/examples/sycl/README.md b/examples/sycl/README.md index b46f17f39..c589c2d3a 100644 --- a/examples/sycl/README.md +++ b/examples/sycl/README.md @@ -1,6 +1,6 @@ # llama.cpp/example/sycl -This example program provide the tools for llama.cpp for SYCL on Intel GPU. +This example program provides the tools for llama.cpp for SYCL on Intel GPU. ## Tool diff --git a/flake.lock b/flake.lock index b738da7c6..c9ead0bf7 100644 --- a/flake.lock +++ b/flake.lock @@ -5,11 +5,11 @@ "nixpkgs-lib": "nixpkgs-lib" }, "locked": { - "lastModified": 1712014858, - "narHash": "sha256-sB4SWl2lX95bExY2gMFG5HIzvva5AVMJd4Igm+GpZNw=", + "lastModified": 1714641030, + "narHash": "sha256-yzcRNDoyVP7+SCNX0wmuDju1NUCt8Dz9+lyUXEI0dbI=", "owner": "hercules-ci", "repo": "flake-parts", - "rev": "9126214d0a59633752a136528f5f3b9aa8565b7d", + "rev": "e5d10a24b66c3ea8f150e47dfdb0416ab7c3390e", "type": "github" }, "original": { @@ -20,11 +20,11 @@ }, "nixpkgs": { "locked": { - "lastModified": 1714076141, - "narHash": "sha256-Drmja/f5MRHZCskS6mvzFqxEaZMeciScCTFxWVLqWEY=", + "lastModified": 1714635257, + "narHash": "sha256-4cPymbty65RvF1DWQfc+Bc8B233A1BWxJnNULJKQ1EY=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "7bb2ccd8cdc44c91edba16c48d2c8f331fb3d856", + "rev": "63c3a29ca82437c87573e4c6919b09a24ea61b0f", "type": "github" }, "original": { @@ -36,20 +36,14 @@ }, "nixpkgs-lib": { "locked": { - "dir": "lib", - "lastModified": 1711703276, - "narHash": "sha256-iMUFArF0WCatKK6RzfUJknjem0H9m4KgorO/p3Dopkk=", - "owner": "NixOS", - "repo": "nixpkgs", - "rev": "d8fe5e6c92d0d190646fb9f1056741a229980089", - "type": "github" + "lastModified": 1714640452, + "narHash": "sha256-QBx10+k6JWz6u7VsohfSw8g8hjdBZEf8CFzXH1/1Z94=", + "type": "tarball", + "url": "https://github.com/NixOS/nixpkgs/archive/50eb7ecf4cd0a5756d7275c8ba36790e5bd53e33.tar.gz" }, "original": { - "dir": "lib", - "owner": "NixOS", - "ref": "nixos-unstable", - "repo": "nixpkgs", - "type": "github" + "type": "tarball", + "url": "https://github.com/NixOS/nixpkgs/archive/50eb7ecf4cd0a5756d7275c8ba36790e5bd53e33.tar.gz" } }, "root": { diff --git a/ggml-cuda.cu b/ggml-cuda.cu index c30554f0c..6f89a7cc3 100644 --- a/ggml-cuda.cu +++ b/ggml-cuda.cu @@ -113,7 +113,7 @@ static ggml_cuda_device_info ggml_cuda_init() { for (int id = 0; id < info.device_count; ++id) { int device_vmm = 0; -#if !defined(GGML_USE_HIPBLAS) +#if !defined(GGML_USE_HIPBLAS) && !defined(GGML_CUDA_NO_VMM) CUdevice device; CU_CHECK(cuDeviceGet(&device, id)); CU_CHECK(cuDeviceGetAttribute(&device_vmm, CU_DEVICE_ATTRIBUTE_VIRTUAL_MEMORY_MANAGEMENT_SUPPORTED, device)); @@ -259,7 +259,7 @@ struct ggml_cuda_pool_leg : public ggml_cuda_pool { }; // pool with virtual memory -#if !defined(GGML_USE_HIPBLAS) +#if !defined(GGML_USE_HIPBLAS) && !defined(GGML_CUDA_NO_VMM) struct ggml_cuda_pool_vmm : public ggml_cuda_pool { static const size_t CUDA_POOL_VMM_MAX_SIZE = 1ull << 35; // 32 GB @@ -356,7 +356,7 @@ struct ggml_cuda_pool_vmm : public ggml_cuda_pool { #endif // !defined(GGML_USE_HIPBLAS) std::unique_ptr ggml_backend_cuda_context::new_pool_for_device(int device) { -#if !defined(GGML_USE_HIPBLAS) +#if !defined(GGML_USE_HIPBLAS) && !defined(GGML_CUDA_NO_VMM) if (ggml_cuda_info().devices[device].vmm) { return std::unique_ptr(new ggml_cuda_pool_vmm(device)); } @@ -1647,7 +1647,7 @@ static void ggml_cuda_op_mul_mat( } } -static void ggml_cuda_mul_mat_vec_p021(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst){ +static void ggml_cuda_mul_mat_vec_p021(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(ggml_is_permuted(src0) && ggml_is_permuted(src1)); GGML_ASSERT(ggml_backend_buffer_is_cuda(src0->buffer)); GGML_ASSERT(src0->nb[0] <= src0->nb[1] && src0->nb[2] <= src0->nb[3]); // 0213 permutation @@ -1670,7 +1670,7 @@ static void ggml_cuda_mul_mat_vec_p021(ggml_backend_cuda_context & ctx, const gg ggml_mul_mat_p021_f16_f32_cuda(src0_ddq, src1_ddf, dst_ddf, ne00, ne01, ne02, ne12, main_stream); } -static void ggml_cuda_mul_mat_vec_nc(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst){ +static void ggml_cuda_mul_mat_vec_nc(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(!ggml_is_transposed(src0)); GGML_ASSERT(!ggml_is_transposed(src1)); GGML_ASSERT(!ggml_is_permuted(src0)); @@ -2410,32 +2410,304 @@ GGML_CALL static void ggml_backend_cuda_synchronize(ggml_backend_t backend) { GGML_UNUSED(backend); } +static void set_ggml_graph_node_properties(ggml_tensor * node, ggml_graph_node_properties * graph_node_properties) { + graph_node_properties->node_address = node->data; + graph_node_properties->node_op = node->op; + for (int i = 0; i < GGML_MAX_DIMS; i++) { + graph_node_properties->ne[i] = node->ne[i]; + graph_node_properties->nb[i] = node->nb[i]; + } + for (int i = 0; i < GGML_MAX_SRC; i++) { + graph_node_properties->src_address[i] = node->src[i] ? node->src[i]->data : nullptr; + } +} + +static bool ggml_graph_node_has_matching_properties(ggml_tensor * node, ggml_graph_node_properties * graph_node_properties) { + if (node->data != graph_node_properties->node_address && + node->op != GGML_OP_CPY && + node->op != GGML_OP_VIEW) { + return false; + } + + if (node->op != graph_node_properties->node_op) { + return false; + } + + for (int i = 0; i < GGML_MAX_DIMS; i++) { + if (node->ne[i] != graph_node_properties->ne[i]) { + return false; + } + if (node->nb[i] != graph_node_properties->nb[i]) { + return false; + } + } + + for (int i = 0; i < GGML_MAX_SRC; i++) { + if (node->src[i] && + node->src[i]->data != graph_node_properties->src_address[i] && + node->op != GGML_OP_CPY && + node->op != GGML_OP_VIEW + ) { + return false; + } + } + return true; +} + GGML_CALL static enum ggml_status ggml_backend_cuda_graph_compute(ggml_backend_t backend, ggml_cgraph * cgraph) { ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context; ggml_cuda_set_device(cuda_ctx->device); - for (int i = 0; i < cgraph->n_nodes; i++) { - ggml_tensor * node = cgraph->nodes[i]; +#ifdef USE_CUDA_GRAPH + static const bool disable_cuda_graphs_due_to_env = (getenv("GGML_CUDA_DISABLE_GRAPHS") != nullptr); - if (ggml_is_empty(node) || node->op == GGML_OP_RESHAPE || node->op == GGML_OP_TRANSPOSE || node->op == GGML_OP_VIEW || node->op == GGML_OP_PERMUTE || node->op == GGML_OP_NONE) { - continue; + // Objects required for CUDA Graph + if (cuda_ctx->cuda_graph == nullptr) { + cuda_ctx->cuda_graph.reset(new ggml_cuda_graph()); + } + + bool use_cuda_graph = true; + bool cuda_graph_update_required = false; + // pointer to CUDA cpy kernel, which is required to identify + // kernel parameters which need updated in the graph for each token + void * ggml_cuda_cpy_fn_ptr = nullptr; + + if (cuda_ctx->cuda_graph->graph == nullptr) { + if (ggml_cuda_info().devices[cuda_ctx->device].cc < CC_AMPERE) { + cuda_ctx->cuda_graph->disable_due_to_gpu_arch = true; +#ifndef NDEBUG + fprintf(stderr, "%s: disabling CUDA graphs due to GPU architecture\n", __func__); +#endif + } + } + + // Disable CUDA graphs in presence of env var, old GPU, use-case which is changing too rapidly, + // or previous graph capture failure. + // Also disable for multi-gpu for now. TO DO investigate + if (disable_cuda_graphs_due_to_env + || cuda_ctx->cuda_graph->disable_due_to_gpu_arch + || cuda_ctx->cuda_graph->disable_due_to_too_many_updates + || cuda_ctx->cuda_graph->disable_due_to_failed_graph_capture) { + use_cuda_graph = false; + } + + if (use_cuda_graph) { + if (cuda_ctx->cuda_graph->instance == nullptr) { + cuda_graph_update_required = true; } + // Check if the graph size has changed + if (cuda_ctx->cuda_graph->ggml_graph_properties.size() != (size_t)cgraph->n_nodes) { + cuda_graph_update_required = true; + cuda_ctx->cuda_graph->ggml_graph_properties.resize(cgraph->n_nodes); + } + + // Loop over nodes in GGML graph to determine if CUDA graph update is required + // and store properties to allow this comparison for the next token + for (int i = 0; i < cgraph->n_nodes; i++) { + bool has_matching_properties = true; + if (!cuda_graph_update_required) { + has_matching_properties = ggml_graph_node_has_matching_properties(cgraph->nodes[i], &cuda_ctx->cuda_graph->ggml_graph_properties[i]); + } + if (!has_matching_properties) { + cuda_graph_update_required = true; + } + set_ggml_graph_node_properties(cgraph->nodes[i], &cuda_ctx->cuda_graph->ggml_graph_properties[i]); + } + + // Loop over nodes in GGML graph to obtain info needed for CUDA graph + cuda_ctx->cuda_graph->updated_kernel_arg.clear(); + for (int i = 0; i < cgraph->n_nodes; i++) { + ggml_tensor * node = cgraph->nodes[i]; + + if (node->src[0] && ggml_backend_buffer_is_cuda_split(node->src[0]->buffer)) { + use_cuda_graph = false; // Split buffers are not supported by CUDA graph capture #ifndef NDEBUG - assert(node->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device)); - for (int j = 0; j < GGML_MAX_SRC; j++) { - if (node->src[j] != nullptr) { - assert(node->src[j]->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) || ggml_backend_buffer_is_cuda_split(node->src[j]->buffer)); + fprintf(stderr, "%s: disabling CUDA graphs due to split buffer\n", __func__); +#endif + } + + if (node->op == GGML_OP_MUL_MAT_ID) { + use_cuda_graph = false; // This node type is not supported by CUDA graph capture +#ifndef NDEBUG + fprintf(stderr, "%s: disabling CUDA graphs due to mul_mat_id\n", __func__); +#endif + } + + if (node->op == GGML_OP_ADD && node->src[1] && node->src[1]->ne[1] > 1) { + // disable CUDA graphs for batch size > 1 for now. + // Changes in batch size or context size can cause changes to the grid size of some kernels. + use_cuda_graph = false; +#ifndef NDEBUG + fprintf(stderr, "%s: disabling CUDA graphs due to batch size > 1 [%s] [%ld %ld %ld %ld]\n", __func__, node->name, node->ne[0], node->ne[1], node->ne[2], node->ne[3]); +#endif + } + + if (node->op == GGML_OP_CPY) { + // store the copy op parameter which changes with each token. + cuda_ctx->cuda_graph->updated_kernel_arg.push_back((char **) &(node->src[1]->data)); + if (ggml_cuda_cpy_fn_ptr == nullptr) { + // store a pointer to the copy op CUDA kernel to identify it later + ggml_cuda_cpy_fn_ptr = ggml_cuda_cpy_fn(node->src[0], node->src[1]); + } + } + + if (!use_cuda_graph) { + break; } } + + // Disable CUDA graphs (from the next token) if the use-case is demanding too many consecutive graph updates. + if (cuda_graph_update_required) { + cuda_ctx->cuda_graph->number_consecutive_updates++; + } else { + cuda_ctx->cuda_graph->number_consecutive_updates = 0; + } + + if (cuda_ctx->cuda_graph->number_consecutive_updates >= 4) { + cuda_ctx->cuda_graph->disable_due_to_too_many_updates = true; +#ifndef NDEBUG + fprintf(stderr, "%s: disabling CUDA graphs due to too many consecutive updates\n", __func__); +#endif + } + } + + if (use_cuda_graph && cuda_graph_update_required) { // Start CUDA graph capture + CUDA_CHECK(cudaStreamBeginCapture(cuda_ctx->stream(), cudaStreamCaptureModeRelaxed)); + } + +#else + bool use_cuda_graph = false; + bool cuda_graph_update_required = false; +#endif // USE_CUDA_GRAPH + + bool graph_evaluated_or_captured = false; + + while (!graph_evaluated_or_captured) { + // Only perform the graph execution if CUDA graphs are not enabled, or we are capturing the graph. + // With the use of CUDA graphs, the execution will be performed by the graph launch. + if (!use_cuda_graph || cuda_graph_update_required) { + for (int i = 0; i < cgraph->n_nodes; i++) { + ggml_tensor * node = cgraph->nodes[i]; + + if (ggml_is_empty(node) || node->op == GGML_OP_RESHAPE || node->op == GGML_OP_TRANSPOSE || node->op == GGML_OP_VIEW || node->op == GGML_OP_PERMUTE || node->op == GGML_OP_NONE) { + continue; + } + +#ifndef NDEBUG + assert(node->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device)); + for (int j = 0; j < GGML_MAX_SRC; j++) { + if (node->src[j] != nullptr) { + assert(node->src[j]->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) || ggml_backend_buffer_is_cuda_split(node->src[j]->buffer)); + } + } #endif - bool ok = ggml_cuda_compute_forward(*cuda_ctx, node); - if (!ok) { - fprintf(stderr, "%s: error: op not supported %s (%s)\n", __func__, node->name, ggml_op_name(node->op)); + bool ok = ggml_cuda_compute_forward(*cuda_ctx, node); + if (!ok) { + fprintf(stderr, "%s: error: op not supported %s (%s)\n", __func__, node->name, ggml_op_name(node->op)); + } + GGML_ASSERT(ok); + } } - GGML_ASSERT(ok); + +#ifdef USE_CUDA_GRAPH + if (use_cuda_graph && cuda_graph_update_required) { // End CUDA graph capture + if (cuda_ctx->cuda_graph->graph != nullptr) { + CUDA_CHECK(cudaGraphDestroy(cuda_ctx->cuda_graph->graph)); + cuda_ctx->cuda_graph->graph = nullptr; + } + CUDA_CHECK(cudaStreamEndCapture(cuda_ctx->stream(), &cuda_ctx->cuda_graph->graph)); + +#if 0 + if (disable_cuda_graphs_due_to_failed_capture) { + use_cuda_graph = false; + cuda_ctx->cuda_graph->disable_due_to_failed_graph_capture = true; +#ifndef NDEBUG + fprintf(stderr, "%s: disabling CUDA graphs due to failed graph capture\n", __func__); +#endif + } else { + graph_evaluated_or_captured = true; // CUDA graph has been captured + } +#endif + graph_evaluated_or_captured = true; // CUDA graph has been captured + } else { + graph_evaluated_or_captured = true; // ggml graph has been directly evaluated + } + } + + if (use_cuda_graph) { + if (cuda_ctx->cuda_graph->instance == nullptr) { // Create executable graph from captured graph. + CUDA_CHECK(cudaGraphInstantiate(&cuda_ctx->cuda_graph->instance, cuda_ctx->cuda_graph->graph, NULL, NULL, 0)); + } + + // Perform update to graph (if required for this token), and change copy parameter (required for every token) + + if (cuda_graph_update_required) { + // Extract nodes from graph + if (cuda_ctx->cuda_graph->num_nodes == 0) { + // First call with null argument gets number of nodes in graph + CUDA_CHECK(cudaGraphGetNodes(cuda_ctx->cuda_graph->graph, nullptr, &cuda_ctx->cuda_graph->num_nodes)); + } + // Subsequent call with non-null argument gets nodes + cuda_ctx->cuda_graph->nodes.resize(cuda_ctx->cuda_graph->num_nodes); + cuda_ctx->cuda_graph->params.resize(cuda_ctx->cuda_graph->num_nodes); + if (cuda_ctx->cuda_graph->num_nodes > 0) { + CUDA_CHECK(cudaGraphGetNodes(cuda_ctx->cuda_graph->graph, cuda_ctx->cuda_graph->nodes.data(), &cuda_ctx->cuda_graph->num_nodes)); + + // Loop over nodes, and extract kernel parameters from each node + for (size_t i = 0; i < cuda_ctx->cuda_graph->num_nodes; i++) { + cudaGraphNodeType node_type; + CUDA_CHECK(cudaGraphNodeGetType(cuda_ctx->cuda_graph->nodes[i], &node_type)); + if (node_type == cudaGraphNodeTypeKernel) { + cudaError_t stat = cudaGraphKernelNodeGetParams(cuda_ctx->cuda_graph->nodes[i], &cuda_ctx->cuda_graph->params[i]); // Get params using runtime + if (stat == cudaErrorInvalidDeviceFunction) { + // Fails due to incorrect handling by CUDA runtime of CUDA BLAS node. + // We don't need to update blas nodes, so clear error and move on. + cudaGetLastError(); + } else { + GGML_ASSERT(stat == cudaSuccess); + } + } + } + } + } + + // One of the arguments to the copy kernel is updated for each token, hence we need to + // replace that argument with the updated value in the CUDA graph + if (!cuda_graph_update_required) { // on update steps, the live parameters will already be captured + int k = 0; + for (size_t i = 0; i < cuda_ctx->cuda_graph->num_nodes; i++) { + if (cuda_ctx->cuda_graph->params[i].func == ggml_cuda_cpy_fn_ptr) { + char ** updated_kernel_arg_ptr = cuda_ctx->cuda_graph->updated_kernel_arg.at(k++); + cuda_ctx->cuda_graph->params[i].kernelParams[1] = updated_kernel_arg_ptr; + CUDA_CHECK(cudaGraphKernelNodeSetParams(cuda_ctx->cuda_graph->nodes[i], &cuda_ctx->cuda_graph->params[i])); + } + } + } + + // Update graph executable + cudaGraphExecUpdateResultInfo result_info; + cudaError_t stat = cudaGraphExecUpdate(cuda_ctx->cuda_graph->instance, cuda_ctx->cuda_graph->graph, &result_info); + if (stat == cudaErrorGraphExecUpdateFailure) { +#ifndef NDEBUG + fprintf(stderr, "%s: CUDA graph update failed\n", __func__); +#endif + // The pre-existing graph exec cannot be updated due to violated constraints + // so instead clear error and re-instantiate + cudaGetLastError(); + CUDA_CHECK(cudaGraphExecDestroy(cuda_ctx->cuda_graph->instance)); + cuda_ctx->cuda_graph->instance = nullptr; + CUDA_CHECK(cudaGraphInstantiate(&cuda_ctx->cuda_graph->instance, cuda_ctx->cuda_graph->graph, NULL, NULL, 0)); + } else { + GGML_ASSERT(stat == cudaSuccess); + } + // Launch graph + CUDA_CHECK(cudaGraphLaunch(cuda_ctx->cuda_graph->instance, cuda_ctx->stream())); +#else + graph_evaluated_or_captured = true; +#endif // USE_CUDA_GRAPH } return GGML_STATUS_SUCCESS; diff --git a/ggml-cuda/clamp.cu b/ggml-cuda/clamp.cu index 379ded042..8009a3e3d 100644 --- a/ggml-cuda/clamp.cu +++ b/ggml-cuda/clamp.cu @@ -31,5 +31,4 @@ void ggml_cuda_op_clamp(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { memcpy(&max, (float *) dst->op_params + 1, sizeof(float)); clamp_f32_cuda(src0_d, dst_d, min, max, ggml_nelements(src0), stream); - CUDA_CHECK(cudaGetLastError()); } diff --git a/ggml-cuda/common.cuh b/ggml-cuda/common.cuh index b2627b7b4..44e67e040 100644 --- a/ggml-cuda/common.cuh +++ b/ggml-cuda/common.cuh @@ -19,6 +19,7 @@ #include #include #include +#include #if defined(GGML_USE_HIPBLAS) #include @@ -233,122 +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 @@ -432,11 +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}; @@ -526,6 +543,43 @@ struct ggml_tensor_extra_gpu { cudaEvent_t events[GGML_CUDA_MAX_DEVICES][GGML_CUDA_MAX_STREAMS]; // events for synchronizing multiple GPUs }; + +#if (CUDART_VERSION >= 12000) && defined(GGML_CUDA_USE_GRAPHS) +#define USE_CUDA_GRAPH +#endif + +struct ggml_graph_node_properties { + void * node_address; + ggml_op node_op; + int64_t ne[GGML_MAX_DIMS]; + size_t nb[GGML_MAX_DIMS]; + void * src_address[GGML_MAX_SRC]; +}; + +struct ggml_cuda_graph { +#ifdef USE_CUDA_GRAPH + ~ggml_cuda_graph() { + if (instance != nullptr) { + CUDA_CHECK(cudaGraphExecDestroy(instance)); + } + if (graph != nullptr) { + CUDA_CHECK(cudaGraphDestroy(graph)); + } + } + cudaGraph_t graph = nullptr; + cudaGraphExec_t instance = nullptr; + size_t num_nodes = 0; + std::vector nodes; + std::vector params; + bool disable_due_to_gpu_arch = false; + bool disable_due_to_too_many_updates = false; + bool disable_due_to_failed_graph_capture = false; + int number_consecutive_updates = 0; + std::vector ggml_graph_properties; + std::vector updated_kernel_arg; +#endif +}; + struct ggml_backend_cuda_context { int device; std::string name; @@ -534,6 +588,8 @@ struct ggml_backend_cuda_context { cudaStream_t streams[GGML_CUDA_MAX_DEVICES][GGML_CUDA_MAX_STREAMS] = { { nullptr } }; cublasHandle_t cublas_handles[GGML_CUDA_MAX_DEVICES] = {nullptr}; + std::unique_ptr cuda_graph; + explicit ggml_backend_cuda_context(int device) : device(device), name(GGML_CUDA_NAME + std::to_string(device)) { diff --git a/ggml-cuda/convert.cu b/ggml-cuda/convert.cu index 75e50c985..830e2d756 100644 --- a/ggml-cuda/convert.cu +++ b/ggml-cuda/convert.cu @@ -727,7 +727,6 @@ static void convert_unary_cuda(const void * __restrict__ vx, dst_t * __restrict_ } to_fp16_cuda_t ggml_get_to_fp16_cuda(ggml_type type) { - int id; switch (type) { case GGML_TYPE_Q4_0: return dequantize_row_q4_0_cuda; @@ -738,8 +737,7 @@ to_fp16_cuda_t ggml_get_to_fp16_cuda(ggml_type type) { case GGML_TYPE_Q5_1: return dequantize_block_cuda; case GGML_TYPE_Q8_0: - CUDA_CHECK(cudaGetDevice(&id)); - if (ggml_cuda_info().devices[id].cc >= CC_PASCAL) { + if (ggml_cuda_info().devices[ggml_cuda_get_device()].cc >= CC_PASCAL) { return dequantize_block_q8_0_f16_cuda; } return dequantize_block_cuda; diff --git a/ggml-cuda/cpy.cu b/ggml-cuda/cpy.cu index 16d9c8fff..12d741f01 100644 --- a/ggml-cuda/cpy.cu +++ b/ggml-cuda/cpy.cu @@ -459,3 +459,32 @@ void ggml_cuda_dup(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { const ggml_tensor * src0 = dst->src[0]; ggml_cuda_cpy(ctx, src0, dst); } + +void* ggml_cuda_cpy_fn(const ggml_tensor * src0, ggml_tensor * src1) { + if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32) { + return (void*) cpy_f32_f16; + } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F16) { + return (void*) cpy_f32_f16; + } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q8_0) { + return (void*) cpy_f32_q; + } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q4_0) { + return (void*) cpy_f32_q; + } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q4_1) { + return (void*) cpy_f32_q; + } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q5_0) { + return (void*) cpy_f32_q; + } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_IQ4_NL) { + return (void*) cpy_f32_q; + } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q5_1) { + return (void*) cpy_f32_q; + } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F16) { + return (void*) cpy_f32_f16; + } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F32) { + return (void*) cpy_f32_f16; + } else { + fprintf(stderr, "%s: unsupported type combination (%s to %s)\n", __func__, + ggml_type_name(src0->type), ggml_type_name(src1->type)); + GGML_ASSERT(false); + } +} + diff --git a/ggml-cuda/cpy.cuh b/ggml-cuda/cpy.cuh index f0b2c453b..796167426 100644 --- a/ggml-cuda/cpy.cuh +++ b/ggml-cuda/cpy.cuh @@ -5,3 +5,5 @@ void ggml_cuda_cpy(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, ggml_tensor * src1); void ggml_cuda_dup(ggml_backend_cuda_context & ctx, ggml_tensor * dst); + +void* ggml_cuda_cpy_fn(const ggml_tensor * src0, ggml_tensor * src1); 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/ggml-cuda/mmq.cu b/ggml-cuda/mmq.cu index 60d6616a8..7948f1b12 100644 --- a/ggml-cuda/mmq.cu +++ b/ggml-cuda/mmq.cu @@ -1735,8 +1735,7 @@ static void ggml_mul_mat_q4_0_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -1780,8 +1779,7 @@ static void ggml_mul_mat_q4_1_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -1825,8 +1823,7 @@ static void ggml_mul_mat_q5_0_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -1870,8 +1867,7 @@ static void ggml_mul_mat_q5_1_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -1915,8 +1911,7 @@ static void ggml_mul_mat_q8_0_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -1960,8 +1955,7 @@ static void ggml_mul_mat_q2_K_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -2007,8 +2001,7 @@ static void ggml_mul_mat_q3_K_q8_1_cuda( #if QK_K == 256 - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -2053,8 +2046,7 @@ static void ggml_mul_mat_q4_K_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -2098,8 +2090,7 @@ static void ggml_mul_mat_q5_K_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; @@ -2143,8 +2134,7 @@ static void ggml_mul_mat_q6_K_q8_1_cuda( const void * vx, const void * vy, float * dst, const int ncols_x, const int nrows_x, const int ncols_y, const int nrows_y, const int nrows_dst, cudaStream_t stream) { - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); const int compute_capability = ggml_cuda_info().devices[id].cc; int mmq_x, mmq_y, nwarps; diff --git a/ggml-cuda/mmvq.cu b/ggml-cuda/mmvq.cu index 396559001..65cc1bcaa 100644 --- a/ggml-cuda/mmvq.cu +++ b/ggml-cuda/mmvq.cu @@ -89,8 +89,7 @@ static void mul_mat_vec_q_cuda( GGML_ASSERT(ncols_x % qk == 0); GGML_ASSERT(ncols_y <= MMVQ_MAX_BATCH_SIZE); - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); int64_t nwarps = 1; int64_t rows_per_cuda_block = 1; @@ -328,8 +327,7 @@ void ggml_cuda_op_mul_mat_vec_q( const int64_t ne0 = dst->ne[0]; - int id; - CUDA_CHECK(cudaGetDevice(&id)); + int id = ggml_cuda_get_device(); // the main device has a larger memory buffer to hold the results from all GPUs // nrows_dst == nrows of the matrix that the kernel writes into diff --git a/ggml-cuda/scale.cu b/ggml-cuda/scale.cu index 6e3617d1c..1405e066e 100644 --- a/ggml-cuda/scale.cu +++ b/ggml-cuda/scale.cu @@ -28,5 +28,4 @@ void ggml_cuda_op_scale(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { memcpy(&scale, dst->op_params, sizeof(float)); scale_f32_cuda(src0_d, dst_d, scale, ggml_nelements(src0), stream); - CUDA_CHECK(cudaGetLastError()); } diff --git a/ggml-impl.h b/ggml-impl.h index 94a1cc668..d85b152bf 100644 --- a/ggml-impl.h +++ b/ggml-impl.h @@ -17,6 +17,83 @@ #define MIN(a, b) ((a) < (b) ? (a) : (b)) #define MAX(a, b) ((a) > (b) ? (a) : (b)) +/** + * Converts brain16 to float32. + * + * The bfloat16 floating point format has the following structure: + * + * ┌sign + * │ + * │ ┌exponent + * │ │ + * │ │ ┌mantissa + * │ │ │ + * │┌──┴───┐┌─┴───┐ + * 0b0000000000000000 brain16 + * + * Since bf16 has the same number of exponent bits as a 32bit float, + * encoding and decoding numbers becomes relatively straightforward. + * + * ┌sign + * │ + * │ ┌exponent + * │ │ + * │ │ ┌mantissa + * │ │ │ + * │┌──┴───┐┌─┴───────────────────┐ + * 0b00000000000000000000000000000000 IEEE binary32 + * + * For comparison, the standard fp16 format has fewer exponent bits. + * + * ┌sign + * │ + * │ ┌exponent + * │ │ + * │ │ ┌mantissa + * │ │ │ + * │┌─┴─┐┌─┴──────┐ + * 0b0000000000000000 IEEE binary16 + * + * @see IEEE 754-2008 + */ +static inline float ggml_compute_bf16_to_fp32(ggml_bf16_t h) { + union { + float f; + uint32_t i; + } u; + u.i = (uint32_t)h.bits << 16; + return u.f; +} + +/** + * Converts float32 to brain16. + * + * This function is binary identical to AMD Zen4 VCVTNEPS2BF16. + * Subnormals shall be flushed to zero, and NANs will be quiet. + * This code should vectorize nicely if using modern compilers. + */ +static inline ggml_bf16_t ggml_compute_fp32_to_bf16(float s) { + ggml_bf16_t h; + union { + float f; + uint32_t i; + } u; + u.f = s; + if ((u.i & 0x7fffffff) > 0x7f800000) { /* nan */ + h.bits = (u.i >> 16) | 64; /* force to quiet */ + return h; + } + if (!(u.i & 0x7f800000)) { /* subnormal */ + h.bits = (u.i & 0x80000000) >> 16; /* flush to zero */ + return h; + } + h.bits = (u.i + (0x7fff + ((u.i >> 16) & 1))) >> 16; + return h; +} + +#define GGML_FP32_TO_BF16(x) ggml_compute_fp32_to_bf16(x) +#define GGML_BF16_TO_FP32(x) ggml_compute_bf16_to_fp32(x) + #ifdef __cplusplus extern "C" { #endif diff --git a/ggml-metal.m b/ggml-metal.m index 017b72ce9..c6817f01f 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -265,11 +265,20 @@ static void ggml_metal_log(enum ggml_log_level level, const char * format, ...){ static void * ggml_metal_host_malloc(size_t n) { void * data = NULL; + +#if TARGET_OS_OSX + kern_return_t err = vm_allocate((vm_map_t) mach_task_self(), (void *) &data, n, VM_FLAGS_ANYWHERE); + if (err != KERN_SUCCESS) { + GGML_METAL_LOG_ERROR("%s: error: vm_allocate failed\n", __func__); + return NULL; + } +#else const int result = posix_memalign((void **) &data, sysconf(_SC_PAGESIZE), n); if (result != 0) { GGML_METAL_LOG_ERROR("%s: error: posix_memalign failed\n", __func__); return NULL; } +#endif return data; } @@ -803,7 +812,7 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const case GGML_OP_DIAG_MASK_INF: case GGML_OP_GET_ROWS: { - return op->ne[3] == 1; + return op->src[0]->type != GGML_TYPE_BF16 && op->ne[3] == 1; } default: return false; @@ -2840,7 +2849,11 @@ GGML_CALL static void ggml_backend_metal_buffer_free_buffer(ggml_backend_buffer_ ggml_backend_metal_free_device(); if (ctx->owned) { +#if TARGET_OS_OSX + vm_deallocate((vm_map_t)mach_task_self(), (vm_address_t)ctx->all_data, ctx->all_size); +#else free(ctx->all_data); +#endif } free(ctx); @@ -2944,14 +2957,16 @@ GGML_CALL static ggml_backend_buffer_t ggml_backend_metal_buffer_type_alloc_buff ctx->owned = true; ctx->n_buffers = 1; - ctx->buffers[0].data = ctx->all_data; - ctx->buffers[0].size = size; - ctx->buffers[0].metal = [device newBufferWithBytesNoCopy:ctx->all_data - length:size_aligned - options:MTLResourceStorageModeShared - deallocator:nil]; + if (ctx->all_data != NULL) { + ctx->buffers[0].data = ctx->all_data; + ctx->buffers[0].size = size; + ctx->buffers[0].metal = [device newBufferWithBytesNoCopy:ctx->all_data + length:size_aligned + options:MTLResourceStorageModeShared + deallocator:nil]; + } - if (ctx->buffers[0].metal == nil) { + if (ctx->all_data == NULL || ctx->buffers[0].metal == nil) { GGML_METAL_LOG_ERROR("%s: error: failed to allocate buffer, size = %8.2f MiB\n", __func__, size_aligned / 1024.0 / 1024.0); free(ctx); ggml_backend_metal_free_device(); diff --git a/ggml-metal.metal b/ggml-metal.metal index 3d4276ae0..46c7d5039 100644 --- a/ggml-metal.metal +++ b/ggml-metal.metal @@ -2175,7 +2175,7 @@ kernel void kernel_flash_attn_ext_f16( const short D4 = D/4; const short D8 = D/8; - const short Q8 = Q/8; + //const short Q8 = Q/8; const short NW = N_SIMDWIDTH; const short SH = (C + Q); // shared memory per simdgroup in (half) 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; diff --git a/ggml-quants.c b/ggml-quants.c index 444d1e55e..9883b6f8c 100644 --- a/ggml-quants.c +++ b/ggml-quants.c @@ -12450,6 +12450,24 @@ bool ggml_validate_row_data(enum ggml_type type, const void * data, size_t nbyte const size_t nb = nbytes/ggml_type_size(type); switch (type) { + case GGML_TYPE_BF16: + { + int nans = 0; + int infs = 0; + const unsigned short * f = (const unsigned short *) data; + for (size_t i = 0; i < nb; ++i) { + nans += (f[i] & 0x7fff) > 0x7f80; + infs += (f[i] & 0x7fff) == 0x7f80; + } + if (nans) { + fprintf(stderr, "%s: found %d NaNs in row of %zu BF16 values\n", __func__, nans, nb); + return false; + } + if (infs) { + fprintf(stderr, "%s: found %d infinities in row of %zu BF16 values\n", __func__, infs, nb); + return false; + } + } break; case GGML_TYPE_F16: { const ggml_fp16_t * f = (const ggml_fp16_t *) data; 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 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, +0x02,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x18,0x00,0x00,0x00, +0x2e,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x16,0x00,0x03,0x00, +0x36,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x37,0x00,0x00,0x00,0x36,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, +0x38,0x00,0x00,0x00,0x37,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x39,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x38,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x39,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x3e,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x36,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x42,0x00,0x00,0x00,0x36,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, +0x43,0x00,0x00,0x00,0x42,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x44,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x43,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x44,0x00,0x00,0x00,0x45,0x00,0x00,0x00, +0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x4a,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x2c,0x00,0x06,0x00, +0x09,0x00,0x00,0x00,0x4b,0x00,0x00,0x00,0x4a,0x00,0x00,0x00, +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, 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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[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xcb,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xf8,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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,0x00,0x00,0x00,0xac,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x41,0x00,0x00,0x00, +0x51,0x00,0x00,0x00,0x69,0x00,0x00,0x00,0xbd,0x00,0x00,0x00, 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+0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, +}; +const uint64_t get_rows_q4_1_len = 3788; + +unsigned char get_rows_q4_1_f32_data[] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x04,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +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, +0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x49,0x00,0x00,0x00, +0x59,0x00,0x00,0x00,0x71,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, +0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, +0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 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+0x1f,0x00,0x00,0x00,0xfa,0x00,0x00,0x00,0x3e,0x00,0x03,0x00, +0xfe,0x00,0x00,0x00,0xfd,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x01,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x01,0x01,0x00,0x00, 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, 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+0x12,0x00,0x00,0x00,0xf9,0x00,0x00,0x00,0xf8,0x00,0x00,0x00, +0x41,0x00,0x06,0x00,0x20,0x00,0x00,0x00,0xfa,0x00,0x00,0x00, +0xe7,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0xf6,0x00,0x00,0x00, +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, 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get_rows_q8_0_len = 3644; unsigned char get_rows_q8_0_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xbe,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xf2,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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, -0x36,0x00,0x00,0x00,0x89,0x00,0x00,0x00,0xa7,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x40,0x00,0x00,0x00, +0x4f,0x00,0x00,0x00,0x67,0x00,0x00,0x00,0xba,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, 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0x38,0x00,0x01,0x00, }; const uint64_t get_rows_q8_0_f32_len = 3628; unsigned char matmul_f16_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xd9,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xd8,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, +0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, 0x06,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x51,0x01,0x00,0x00, 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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, 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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, 0x06,0x00,0x00,0x00,0x43,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0x42,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x44,0x01,0x00,0x00,0xf6,0x00,0x00,0x00,0x43,0x01,0x00,0x00, @@ -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, 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+11386,21 @@ unsigned char matmul_f16_data[] = { 0xbb,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 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, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xfc,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x31,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x39,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x7f,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x80,0x02,0x00,0x00,0x7f,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0x81,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x80,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x81,0x02,0x00,0x00, -0x82,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x87,0x02,0x00,0x00,0x05,0x00,0x00,0x00, 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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, @@ -12180,753 +12179,724 @@ unsigned char matmul_f16_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, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf4,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, 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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, @@ -13101,7 +13071,7 @@ unsigned char matmul_f16_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, @@ 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0xf6,0x00,0x04,0x00,0xb4,0x00,0x00,0x00,0xb3,0x00,0x00,0x00, @@ -13329,343 +13301,341 @@ unsigned char matmul_f16_aligned_fp32_data[] = { 0xf9,0x00,0x02,0x00,0xd4,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xd4,0x00,0x00,0x00,0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00, 0xc0,0x02,0x00,0x00,0xb0,0x00,0x00,0x00,0xb4,0x00,0x00,0x00, -0x76,0x01,0x00,0x00,0xd7,0x00,0x00,0x00,0xf5,0x00,0x07,0x00, -0x06,0x00,0x00,0x00,0xbc,0x02,0x00,0x00,0x9e,0x00,0x00,0x00, -0xb4,0x00,0x00,0x00,0x73,0x01,0x00,0x00,0xd7,0x00,0x00,0x00, +0x77,0x01,0x00,0x00,0xd7,0x00,0x00,0x00,0xf5,0x00,0x07,0x00, +0x06,0x00,0x00,0x00,0xbc,0x02,0x00,0x00,0x9f,0x00,0x00,0x00, +0xb4,0x00,0x00,0x00,0x74,0x01,0x00,0x00,0xd7,0x00,0x00,0x00, 0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xa8,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0xb4,0x00,0x00,0x00,0x21,0x02,0x00,0x00, +0x85,0x00,0x00,0x00,0xb4,0x00,0x00,0x00,0x22,0x02,0x00,0x00, 0xd7,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00, -0xdb,0x00,0x00,0x00,0xa8,0x02,0x00,0x00,0x8e,0x00,0x00,0x00, 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+0x06,0x00,0x00,0x00,0x28,0x02,0x00,0x00,0x97,0x00,0x00,0x00, +0x27,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +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, 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+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, 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0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, @@ -13883,77 +13853,77 @@ unsigned char matmul_f16_f32_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, -0x10,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x11,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, 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0xbd,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 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, 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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, -0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x81,0x02,0x00,0x00, -0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x82,0x02,0x00,0x00, -0x81,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0x83,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x82,0x02,0x00,0x00,0x3b,0x00,0x04,0x00, -0x83,0x02,0x00,0x00,0x84,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x89,0x02,0x00,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0x32,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0x3a,0x02,0x00,0x00, +0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0x80,0x02,0x00,0x00, +0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00,0x81,0x02,0x00,0x00, +0x80,0x02,0x00,0x00,0x20,0x00,0x04,0x00,0x82,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x81,0x02,0x00,0x00,0x3b,0x00,0x04,0x00, +0x82,0x02,0x00,0x00,0x83,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x88,0x02,0x00,0x00, 0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -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, 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+14281,173 @@ unsigned char matmul_f16_f32_data[] = { 0x3e,0x00,0x03,0x00,0x60,0x01,0x00,0x00,0x5f,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0x41,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x61,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x64,0x01,0x00,0x00,0x7d,0x00,0x00,0x00,0xba,0x02,0x00,0x00, +0x64,0x01,0x00,0x00,0x7e,0x00,0x00,0x00,0xb9,0x02,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x66,0x01,0x00,0x00, 0x64,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x68,0x01,0x00,0x00,0x66,0x01,0x00,0x00, -0x78,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x14,0x01,0x00,0x00, +0x79,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x14,0x01,0x00,0x00, 0x69,0x01,0x00,0x00,0x46,0x01,0x00,0x00,0x68,0x01,0x00,0x00, 0x3e,0x00,0x03,0x00,0x69,0x01,0x00,0x00,0x1e,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0x41,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x41,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0x2b,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x2b,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 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matmul_f16_f32_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x13,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xfd,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, -0x05,0x01,0x00,0x00,0x63,0x01,0x00,0x00,0x6b,0x01,0x00,0x00, -0x74,0x02,0x00,0x00,0xbd,0x02,0x00,0x00,0x10,0x00,0x06,0x00, +0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, +0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, 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+15634,78 @@ unsigned char matmul_f16_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, 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, -0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 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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, @@ -15780,7 +15715,7 @@ unsigned char matmul_f16_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, @@ -15790,731 +15725,730 @@ unsigned char matmul_f16_f32_aligned_fp32_data[] = { 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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, @@ -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, 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, 0x44,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x43,0x01,0x00,0x00, @@ -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, 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-0xcd,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -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, 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+0xf9,0x00,0x02,0x00,0x3c,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +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, 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0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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, 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-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, @@ -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, 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+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, 0x44,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x43,0x01,0x00,0x00, @@ -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, 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0xbb,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xbb,0x01,0x00,0x00, 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, 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+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, @@ -18357,8 +18291,8 @@ unsigned char matmul_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, @@ -18368,18 +18302,18 @@ unsigned char matmul_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, 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, +0x80,0x00,0x00,0x00,0x6d,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, +0x84,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0xf7,0x00,0x00,0x00, 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, +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, -0x21,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x21,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x23,0x01,0x00,0x00, 0x51,0x00,0x00,0x00,0x22,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0x23,0x01,0x00,0x00,0x39,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x23,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x25,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x43,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x44,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa6,0x00,0x00,0x00,0x43,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0x45,0x01,0x00,0x00,0xf6,0x00,0x00,0x00, @@ -18409,32 +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, 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0x10,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xc3,0x00,0x00,0x00, 0x13,0x01,0x00,0x00,0x12,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0xf6,0x00,0x00,0x00,0x14,0x01,0x00,0x00,0x13,0x01,0x00,0x00, @@ -18645,32 +18579,32 @@ unsigned char matmul_f32_data[] = { 0x16,0x01,0x00,0x00,0x14,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 0xf5,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x17,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x1a,0x01,0x00,0x00, -0x73,0x00,0x00,0x00,0xb9,0x02,0x00,0x00,0x84,0x00,0x05,0x00, +0x74,0x00,0x00,0x00,0xb8,0x02,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x1c,0x01,0x00,0x00,0x1a,0x01,0x00,0x00, 0x1b,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x1e,0x01,0x00,0x00,0x1c,0x01,0x00,0x00,0x6e,0x00,0x00,0x00, +0x1e,0x01,0x00,0x00,0x1c,0x01,0x00,0x00,0x6f,0x00,0x00,0x00, 0x41,0x00,0x05,0x00,0x15,0x01,0x00,0x00,0x20,0x01,0x00,0x00, 0xfb,0x00,0x00,0x00,0x1e,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x20,0x01,0x00,0x00,0x1f,0x01,0x00,0x00,0xf9,0x00,0x02,0x00, 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0x2b,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x2a,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x33,0x01,0x00,0x00, -0xa7,0x00,0x00,0x00,0x7d,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0xa7,0x00,0x00,0x00,0x7e,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x35,0x01,0x00,0x00,0x33,0x01,0x00,0x00, -0xba,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x36,0x01,0x00,0x00,0x12,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, +0xb9,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0x17,0x00,0x00,0x00, +0x36,0x01,0x00,0x00,0x14,0x00,0x00,0x00,0xcf,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x37,0x01,0x00,0x00, 0x36,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, 0x38,0x01,0x00,0x00,0x35,0x01,0x00,0x00,0x37,0x01,0x00,0x00, @@ -18678,9 +18612,9 @@ unsigned char matmul_f32_data[] = { 0xfa,0x00,0x04,0x00,0x38,0x01,0x00,0x00,0x39,0x01,0x00,0x00, 0x3a,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x39,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, -0xa9,0x02,0x00,0x00,0x78,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, +0xa8,0x02,0x00,0x00,0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, 0xc1,0x00,0x00,0x00,0x3f,0x01,0x00,0x00,0x3d,0x01,0x00,0x00, -0x8d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x3a,0x01,0x00,0x00, +0x8e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x3a,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x3a,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, 0xc1,0x00,0x00,0x00,0x40,0x01,0x00,0x00,0x38,0x01,0x00,0x00, 0x2a,0x01,0x00,0x00,0x3f,0x01,0x00,0x00,0x39,0x01,0x00,0x00, @@ -18688,17 +18622,17 @@ unsigned char matmul_f32_data[] = { 0xfa,0x00,0x04,0x00,0x40,0x01,0x00,0x00,0x41,0x01,0x00,0x00, 0x61,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x41,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4a,0x01,0x00,0x00, -0x7d,0x00,0x00,0x00,0xba,0x02,0x00,0x00,0x84,0x00,0x05,0x00, +0x7e,0x00,0x00,0x00,0xb9,0x02,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x4c,0x01,0x00,0x00,0x4a,0x01,0x00,0x00, 0x4b,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x4e,0x01,0x00,0x00,0x4c,0x01,0x00,0x00,0x78,0x00,0x00,0x00, +0x4e,0x01,0x00,0x00,0x4c,0x01,0x00,0x00,0x79,0x00,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x59,0x01,0x00,0x00, 0x4a,0x01,0x00,0x00,0xaa,0x00,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x5a,0x01,0x00,0x00,0xc1,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x5a,0x01,0x00,0x00,0xc0,0x02,0x00,0x00, 0x59,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x5c,0x01,0x00,0x00,0x5a,0x01,0x00,0x00,0x78,0x00,0x00,0x00, +0x5c,0x01,0x00,0x00,0x5a,0x01,0x00,0x00,0x79,0x00,0x00,0x00, 0x41,0x00,0x06,0x00,0x11,0x01,0x00,0x00,0x5d,0x01,0x00,0x00, -0x52,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x5c,0x01,0x00,0x00, +0x52,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0x5c,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0x5e,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0xf6,0x00,0x00,0x00, 0x5f,0x01,0x00,0x00,0x5e,0x01,0x00,0x00,0x41,0x00,0x05,0x00, @@ -18706,173 +18640,173 @@ unsigned char matmul_f32_data[] = { 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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, +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, 0x1f,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x67,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x66,0x01,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x66,0x01,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x68,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x67,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x67,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x6b,0x01,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x6c,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, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x6f,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, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x8a,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,0x00,0x04,0x00,0x8b,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0x8a,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0x8c,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0x8b,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x9c,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, 0x06,0x00,0x00,0x00,0xb7,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xb8,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0xb7,0x01,0x00,0x00, @@ -21109,20 +21006,20 @@ unsigned char matmul_f32_fp32_data[] = { 0xb8,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xc2,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xca,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, 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+0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x2b,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x33,0x02,0x00,0x00,0x01,0x00,0x00,0x00, +0x1d,0x00,0x03,0x00,0x79,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, +0x1e,0x00,0x03,0x00,0x7a,0x02,0x00,0x00,0x79,0x02,0x00,0x00, +0x20,0x00,0x04,0x00,0x7b,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0x7a,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x7b,0x02,0x00,0x00, +0x7c,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0x81,0x02,0x00,0x00,0x05,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x8e,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, @@ -21132,159 +21029,159 @@ unsigned char matmul_f32_fp32_data[] = { 0x07,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00, 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0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x35,0x01,0x00,0x00, 0x36,0x01,0x00,0x00,0x37,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x36,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x3a,0x01,0x00,0x00,0xa2,0x02,0x00,0x00,0x78,0x00,0x00,0x00, +0x3a,0x01,0x00,0x00,0xa1,0x02,0x00,0x00,0x79,0x00,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0x3c,0x01,0x00,0x00, -0x3a,0x01,0x00,0x00,0x8d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x3a,0x01,0x00,0x00,0x8e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x37,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x37,0x01,0x00,0x00, 0xf5,0x00,0x07,0x00,0xc1,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, 0x35,0x01,0x00,0x00,0x27,0x01,0x00,0x00,0x3c,0x01,0x00,0x00, @@ -21352,190 +21249,190 @@ unsigned char matmul_f32_fp32_data[] = { 0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x3d,0x01,0x00,0x00, 0x3e,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x3e,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x47,0x01,0x00,0x00,0x7d,0x00,0x00,0x00,0xb3,0x02,0x00,0x00, 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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, 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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, 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, 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+0xc9,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xc9,0x02,0x00,0x00,0x21,0x00,0x00,0x00, 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, @@ -21812,77 +21709,77 @@ unsigned char matmul_q2_k_f32_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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0x06,0x00,0x00,0x00,0xbc,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, @@ -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, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xb1,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0xb0,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0xb2,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0xb1,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0xb5,0x01,0x00,0x00,0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xb6,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xb9,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xd4,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xd5,0x01,0x00,0x00,0x19,0x01,0x00,0x00,0xd4,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0xd6,0x01,0x00,0x00,0x07,0x00,0x00,0x00, 0xd5,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xe6,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xec,0x01,0x00,0x00, +0xe6,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xec,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0x19,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x02,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, @@ -21997,21 +21894,21 @@ unsigned char matmul_q2_k_f32_data[] = { 0x03,0x02,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x0d,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x15,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x44,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x79,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x81,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0xc7,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0xc8,0x02,0x00,0x00,0xc7,0x02,0x00,0x00, -0x20,0x00,0x04,0x00,0xc9,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, -0xc8,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xc9,0x02,0x00,0x00, -0xca,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0xcf,0x02,0x00,0x00,0x05,0x00,0x00,0x00, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xdc,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2c,0x00,0x05,0x00,0x13,0x01,0x00,0x00,0x4e,0x03,0x00,0x00, +0x15,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 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0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, @@ -22022,158 +21919,158 @@ unsigned char matmul_q2_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, 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0x10,0x01,0x00,0x00,0x06,0x01,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x12,0x01,0x00,0x00,0x11,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x22,0x01,0x00,0x00, -0x23,0x01,0x00,0x00,0x1f,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x23,0x01,0x00,0x00,0x1f,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x09,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0x16,0x01,0x00,0x00,0x24,0x01,0x00,0x00, 0x23,0x01,0x00,0x00,0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x25,0x01,0x00,0x00,0x24,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x28,0x01,0x00,0x00,0x09,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x22,0x01,0x00,0x00, -0x29,0x01,0x00,0x00,0x1f,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x22,0x01,0x00,0x00, +0x29,0x01,0x00,0x00,0x1f,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0xfb,0x00,0x00,0x00,0xcf,0x00,0x00,0x00,0x28,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0x16,0x01,0x00,0x00,0x2a,0x01,0x00,0x00, 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0x3a,0x01,0x00,0x00,0x39,0x01,0x00,0x00,0x51,0x00,0x05,0x00, @@ -22229,7 +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, 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-0x73,0x01,0x00,0x00,0x04,0x03,0x00,0x00,0xa6,0x00,0x00,0x00, +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, +0x8e,0x01,0x00,0x00,0x7e,0x00,0x00,0x00,0x03,0x03,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x90,0x01,0x00,0x00, 0x8e,0x01,0x00,0x00,0x8f,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x92,0x01,0x00,0x00,0x90,0x01,0x00,0x00, -0x78,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x79,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x9d,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0xaa,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x9e,0x01,0x00,0x00, -0x0b,0x03,0x00,0x00,0x9d,0x01,0x00,0x00,0x80,0x00,0x05,0x00, +0x0a,0x03,0x00,0x00,0x9d,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x9e,0x01,0x00,0x00, -0x78,0x00,0x00,0x00,0x41,0x00,0x06,0x00,0xa1,0x01,0x00,0x00, -0xa2,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x79,0x00,0x00,0x00,0x41,0x00,0x06,0x00,0xa1,0x01,0x00,0x00, +0xa2,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 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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, @@ -22662,47 +22559,47 @@ unsigned char matmul_q2_k_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,0x00,0x00,0x00,0x1f,0x01,0x00,0x00,0x58,0x01,0x00,0x00, -0x8d,0x01,0x00,0x00,0x95,0x01,0x00,0x00,0xa2,0x02,0x00,0x00, -0xeb,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, +0x8d,0x01,0x00,0x00,0x95,0x01,0x00,0x00,0xa1,0x02,0x00,0x00, +0xea,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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+0xea,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xea,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, @@ -22756,78 +22653,78 @@ unsigned char matmul_q2_k_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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+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, @@ -22837,7 +22734,7 @@ unsigned char matmul_q2_k_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, @@ -22847,10 +22744,10 @@ unsigned char matmul_q2_k_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,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x02,0x01,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x04,0x01,0x00,0x00, @@ -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, +0xd7,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xda,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xf5,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xf6,0x01,0x00,0x00, +0xda,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xf5,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xf6,0x01,0x00,0x00, 0x19,0x01,0x00,0x00,0xf5,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xf7,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xf6,0x01,0x00,0x00, 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, 0x20,0x00,0x04,0x00,0x0d,0x02,0x00,0x00,0x07,0x00,0x00,0x00, 0x19,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x23,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -22946,21 +22843,21 @@ unsigned char matmul_q2_k_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x2e,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x36,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x65,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x9a,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x99,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0xa2,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0xe8,0x02,0x00,0x00,0xc4,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0xe9,0x02,0x00,0x00,0xe8,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0xea,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xe9,0x02,0x00,0x00, -0x3b,0x00,0x04,0x00,0xea,0x02,0x00,0x00,0xeb,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xf0,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, -0x06,0x00,0x00,0x00,0xfd,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2c,0x00,0x05,0x00, -0x13,0x01,0x00,0x00,0x67,0x03,0x00,0x00,0x47,0x01,0x00,0x00, +0xa1,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0xe7,0x02,0x00,0x00,0xc4,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, +0xe8,0x02,0x00,0x00,0xe7,0x02,0x00,0x00,0x20,0x00,0x04,0x00, +0xe9,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xe8,0x02,0x00,0x00, +0x3b,0x00,0x04,0x00,0xe9,0x02,0x00,0x00,0xea,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0xef,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x06,0x00,0x00,0x00,0xfc,0x02,0x00,0x00,0x84,0x00,0x00,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x2c,0x00,0x05,0x00, +0x13,0x01,0x00,0x00,0x66,0x03,0x00,0x00,0x47,0x01,0x00,0x00, 0x47,0x01,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x03,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, @@ -22971,158 +22868,158 @@ unsigned char matmul_q2_k_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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0x39,0x01,0x00,0x00,0x51,0x00,0x05,0x00,0xc4,0x00,0x00,0x00, @@ -23178,7 +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, 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0x88,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x9b,0x01,0x00,0x00, 0x9a,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -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, 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-0x60,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +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, 0xc0,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, @@ -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, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xac,0x01,0x00,0x00, -0x84,0x00,0x00,0x00,0xab,0x01,0x00,0x00,0x77,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0xab,0x01,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xad,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0xac,0x01,0x00,0x00,0x6c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0xac,0x01,0x00,0x00,0x6d,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xb0,0x01,0x00,0x00, 0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xb1,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0xb1,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xb4,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xcf,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xd0,0x01,0x00,0x00, +0xb4,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xcf,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0xd0,0x01,0x00,0x00, 0xc4,0x00,0x00,0x00,0xcf,0x01,0x00,0x00,0x20,0x00,0x04,0x00, 0xd1,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0xd0,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xe1,0x01,0x00,0x00, -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, 0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0xbc,0x00,0x00,0x00, 0x1c,0x00,0x04,0x00,0xfd,0x01,0x00,0x00,0xc4,0x00,0x00,0x00, @@ -23924,21 +23821,21 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0x06,0x00,0x00,0x00,0x07,0x02,0x00,0x00,0x86,0x00,0x00,0x00, 0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x0f,0x02,0x00,0x00,0x80,0x00,0x00,0x00, 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+24019,27 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 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, 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0x49,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0xcd,0x00,0x00,0x00, @@ -24405,219 +24302,219 @@ unsigned char matmul_q2_k_f32_aligned_fp32_data[] = { 0x4a,0x02,0x00,0x00,0x50,0x02,0x00,0x00,0x53,0x02,0x00,0x00, 0x3e,0x00,0x03,0x00,0x52,0x02,0x00,0x00,0x54,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x57,0x02,0x00,0x00, -0x13,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x12,0x03,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x33,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x35,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x2e,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x2e,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x59,0x02,0x00,0x00,0x11,0x03,0x00,0x00,0xd0,0x00,0x00,0x00, +0x59,0x02,0x00,0x00,0x10,0x03,0x00,0x00,0xd0,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x2b,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, 0x2d,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x26,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x26,0x02,0x00,0x00,0x80,0x00,0x05,0x00, 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-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, @@ -24747,7 +24644,7 @@ unsigned char matmul_q2_k_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, @@ -24757,10 +24654,10 @@ unsigned char matmul_q2_k_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,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x01,0x01,0x00,0x00,0x40,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x03,0x01,0x00,0x00, @@ -24789,9 +24686,9 @@ unsigned char matmul_q2_k_f32_fp32_data[] = { 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, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x55,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x37,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, +0x38,0x00,0x00,0x00,0x54,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x56,0x01,0x00,0x00,0xc3,0x00,0x00,0x00,0x55,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x57,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x56,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x57,0x01,0x00,0x00, @@ -24799,50 +24696,50 @@ unsigned char matmul_q2_k_f32_fp32_data[] = { 0x5c,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x63,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00,0x09,0x00,0x00,0x00, -0x64,0x01,0x00,0x00,0x63,0x01,0x00,0x00,0x39,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x64,0x01,0x00,0x00,0x63,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 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0x39,0x01,0x00,0x00,0x51,0x00,0x05,0x00,0xc3,0x00,0x00,0x00, @@ -25082,7 +24979,7 @@ unsigned char matmul_q2_k_f32_fp32_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, -0x46,0x01,0x00,0x00,0x47,0x03,0x00,0x00,0x70,0x00,0x04,0x00, +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, 0x58,0x01,0x00,0x00,0x5f,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x62,0x01,0x00,0x00,0x61,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x69,0x01,0x00,0x00,0xfc,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x69,0x01,0x00,0x00,0xfb,0x02,0x00,0x00, 0x67,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0xdc,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xde,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x6b,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x6b,0x01,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xfd,0x02,0x00,0x00, -0x3e,0x00,0x00,0x00,0xde,0x00,0x00,0x00,0xb0,0x01,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xfc,0x02,0x00,0x00, +0x3f,0x00,0x00,0x00,0xde,0x00,0x00,0x00,0xb0,0x01,0x00,0x00, 0x6e,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, -0x71,0x01,0x00,0x00,0xfd,0x02,0x00,0x00,0xa6,0x00,0x00,0x00, +0x71,0x01,0x00,0x00,0xfc,0x02,0x00,0x00,0xa6,0x00,0x00,0x00, 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0x7b,0x01,0x00,0x00,0x7c,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x7b,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x7f,0x01,0x00,0x00,0xec,0x02,0x00,0x00,0x78,0x00,0x00,0x00, +0x7f,0x01,0x00,0x00,0xeb,0x02,0x00,0x00,0x79,0x00,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0x81,0x01,0x00,0x00, -0x7f,0x01,0x00,0x00,0x8d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x7f,0x01,0x00,0x00,0x8e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x7c,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x7c,0x01,0x00,0x00, 0xf5,0x00,0x07,0x00,0xc1,0x00,0x00,0x00,0x82,0x01,0x00,0x00, 0x7a,0x01,0x00,0x00,0x6c,0x01,0x00,0x00,0x81,0x01,0x00,0x00, @@ -25139,190 +25036,190 @@ unsigned char matmul_q2_k_f32_fp32_data[] = { 0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x82,0x01,0x00,0x00, 0x83,0x01,0x00,0x00,0xa3,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x83,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x8c,0x01,0x00,0x00,0x7d,0x00,0x00,0x00,0xfd,0x02,0x00,0x00, +0x8c,0x01,0x00,0x00,0x7e,0x00,0x00,0x00,0xfc,0x02,0x00,0x00, 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0xbf,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb7,0x00,0x00,0x00, @@ -25682,7 +25579,7 @@ unsigned char matmul_q3_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, @@ -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, 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0x13,0x01,0x00,0x00,0x02,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x22,0x01,0x00,0x00, -0x1c,0x01,0x00,0x00,0xc4,0x00,0x05,0x00,0x13,0x00,0x00,0x00, +0x1c,0x01,0x00,0x00,0xc4,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 0x25,0x01,0x00,0x00,0xcf,0x00,0x00,0x00,0x24,0x01,0x00,0x00, 0x7c,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x26,0x01,0x00,0x00, 0x25,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, @@ -25997,29 +25894,29 @@ unsigned char matmul_q3_k_f32_data[] = { 0xfa,0x00,0x04,0x00,0x2b,0x01,0x00,0x00,0x2e,0x01,0x00,0x00, 0x50,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x2e,0x01,0x00,0x00, 0x82,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, -0x18,0x01,0x00,0x00,0x3e,0x00,0x00,0x00,0x41,0x00,0x08,0x00, +0x18,0x01,0x00,0x00,0x3f,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x3e,0x01,0x00,0x00,0x3f,0x01,0x00,0x00,0x3a,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0x85,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 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+25925,29 @@ unsigned char matmul_q3_k_f32_data[] = { 0xfa,0x00,0x04,0x00,0x52,0x01,0x00,0x00,0x54,0x01,0x00,0x00, 0x69,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x54,0x01,0x00,0x00, 0x82,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x58,0x01,0x00,0x00, -0x18,0x01,0x00,0x00,0x3e,0x00,0x00,0x00,0x41,0x00,0x08,0x00, +0x18,0x01,0x00,0x00,0x3f,0x00,0x00,0x00,0x41,0x00,0x08,0x00, 0x3e,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x3a,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0x85,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00,0x86,0x00,0x00,0x00, 0x58,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0x30,0x01,0x00,0x00, 0x5a,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x71,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x5b,0x01,0x00,0x00,0x5a,0x01,0x00,0x00, -0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x5c,0x01,0x00,0x00, -0x5b,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x13,0x00,0x00,0x00, +0x7c,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x5c,0x01,0x00,0x00, +0x5b,0x01,0x00,0x00,0xc7,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 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+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, @@ -26164,34 +26061,34 @@ unsigned char matmul_q3_k_f32_data[] = { 0xc6,0x01,0x00,0x00,0xaa,0x01,0x00,0x00,0xf7,0x00,0x00,0x00, 0x3e,0x00,0x03,0x00,0xc6,0x01,0x00,0x00,0xc4,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xc8,0x01,0x00,0x00, -0xf7,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0xf7,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xcc,0x01,0x00,0x00,0x0b,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00, -0xcd,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00, +0xcd,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 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+0xa8,0x00,0x00,0x00,0x82,0x00,0x05,0x00,0x15,0x00,0x00,0x00, 0xe0,0x01,0x00,0x00,0xd5,0x01,0x00,0x00,0xdf,0x01,0x00,0x00, 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, 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+0x16,0x02,0x00,0x00,0x35,0x00,0x00,0x00,0x20,0x02,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc3,0x00,0x00,0x00,0x23,0x02,0x00,0x00, 0x22,0x02,0x00,0x00,0x73,0x00,0x04,0x00,0x35,0x01,0x00,0x00, 0x24,0x02,0x00,0x00,0x23,0x02,0x00,0x00,0x41,0x00,0x05,0x00, @@ -26253,173 +26150,173 @@ unsigned char matmul_q3_k_f32_data[] = { 0x12,0x02,0x00,0x00,0x3e,0x00,0x03,0x00,0x25,0x02,0x00,0x00, 0x24,0x02,0x00,0x00,0xf9,0x00,0x02,0x00,0x06,0x02,0x00,0x00, 0xf8,0x00,0x02,0x00,0x26,0x02,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x29,0x02,0x00,0x00,0x7d,0x00,0x00,0x00, -0x80,0x03,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x29,0x02,0x00,0x00,0x7e,0x00,0x00,0x00, +0x7f,0x03,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x2b,0x02,0x00,0x00,0x29,0x02,0x00,0x00,0x2a,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x2d,0x02,0x00,0x00, -0x2b,0x02,0x00,0x00,0x78,0x00,0x00,0x00,0x41,0x00,0x05,0x00, +0x2b,0x02,0x00,0x00,0x79,0x00,0x00,0x00,0x41,0x00,0x05,0x00, 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unsigned char matmul_q3_k_f32_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -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, 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+26584,15 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x47,0x00,0x04,0x00,0x15,0x02,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x15,0x02,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x22,0x03,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x68,0x03,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x69,0x03,0x00,0x00, +0x21,0x03,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x67,0x03,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x68,0x03,0x00,0x00, 0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x69,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x69,0x03,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6b,0x03,0x00,0x00, +0x68,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x68,0x03,0x00,0x00, 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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, @@ -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, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x53,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x52,0x02,0x00,0x00, -0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x56,0x02,0x00,0x00,0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x57,0x02,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x5a,0x02,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x75,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0x76,0x02,0x00,0x00,0x35,0x01,0x00,0x00,0x75,0x02,0x00,0x00, 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, -0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x1a,0x03,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x0a,0x00,0x00,0x00,0x22,0x03,0x00,0x00,0x01,0x00,0x00,0x00, -0x1d,0x00,0x03,0x00,0x68,0x03,0x00,0x00,0xc4,0x00,0x00,0x00, -0x1e,0x00,0x03,0x00,0x69,0x03,0x00,0x00,0x68,0x03,0x00,0x00, -0x20,0x00,0x04,0x00,0x6a,0x03,0x00,0x00,0x0c,0x00,0x00,0x00, -0x69,0x03,0x00,0x00,0x3b,0x00,0x04,0x00,0x6a,0x03,0x00,0x00, -0x6b,0x03,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x70,0x03,0x00,0x00,0x05,0x00,0x00,0x00, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7d,0x03,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0xb6,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0xe5,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x19,0x03,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x21,0x03,0x00,0x00,0x01,0x00,0x00,0x00, +0x1d,0x00,0x03,0x00,0x67,0x03,0x00,0x00,0xc4,0x00,0x00,0x00, +0x1e,0x00,0x03,0x00,0x68,0x03,0x00,0x00,0x67,0x03,0x00,0x00, +0x20,0x00,0x04,0x00,0x69,0x03,0x00,0x00,0x0c,0x00,0x00,0x00, +0x68,0x03,0x00,0x00,0x3b,0x00,0x04,0x00,0x69,0x03,0x00,0x00, +0x6a,0x03,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0x6f,0x03,0x00,0x00,0x05,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7c,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, @@ -26920,159 +26817,159 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x07,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00, 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0x0c,0x01,0x00,0x00,0x07,0x01,0x00,0x00,0x0b,0x01,0x00,0x00, 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x18,0x01,0x00,0x00, -0xff,0x00,0x00,0x00,0x77,0x00,0x00,0x00,0x89,0x00,0x05,0x00, +0xff,0x00,0x00,0x00,0x78,0x00,0x00,0x00,0x89,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x1b,0x01,0x00,0x00,0xff,0x00,0x00,0x00, 0x02,0x01,0x00,0x00,0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x1c,0x01,0x00,0x00,0x1b,0x01,0x00,0x00,0x09,0x01,0x00,0x00, @@ -27096,7 +26993,7 @@ unsigned char matmul_q3_k_f32_aligned_data[] = { 0x06,0x00,0x00,0x00,0x22,0x01,0x00,0x00,0x14,0x01,0x00,0x00, 0x03,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x24,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0x1c,0x01,0x00,0x00, -0xc4,0x00,0x05,0x00,0x13,0x00,0x00,0x00,0x25,0x01,0x00,0x00, +0xc4,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x25,0x01,0x00,0x00, 0xd0,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x7c,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0x25,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00,0x2b,0x01,0x00,0x00, @@ 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+0x35,0x00,0x00,0x00,0xff,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +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, 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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, @@ -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, 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-0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x61,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x7c,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0xbc,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x7d,0x02,0x00,0x00, 0xc4,0x00,0x00,0x00,0x7c,0x02,0x00,0x00,0x20,0x00,0x04,0x00, @@ -28034,20 +27931,20 @@ unsigned char matmul_q3_k_f32_aligned_fp32_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x87,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x8f,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, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xf1,0x02,0x00,0x00, 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0xc2,0x00,0x00,0x00,0x52,0x01,0x00,0x00,0x18,0x01,0x00,0x00, @@ -28272,30 +28169,30 @@ unsigned char matmul_q3_k_f32_aligned_fp32_data[] = { 0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x52,0x01,0x00,0x00, 0x54,0x01,0x00,0x00,0x69,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x54,0x01,0x00,0x00,0x82,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x58,0x01,0x00,0x00,0x18,0x01,0x00,0x00,0x3e,0x00,0x00,0x00, +0x58,0x01,0x00,0x00,0x18,0x01,0x00,0x00,0x3f,0x00,0x00,0x00, 0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00,0x59,0x01,0x00,0x00, -0x3a,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, -0x86,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, +0x3a,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfc,0x00,0x00,0x00, +0x87,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0x30,0x01,0x00,0x00,0x5a,0x01,0x00,0x00,0x59,0x01,0x00,0x00, 0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x5b,0x01,0x00,0x00, -0x5a,0x01,0x00,0x00,0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 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{ 0xc5,0x01,0x00,0x00,0xaa,0x01,0x00,0x00,0xf8,0x00,0x00,0x00, 0x3e,0x00,0x03,0x00,0xc5,0x01,0x00,0x00,0xc3,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xc7,0x01,0x00,0x00, -0xf8,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x80,0x00,0x05,0x00, +0xf8,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0xcb,0x01,0x00,0x00,0x0c,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00, -0xcc,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00, +0xcc,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0xfc,0x00,0x00,0x00,0xd0,0x00,0x00,0x00,0xcb,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0x30,0x01,0x00,0x00,0xcd,0x01,0x00,0x00, 0xcc,0x01,0x00,0x00,0xc2,0x00,0x05,0x00,0x30,0x01,0x00,0x00, 0xcf,0x01,0x00,0x00,0xcd,0x01,0x00,0x00,0x1f,0x01,0x00,0x00, 0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xd0,0x01,0x00,0x00, -0xcf,0x01,0x00,0x00,0x7c,0x00,0x04,0x00,0x13,0x00,0x00,0x00, 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+0x06,0x03,0x00,0x00,0xf8,0x00,0x02,0x00,0x08,0x03,0x00,0x00, +0xf9,0x00,0x02,0x00,0x01,0x03,0x00,0x00,0xf8,0x00,0x02,0x00, +0x01,0x03,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x64,0x03,0x00,0x00,0x67,0x03,0x00,0x00,0xd0,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0xfe,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x00,0x03,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q3_k_f32_aligned_fp32_len = 12972; unsigned char matmul_q3_k_f32_fp32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xa1,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xa0,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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, @@ -28841,47 +28738,47 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 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-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, @@ -28916,15 +28813,15 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x14,0x02,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x14,0x02,0x00,0x00,0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xfa,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x40,0x03,0x00,0x00, +0x47,0x00,0x04,0x00,0xf9,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, 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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, @@ -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, +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, 0x06,0x00,0x00,0x00,0x05,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x06,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xa6,0x00,0x00,0x00,0x05,0x02,0x00,0x00,0x1c,0x00,0x04,0x00, 0x07,0x02,0x00,0x00,0xc3,0x00,0x00,0x00,0x06,0x02,0x00,0x00, @@ -29085,7 +28982,7 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x07,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0x08,0x02,0x00,0x00, 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, -0x2c,0x02,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x2c,0x02,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x2e,0x02,0x00,0x00,0x86,0x00,0x00,0x00, -0x2d,0x02,0x00,0x00,0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x2d,0x02,0x00,0x00,0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x31,0x02,0x00,0x00,0x08,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x32,0x02,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x35,0x02,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x50,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, 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0x24,0x01,0x00,0x00,0x22,0x01,0x00,0x00,0x1c,0x01,0x00,0x00, -0xc4,0x00,0x05,0x00,0x13,0x00,0x00,0x00,0x25,0x01,0x00,0x00, +0xc4,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x25,0x01,0x00,0x00, 0xcf,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x7c,0x00,0x04,0x00, 0x06,0x00,0x00,0x00,0x26,0x01,0x00,0x00,0x25,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00,0x2b,0x01,0x00,0x00, @@ -29327,29 +29224,29 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x2b,0x01,0x00,0x00,0x2e,0x01,0x00,0x00,0x50,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x2e,0x01,0x00,0x00,0x82,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x3d,0x01,0x00,0x00,0x18,0x01,0x00,0x00, -0x3e,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00, -0x3f,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xfb,0x00,0x00,0x00,0x85,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, +0x3f,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00, +0x3f,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xfb,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, 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+29255,29 @@ unsigned char matmul_q3_k_f32_fp32_data[] = { 0x52,0x01,0x00,0x00,0x54,0x01,0x00,0x00,0x69,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x54,0x01,0x00,0x00,0x82,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x58,0x01,0x00,0x00,0x18,0x01,0x00,0x00, -0x3e,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00, -0x59,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0xfb,0x00,0x00,0x00,0x85,0x00,0x00,0x00,0x58,0x01,0x00,0x00, +0x3f,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x3e,0x01,0x00,0x00, +0x59,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0xfb,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0x58,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0x30,0x01,0x00,0x00,0x5a,0x01,0x00,0x00, 0x59,0x01,0x00,0x00,0x71,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x5b,0x01,0x00,0x00,0x5a,0x01,0x00,0x00,0x7c,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x5b,0x01,0x00,0x00, -0xc7,0x00,0x05,0x00,0x13,0x00,0x00,0x00,0x5d,0x01,0x00,0x00, +0x15,0x00,0x00,0x00,0x5c,0x01,0x00,0x00,0x5b,0x01,0x00,0x00, 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-0xdc,0x01,0x00,0x00,0x3e,0x00,0x00,0x00,0xa9,0x00,0x06,0x00, -0x13,0x00,0x00,0x00,0xde,0x01,0x00,0x00,0xdd,0x01,0x00,0x00, -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, 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0x06,0x00,0x00,0x00,0xf7,0x01,0x00,0x00,0xf5,0x01,0x00,0x00, -0x79,0x03,0x00,0x00,0x41,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -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, 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+0xf9,0x00,0x02,0x00,0x07,0x03,0x00,0x00,0xf8,0x00,0x02,0x00, +0x09,0x03,0x00,0x00,0xf9,0x00,0x02,0x00,0x02,0x03,0x00,0x00, +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, 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-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, @@ -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, 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+29916,77 @@ unsigned char matmul_q4_0_f32_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, -0x09,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x11,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00, -0x15,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 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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, @@ -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, +0x38,0x00,0x00,0x00,0x23,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, 0x25,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x24,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0x26,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0x25,0x01,0x00,0x00,0x3b,0x00,0x04,0x00,0x26,0x01,0x00,0x00, @@ -30141,51 +30038,51 @@ unsigned char matmul_q4_0_f32_data[] = { 0x2c,0x01,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x01,0x00,0x00, 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, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x35,0x01,0x00,0x00,0x34,0x01,0x00,0x00,0x3a,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, 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0x1c,0x00,0x04,0x00,0xa4,0x01,0x00,0x00,0x00,0x01,0x00,0x00, 0xa3,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xa5,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xb5,0x01,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0xbb,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0x00,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd1,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, @@ -30195,21 +30092,21 @@ unsigned char matmul_q4_0_f32_data[] = { 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,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x13,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 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0xfa,0x00,0x04,0x00,0x4b,0x01,0x00,0x00,0x4c,0x01,0x00,0x00, 0x4d,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x4c,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x50,0x01,0x00,0x00, -0xc0,0x02,0x00,0x00,0x78,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, +0xbf,0x02,0x00,0x00,0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00, 0xc1,0x00,0x00,0x00,0x52,0x01,0x00,0x00,0x50,0x01,0x00,0x00, -0x8d,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x4d,0x01,0x00,0x00, +0x8e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x4d,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x4d,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, 0xc1,0x00,0x00,0x00,0x53,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, 0x3d,0x01,0x00,0x00,0x52,0x01,0x00,0x00,0x4c,0x01,0x00,0x00, @@ -30443,17 +30340,17 @@ unsigned char matmul_q4_0_f32_data[] = { 0xfa,0x00,0x04,0x00,0x53,0x01,0x00,0x00,0x54,0x01,0x00,0x00, 0x75,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x54,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x5d,0x01,0x00,0x00, -0x7d,0x00,0x00,0x00,0xd1,0x02,0x00,0x00,0x84,0x00,0x05,0x00, 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-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, 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+30785,15 @@ unsigned char matmul_q4_0_f32_aligned_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, -0x47,0x00,0x04,0x00,0x73,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb9,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x72,0x02,0x00,0x00,0x0b,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, -0xba,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xba,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0xb9,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0xb9,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -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, +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,0x02,0x00,0x00,0x21,0x00,0x00,0x00, 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, 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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, @@ -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, 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+0xc0,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x06,0x00,0x00,0x00,0xcd,0x02,0x00,0x00,0x84,0x00,0x00,0x00, +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, 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+0x12,0x01,0x00,0x00,0x08,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 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, @@ -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, -0x06,0x00,0x00,0x00,0x3b,0x01,0x00,0x00,0xf3,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x3b,0x01,0x00,0x00,0xf2,0x02,0x00,0x00, 0x39,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0xdd,0x00,0x00,0x00, 0xf8,0x00,0x02,0x00,0xdf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x3d,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x3d,0x01,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xf4,0x02,0x00,0x00, -0x3e,0x00,0x00,0x00,0xdf,0x00,0x00,0x00,0xa6,0x01,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xf3,0x02,0x00,0x00, +0x3f,0x00,0x00,0x00,0xdf,0x00,0x00,0x00,0xa6,0x01,0x00,0x00, 0x3e,0x01,0x00,0x00,0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00, -0x43,0x01,0x00,0x00,0xf4,0x02,0x00,0x00,0xa7,0x00,0x00,0x00, +0x43,0x01,0x00,0x00,0xf3,0x02,0x00,0x00,0xa7,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0x3f,0x01,0x00,0x00,0x3e,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x43,0x01,0x00,0x00, 0x3e,0x01,0x00,0x00,0x3f,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x3e,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x48,0x01,0x00,0x00,0x7e,0x00,0x00,0x00,0xf4,0x02,0x00,0x00, +0x48,0x01,0x00,0x00,0x7f,0x00,0x00,0x00,0xf3,0x02,0x00,0x00, 0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4b,0x01,0x00,0x00, 0x48,0x01,0x00,0x00,0xab,0x00,0x00,0x00,0x86,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x4c,0x01,0x00,0x00,0x4b,0x01,0x00,0x00, -0x77,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x4d,0x01,0x00,0x00,0xfb,0x02,0x00,0x00,0x4c,0x01,0x00,0x00, +0x78,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x4d,0x01,0x00,0x00,0xfa,0x02,0x00,0x00,0x4c,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x4f,0x01,0x00,0x00, -0x4d,0x01,0x00,0x00,0x79,0x00,0x00,0x00,0x84,0x00,0x05,0x00, +0x4d,0x01,0x00,0x00,0x7a,0x00,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x55,0x01,0x00,0x00,0x48,0x01,0x00,0x00, 0x54,0x01,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x57,0x01,0x00,0x00,0x79,0x00,0x00,0x00,0x77,0x00,0x00,0x00, +0x57,0x01,0x00,0x00,0x7a,0x00,0x00,0x00,0x78,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x58,0x01,0x00,0x00, 0x55,0x01,0x00,0x00,0x57,0x01,0x00,0x00,0x41,0x00,0x08,0x00, 0x67,0x01,0x00,0x00,0x68,0x01,0x00,0x00,0x65,0x01,0x00,0x00, -0x34,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, +0x35,0x00,0x00,0x00,0x4f,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +0x3f,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 0x69,0x01,0x00,0x00,0x68,0x01,0x00,0x00,0x73,0x00,0x04,0x00, 0x01,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x69,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2d,0x01,0x00,0x00,0x6b,0x01,0x00,0x00, 0x5d,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x6b,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x6d,0x01,0x00,0x00,0x58,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x41,0x00,0x08,0x00,0x67,0x01,0x00,0x00, -0x6f,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x34,0x00,0x00,0x00, -0x4f,0x01,0x00,0x00,0x34,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +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, +0x9e,0x01,0x00,0x00,0x65,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x4f,0x01,0x00,0x00,0xd0,0x00,0x00,0x00,0x7b,0x01,0x00,0x00, 0x3d,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0x9f,0x01,0x00,0x00, 0x9e,0x01,0x00,0x00,0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00, @@ -31406,162 +31303,162 @@ unsigned char matmul_q4_0_f32_aligned_data[] = { 0x2d,0x01,0x00,0x00,0xa1,0x01,0x00,0x00,0x5d,0x01,0x00,0x00, 0x9c,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0xa1,0x01,0x00,0x00, 0xa0,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0xa6,0x01,0x00,0x00,0xf4,0x02,0x00,0x00,0xa4,0x01,0x00,0x00, +0xa6,0x01,0x00,0x00,0xf3,0x02,0x00,0x00,0xa4,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0x3d,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x3f,0x01,0x00,0x00,0xe0,0x00,0x04,0x00,0x0c,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0xa7,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0xaa,0x01,0x00,0x00,0xf7,0x02,0x00,0x00, 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+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, 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0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x3d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1a,0x00,0x00,0x00, -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, 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0xc0,0x00,0x00,0x00,0x84,0x00,0x00,0x00,0xb8,0x00,0x00,0x00, @@ -31918,7 +31815,7 @@ unsigned char matmul_q4_0_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, @@ -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, 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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[] = { 0x73,0x01,0x00,0x00,0x72,0x01,0x00,0x00,0x80,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x76,0x01,0x00,0x00,0x56,0x01,0x00,0x00, 0x75,0x01,0x00,0x00,0x41,0x00,0x07,0x00,0x64,0x01,0x00,0x00, -0x78,0x01,0x00,0x00,0x62,0x01,0x00,0x00,0x34,0x00,0x00,0x00, +0x78,0x01,0x00,0x00,0x62,0x01,0x00,0x00,0x35,0x00,0x00,0x00, 0x4d,0x01,0x00,0x00,0x75,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x79,0x01,0x00,0x00,0x78,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0x2c,0x01,0x00,0x00,0x7a,0x01,0x00,0x00, 0x5b,0x01,0x00,0x00,0x76,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, 0x7a,0x01,0x00,0x00,0x79,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0xca,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x7f,0x01,0x00,0x00,0xc9,0x02,0x00,0x00, 0x7d,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0x3b,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x3d,0x01,0x00,0x00,0xe0,0x00,0x04,0x00, 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+32347,219 @@ unsigned char matmul_q4_0_f32_aligned_fp32_data[] = { 0x1a,0x02,0x00,0x00,0x20,0x02,0x00,0x00,0x23,0x02,0x00,0x00, 0x3e,0x00,0x03,0x00,0x22,0x02,0x00,0x00,0x24,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x27,0x02,0x00,0x00, -0xe1,0x02,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xe0,0x02,0x00,0x00,0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0x03,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0xfe,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0xfe,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x29,0x02,0x00,0x00,0xdf,0x02,0x00,0x00,0xd0,0x00,0x00,0x00, +0x29,0x02,0x00,0x00,0xde,0x02,0x00,0x00,0xd0,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0xfb,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0xfd,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0xf6,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0xf6,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x2b,0x02,0x00,0x00,0xdd,0x02,0x00,0x00, +0x06,0x00,0x00,0x00,0x2b,0x02,0x00,0x00,0xdc,0x02,0x00,0x00, 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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, @@ -32789,7 +32686,7 @@ unsigned char matmul_q4_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, @@ -32799,10 +32696,10 @@ unsigned char matmul_q4_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, @@ -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, 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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, 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+0xb2,0x02,0x00,0x00,0xba,0x02,0x00,0x00,0xcf,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, +0xcf,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_fp32_len = 10444; unsigned char matmul_q4_1_f32_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xf6,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xf5,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -33497,47 +33394,47 @@ unsigned char matmul_q4_1_f32_data[] = { 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0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x00,0x00,0x00,0x00, @@ -33587,77 +33484,77 @@ unsigned char matmul_q4_1_f32_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, -0x10,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x11,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, 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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, @@ -33666,7 +33563,7 @@ unsigned char matmul_q4_1_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, @@ -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, 0x75,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x7e,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,0x00,0x04,0x00,0x00,0x01,0x00,0x00,0x82,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x84,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x3a,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x85,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x84,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x86,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x85,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, +0x6d,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x89,0x01,0x00,0x00,0x08,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x8a,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, 0x06,0x00,0x00,0x00,0x8d,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xa8,0x01,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, +0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0xa9,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0xa8,0x01,0x00,0x00, 0x20,0x00,0x04,0x00,0xaa,0x01,0x00,0x00,0x07,0x00,0x00,0x00, 0xa9,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0xba,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xc0,0x01,0x00,0x00, +0xba,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0xc0,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 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, 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+0x79,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, +0x57,0x01,0x00,0x00,0x55,0x01,0x00,0x00,0x8e,0x00,0x00,0x00, 0xf9,0x00,0x02,0x00,0x52,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 0x52,0x01,0x00,0x00,0xf5,0x00,0x07,0x00,0xc1,0x00,0x00,0x00, 0x58,0x01,0x00,0x00,0x50,0x01,0x00,0x00,0x42,0x01,0x00,0x00, @@ -34014,18 +33911,18 @@ unsigned char matmul_q4_1_f32_data[] = { 0x5a,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00, 0x58,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x7a,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x59,0x01,0x00,0x00,0x80,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x62,0x01,0x00,0x00,0x7d,0x00,0x00,0x00, -0xd6,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x62,0x01,0x00,0x00,0x7e,0x00,0x00,0x00, +0xd5,0x02,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x64,0x01,0x00,0x00,0x62,0x01,0x00,0x00,0x63,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x66,0x01,0x00,0x00, -0x64,0x01,0x00,0x00,0x78,0x00,0x00,0x00,0x84,0x00,0x05,0x00, 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+0xf8,0x00,0x02,0x00,0x7d,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0xbc,0x02,0x00,0x00,0xc8,0x02,0x00,0x00, +0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x7a,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x7c,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0x65,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x65,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xbe,0x02,0x00,0x00, +0xc6,0x02,0x00,0x00,0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x62,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x64,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0x5d,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x5d,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, +0xc0,0x02,0x00,0x00,0xc5,0x02,0x00,0x00,0xcf,0x00,0x00,0x00, +0xf9,0x00,0x02,0x00,0x5a,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0x5c,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; const uint64_t matmul_q4_1_f32_len = 10632; unsigned char matmul_q4_1_f32_aligned_data[] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x19,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +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, 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+34359,15 @@ unsigned char matmul_q4_1_f32_aligned_data[] = { 0x47,0x00,0x04,0x00,0x6a,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6a,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x78,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xbe,0x02,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0xbf,0x02,0x00,0x00, +0x77,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xbd,0x02,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0xbe,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0xbf,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0xbf,0x02,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xc1,0x02,0x00,0x00, +0xbe,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0xbe,0x02,0x00,0x00, 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+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, @@ -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, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x3b,0x01,0x00,0x00,0x3a,0x01,0x00,0x00,0x3a,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x3c,0x01,0x00,0x00,0x51,0x00,0x00,0x00,0x3b,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x3d,0x01,0x00,0x00,0x84,0x00,0x00,0x00,0x3c,0x01,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x3e,0x01,0x00,0x00,0x86,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, -0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x59,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x5e,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, +0x59,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +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, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xb0,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x77,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x78,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcb,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,0x00,0x04,0x00,0xcc,0x01,0x00,0x00,0x01,0x01,0x00,0x00, 0xcb,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xcd,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xcc,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xdd,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, 0xe3,0x01,0x00,0x00,0x07,0x00,0x00,0x00,0x01,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf9,0x01,0x00,0x00, 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, 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+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,0x00,0x00,0x00,0x07,0x00,0x00,0x00, @@ -34686,174 +34583,174 @@ unsigned char matmul_q4_1_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, -0x12,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, 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0x73,0x00,0x04,0x00,0x01,0x01,0x00,0x00,0x76,0x01,0x00,0x00, 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, @@ 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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, 0x47,0x00,0x04,0x00,0xa7,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb9,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, @@ -35398,15 +35295,15 @@ unsigned char matmul_q4_1_f32_aligned_fp32_data[] = { 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, -0x4e,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0x94,0x02,0x00,0x00,0xc4,0x00,0x00,0x00,0x1e,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, -0x3b,0x00,0x04,0x00,0x96,0x02,0x00,0x00,0x97,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0x9c,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, -0x06,0x00,0x00,0x00,0xa9,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00, +0x4d,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0x93,0x02,0x00,0x00,0xc4,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, +0x94,0x02,0x00,0x00,0x93,0x02,0x00,0x00,0x20,0x00,0x04,0x00, +0x95,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x94,0x02,0x00,0x00, +0x3b,0x00,0x04,0x00,0x95,0x02,0x00,0x00,0x96,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x9b,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x06,0x00,0x00,0x00,0xa8,0x02,0x00,0x00,0x84,0x00,0x00,0x00, +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,0x00,0x04,0x00,0xc9,0x00,0x00,0x00,0xca,0x00,0x00,0x00, @@ -35614,174 +35511,174 @@ unsigned char matmul_q4_1_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, 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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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+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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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[] = { 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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, +0x24,0x01,0x00,0x00,0x21,0x01,0x00,0x00,0x35,0x00,0x00,0x00, +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, @@ -37570,25 +37467,25 @@ unsigned char matmul_q4_k_f32_data[] = { 0xfa,0x00,0x04,0x00,0x29,0x01,0x00,0x00,0x2a,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, +0x21,0x01,0x00,0x00,0x35,0x00,0x00,0x00,0xfb,0x00,0x00,0x00, 0xcf,0x00,0x00,0x00,0x0c,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 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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, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xa4,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa3,0x01,0x00,0x00,0x0c,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, 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, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc5,0x01,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x01,0x00,0x00, 0x84,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0xc5,0x01,0x00,0x00, 0x1c,0x00,0x04,0x00,0xc7,0x01,0x00,0x00,0x18,0x01,0x00,0x00, @@ -38360,21 +38257,21 @@ unsigned char matmul_q4_k_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x0d,0x02,0x00,0x00, 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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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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, 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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, 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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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+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, @@ -40323,8 +40220,8 @@ unsigned char matmul_q4_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, @@ -40334,9 +40231,9 @@ unsigned char matmul_q4_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, @@ -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, 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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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+41123,15 @@ unsigned char matmul_q5_0_f32_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, -0x47,0x00,0x04,0x00,0x79,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbf,0x02,0x00,0x00, +0x47,0x00,0x04,0x00,0x78,0x02,0x00,0x00,0x0b,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbe,0x02,0x00,0x00, 0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0xc0,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0xc0,0x02,0x00,0x00,0x00,0x00,0x00,0x00, +0xbf,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0xbf,0x02,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0xc0,0x02,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xc2,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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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, 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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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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, 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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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0x06,0x00,0x00,0x00,0x24,0x01,0x00,0x00,0x23,0x01,0x00,0x00, -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, -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,0x00,0x03,0x00,0xb8,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, -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, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcd,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2c,0x00,0x05,0x00,0x35,0x01,0x00,0x00,0x37,0x03,0x00,0x00, +0x08,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x37,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x69,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x71,0x02,0x00,0x00,0x01,0x00,0x00,0x00, +0x1d,0x00,0x03,0x00,0xb7,0x02,0x00,0x00,0xc4,0x00,0x00,0x00, +0x1e,0x00,0x03,0x00,0xb8,0x02,0x00,0x00,0xb7,0x02,0x00,0x00, +0x20,0x00,0x04,0x00,0xb9,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0xb8,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xb9,0x02,0x00,0x00, +0xba,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0xbf,0x02,0x00,0x00,0x05,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcc,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2c,0x00,0x05,0x00,0x35,0x01,0x00,0x00,0x36,0x03,0x00,0x00, 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, @@ -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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+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, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcd,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2c,0x00,0x05,0x00,0x34,0x01,0x00,0x00,0x3f,0x03,0x00,0x00, +0x08,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x37,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x69,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x71,0x02,0x00,0x00,0x01,0x00,0x00,0x00, +0x1d,0x00,0x03,0x00,0xb7,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, +0x1e,0x00,0x03,0x00,0xb8,0x02,0x00,0x00,0xb7,0x02,0x00,0x00, +0x20,0x00,0x04,0x00,0xb9,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0xb8,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xb9,0x02,0x00,0x00, +0xba,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0xbf,0x02,0x00,0x00,0x05,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xcc,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2c,0x00,0x05,0x00,0x34,0x01,0x00,0x00,0x3e,0x03,0x00,0x00, 0x47,0x01,0x00,0x00,0x47,0x01,0x00,0x00,0x36,0x00,0x05,0x00, 0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x03,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0x05,0x00,0x00,0x00, @@ -44269,177 +44166,177 @@ unsigned char matmul_q5_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, -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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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, -0x74,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, -0xba,0x02,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, -0xbb,0x02,0x00,0x00,0xba,0x02,0x00,0x00,0x20,0x00,0x04,0x00, -0xbc,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xbb,0x02,0x00,0x00, -0x3b,0x00,0x04,0x00,0xbc,0x02,0x00,0x00,0xbd,0x02,0x00,0x00, -0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00, -0xc2,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, -0x06,0x00,0x00,0x00,0xcf,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00, +0x73,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, +0xb9,0x02,0x00,0x00,0xc3,0x00,0x00,0x00,0x1e,0x00,0x03,0x00, +0xba,0x02,0x00,0x00,0xb9,0x02,0x00,0x00,0x20,0x00,0x04,0x00, +0xbb,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0xba,0x02,0x00,0x00, +0x3b,0x00,0x04,0x00,0xbb,0x02,0x00,0x00,0xbc,0x02,0x00,0x00, +0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0xc1,0x02,0x00,0x00,0x05,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x06,0x00,0x00,0x00,0xce,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, @@ -45184,191 +45081,191 @@ unsigned char matmul_q5_1_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, 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-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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+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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+0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x9c,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x9e,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; const uint64_t matmul_q5_1_f32_aligned_len = 11548; unsigned char matmul_q5_1_f32_aligned_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, +0x0f,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, 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0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x3d,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1a,0x00,0x00,0x00, -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, @@ -46849,15 +46746,15 @@ unsigned char matmul_q5_1_f32_aligned_fp32_data[] = { 0x47,0x00,0x04,0x00,0x86,0x01,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x86,0x01,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x6d,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xb3,0x02,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0xb4,0x02,0x00,0x00, +0x6c,0x02,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xb2,0x02,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0xb3,0x02,0x00,0x00, 0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 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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, +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, -0xc4,0x00,0x00,0x00,0x1e,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, +0xc4,0x00,0x00,0x00,0x1e,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, 0xc9,0x00,0x00,0x00,0xca,0x00,0x00,0x00,0x07,0x00,0x00,0x00, @@ -47068,190 +46965,190 @@ unsigned char matmul_q5_1_f32_aligned_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, 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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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-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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+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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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, 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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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0x24,0x01,0x00,0x00,0x04,0x02,0x00,0x00,0x03,0x02,0x00,0x00, @@ -49290,172 +49187,172 @@ unsigned char matmul_q5_k_f32_data[] = { 0x05,0x02,0x00,0x00,0x04,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0xe6,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0x06,0x02,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x09,0x02,0x00,0x00, -0x7d,0x00,0x00,0x00,0x62,0x03,0x00,0x00,0x84,0x00,0x05,0x00, +0x7e,0x00,0x00,0x00,0x61,0x03,0x00,0x00,0x84,0x00,0x05,0x00, 0x06,0x00,0x00,0x00,0x0b,0x02,0x00,0x00,0x09,0x02,0x00,0x00, 0x0a,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x0d,0x02,0x00,0x00,0x0b,0x02,0x00,0x00,0x78,0x00,0x00,0x00, +0x0d,0x02,0x00,0x00,0x0b,0x02,0x00,0x00,0x79,0x00,0x00,0x00, 0x41,0x00,0x05,0x00,0xa2,0x01,0x00,0x00,0x0f,0x02,0x00,0x00, 0xeb,0x01,0x00,0x00,0x0d,0x02,0x00,0x00,0x3e,0x00,0x03,0x00, 0x0f,0x02,0x00,0x00,0x0e,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, 0xe6,0x01,0x00,0x00,0xf8,0x00,0x02,0x00,0xe6,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xd0,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, 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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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+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, 0x03,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xa7,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00, @@ -49723,15 +49620,15 @@ unsigned char matmul_q5_k_f32_aligned_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, -0x03,0x03,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x49,0x03,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x4a,0x03,0x00,0x00, +0x02,0x03,0x00,0x00,0x0b,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x48,0x03,0x00,0x00,0x06,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x49,0x03,0x00,0x00, 0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x4a,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x4a,0x03,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x4c,0x03,0x00,0x00, +0x49,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x49,0x03,0x00,0x00, +0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x4b,0x03,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x4c,0x03,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x4b,0x03,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 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, @@ -49742,78 +49639,78 @@ unsigned char matmul_q5_k_f32_aligned_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, -0x10,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x11,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x15,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x08,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x15,0x00,0x00,0x00, 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0xba,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0xc0,0x00,0x00,0x00,0x84,0x00,0x00,0x00, @@ -49822,8 +49719,8 @@ unsigned char matmul_q5_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, @@ -49833,9 +49730,9 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00,0xcc,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, -0x38,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, +0x38,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, 0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x3b,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x77,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, -0x56,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00, -0x62,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x57,0x02,0x00,0x00, +0x3b,0x02,0x00,0x00,0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x78,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x56,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x57,0x02,0x00,0x00, 0x25,0x01,0x00,0x00,0x56,0x02,0x00,0x00,0x20,0x00,0x04,0x00, 0x58,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x57,0x02,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x68,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x6e,0x02,0x00,0x00,0x07,0x00,0x00,0x00, 0x25,0x01,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, 0x84,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, @@ -49936,20 +49833,20 @@ unsigned char matmul_q5_k_f32_aligned_data[] = { 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x8f,0x02,0x00,0x00, 0x86,0x00,0x00,0x00,0xb9,0x00,0x00,0x00,0xbf,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x97,0x02,0x00,0x00, -0x80,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xc6,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x13,0x00,0x00,0x00,0xfb,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0xfa,0x02,0x00,0x00, 0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00, -0x03,0x03,0x00,0x00,0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00, 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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, 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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, 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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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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, 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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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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, @@ -53004,7 +52901,7 @@ unsigned char matmul_q6_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, @@ -53014,10 +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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-0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x20,0x00,0x04,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x10,0x02,0x00,0x00,0x07,0x00,0x00,0x00,0x2e,0x01,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x26,0x02,0x00,0x00, 0x84,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00, @@ -53112,20 +53009,20 @@ unsigned char matmul_q6_k_f32_data[] = { 0x06,0x00,0x00,0x00,0x31,0x02,0x00,0x00,0x86,0x00,0x00,0x00, 0xb8,0x00,0x00,0x00,0xbe,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x39,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x68,0x02,0x00,0x00,0x84,0x00,0x00,0x00, -0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x9d,0x02,0x00,0x00,0x0d,0x00,0x00,0x00, -0x3b,0x00,0x04,0x00,0x0a,0x00,0x00,0x00,0xa5,0x02,0x00,0x00, -0x01,0x00,0x00,0x00,0x1d,0x00,0x03,0x00,0xeb,0x02,0x00,0x00, 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-0x62,0x00,0x00,0x00,0x36,0x00,0x05,0x00,0x02,0x00,0x00,0x00, +0xff,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, @@ -53135,158 +53032,158 @@ unsigned char matmul_q6_k_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, -0x1e,0x00,0x00,0x00,0x0f,0x00,0x00,0x00,0x17,0x00,0x00,0x00, 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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, 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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, 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+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, 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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, 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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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+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, @@ -55022,7 +54919,7 @@ unsigned char matmul_q6_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, @@ -55032,10 +54929,10 @@ unsigned char matmul_q6_k_f32_aligned_fp32_data[] = { 0xc8,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0xc4,0x00,0x00,0x00, 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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, 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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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-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, 0xa6,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00, @@ -55893,15 +55790,15 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xb8,0x01,0x00,0x00, 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+0xe6,0x02,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0xe6,0x02,0x00,0x00,0x21,0x00,0x00,0x00, 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, @@ -55912,77 +55809,77 @@ unsigned char matmul_q6_k_f32_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, 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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0x06,0x00,0x00,0x00,0xbc,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, 0x52,0x01,0x00,0x00,0x0f,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x13,0x00,0x00,0x00,0x61,0x01,0x00,0x00,0x20,0x00,0x00,0x00, +0x15,0x00,0x00,0x00,0x61,0x01,0x00,0x00,0x20,0x00,0x00,0x00, 0x20,0x00,0x04,0x00,0x65,0x01,0x00,0x00,0x04,0x00,0x00,0x00, 0xc3,0x00,0x00,0x00,0x32,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x87,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x33,0x00,0x06,0x00, 0x09,0x00,0x00,0x00,0x88,0x01,0x00,0x00,0x87,0x01,0x00,0x00, -0x39,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x3a,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x89,0x01,0x00,0x00,0x51,0x00,0x00,0x00, 0x88,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x8a,0x01,0x00,0x00,0x84,0x00,0x00,0x00, 0x89,0x01,0x00,0x00,0x0c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x8b,0x01,0x00,0x00,0x86,0x00,0x00,0x00, -0x8a,0x01,0x00,0x00,0x6c,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x8a,0x01,0x00,0x00,0x6d,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 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, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xd9,0x01,0x00,0x00, -0x86,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00, +0x86,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00, 0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf4,0x01,0x00,0x00, -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,0x00,0x04,0x00,0xf5,0x01,0x00,0x00,0xc3,0x00,0x00,0x00, 0xf4,0x01,0x00,0x00,0x20,0x00,0x04,0x00,0xf6,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0xf5,0x01,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x06,0x02,0x00,0x00,0x80,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x39,0x00,0x00,0x00,0x34,0x00,0x06,0x00, +0x6d,0x00,0x00,0x00,0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00, 0x06,0x00,0x00,0x00,0x21,0x02,0x00,0x00,0x84,0x00,0x00,0x00, 0xbe,0x00,0x00,0x00,0xbb,0x00,0x00,0x00,0x1c,0x00,0x04,0x00, 0x22,0x02,0x00,0x00,0xc3,0x00,0x00,0x00,0x21,0x02,0x00,0x00, @@ -56096,20 +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, -0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf9,0x02,0x00,0x00, -0x84,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x62,0x00,0x00,0x00, +0x34,0x02,0x00,0x00,0x80,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, +0x3a,0x00,0x00,0x00,0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00, +0x63,0x02,0x00,0x00,0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00, +0x63,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x15,0x00,0x00,0x00, +0x95,0x02,0x00,0x00,0x0d,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, +0x0a,0x00,0x00,0x00,0x9d,0x02,0x00,0x00,0x01,0x00,0x00,0x00, +0x1d,0x00,0x03,0x00,0xe3,0x02,0x00,0x00,0xc3,0x00,0x00,0x00, +0x1e,0x00,0x03,0x00,0xe4,0x02,0x00,0x00,0xe3,0x02,0x00,0x00, +0x20,0x00,0x04,0x00,0xe5,0x02,0x00,0x00,0x0c,0x00,0x00,0x00, +0xe4,0x02,0x00,0x00,0x3b,0x00,0x04,0x00,0xe5,0x02,0x00,0x00, +0xe6,0x02,0x00,0x00,0x0c,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, +0x15,0x00,0x00,0x00,0xeb,0x02,0x00,0x00,0x05,0x00,0x00,0x00, +0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0xf8,0x02,0x00,0x00, +0x84,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x63,0x00,0x00,0x00, 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-0x13,0x00,0x00,0x00,0x82,0x01,0x00,0x00,0x81,0x01,0x00,0x00, -0x82,0x00,0x05,0x00,0x13,0x00,0x00,0x00,0x83,0x01,0x00,0x00, +0x15,0x00,0x00,0x00,0x82,0x01,0x00,0x00,0x81,0x01,0x00,0x00, +0x82,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x83,0x01,0x00,0x00, 0x82,0x01,0x00,0x00,0x61,0x01,0x00,0x00,0x6f,0x00,0x04,0x00, 0xc3,0x00,0x00,0x00,0x84,0x01,0x00,0x00,0x83,0x01,0x00,0x00, 0x85,0x00,0x05,0x00,0xc3,0x00,0x00,0x00,0x85,0x01,0x00,0x00, @@ -56391,22 +56288,22 @@ unsigned char matmul_q6_k_f32_fp32_data[] = { 0x65,0x01,0x00,0x00,0x86,0x01,0x00,0x00,0x44,0x01,0x00,0x00, 0x68,0x01,0x00,0x00,0x3e,0x00,0x03,0x00,0x86,0x01,0x00,0x00, 0x85,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x8d,0x01,0x00,0x00,0x1c,0x03,0x00,0x00,0x8b,0x01,0x00,0x00, +0x8d,0x01,0x00,0x00,0x1b,0x03,0x00,0x00,0x8b,0x01,0x00,0x00, 0xf9,0x00,0x02,0x00,0xdc,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, 0xde,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x8f,0x01,0x00,0x00, 0xf8,0x00,0x02,0x00,0x8f,0x01,0x00,0x00,0xf5,0x00,0x07,0x00, 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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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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, 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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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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, 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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, 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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, 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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, 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+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.c b/ggml.c index 82179a125..093d38d00 100644 --- a/ggml.c +++ b/ggml.c @@ -322,7 +322,7 @@ static ggml_fp16_t ggml_table_exp_f16[1 << 16]; // precomputed f32 table for f16 (256 KB) (ggml-impl.h) float ggml_table_f32_f16[1 << 16]; -const char * ggml_status_to_string(enum ggml_status status) { +GGML_CALL const char * ggml_status_to_string(enum ggml_status status) { switch (status) { case GGML_STATUS_ALLOC_FAILED: return "GGML status: error (failed to allocate memory)"; case GGML_STATUS_FAILED: return "GGML status: error (operation failed)"; @@ -333,16 +333,26 @@ const char * ggml_status_to_string(enum ggml_status status) { return "GGML status: unknown"; } -// note: do not use these inside ggml.c -// these are meant to be used via the ggml.h API float ggml_fp16_to_fp32(ggml_fp16_t x) { +#define ggml_fp16_to_fp32 do_not_use__ggml_fp16_to_fp32__in_ggml return GGML_FP16_TO_FP32(x); } ggml_fp16_t ggml_fp32_to_fp16(float x) { +#define ggml_fp32_to_fp16 do_not_use__ggml_fp32_to_fp16__in_ggml return GGML_FP32_TO_FP16(x); } +float ggml_bf16_to_fp32(ggml_bf16_t x) { +#define ggml_bf16_to_fp32 do_not_use__ggml_bf16_to_fp32__in_ggml + return GGML_BF16_TO_FP32(x); // it just left shifts +} + +ggml_bf16_t ggml_fp32_to_bf16(float x) { +#define ggml_fp32_to_bf16 do_not_use__ggml_fp32_to_bf16__in_ggml + return GGML_FP32_TO_BF16(x); +} + void ggml_fp16_to_fp32_row(const ggml_fp16_t * x, float * y, int64_t n) { for (int64_t i = 0; i < n; i++) { y[i] = GGML_FP16_TO_FP32(x[i]); @@ -368,6 +378,49 @@ void ggml_fp32_to_fp16_row(const float * x, ggml_fp16_t * y, int64_t n) { } } +void ggml_bf16_to_fp32_row(const ggml_bf16_t * x, float * y, int64_t n) { + int64_t i = 0; +#if defined(__AVX512F__) + for (; i + 16 <= n; i += 16) { + _mm512_storeu_ps(y + i, + _mm512_castsi512_ps( + _mm512_slli_epi32( + _mm512_cvtepu16_epi32( + _mm256_loadu_si256( + (const __m256i *)(x + i))), + 16))); + } +#elif defined(__AVX2__) + for (; i + 8 <= n; i += 8) { + _mm256_storeu_ps(y + i, + _mm256_castsi256_ps( + _mm256_slli_epi32( + _mm256_cvtepu16_epi32( + _mm_loadu_si128( + (const __m128i *)(x + i))), + 16))); + } +#endif + for (; i < n; i++) { + y[i] = GGML_BF16_TO_FP32(x[i]); + } +} + +void ggml_fp32_to_bf16_row(const float * x, ggml_bf16_t * y, int64_t n) { + int i = 0; +#if defined(__AVX512BF16__) + for (; i + 32 <= n; i += 32) { + _mm512_storeu_ps( + (__m512 *)(y + i), + (__m512)_mm512_cvtne2ps_pbh(_mm512_loadu_ps(x + i + 16), + _mm512_loadu_ps(x + i))); + } +#endif + for (; i < n; i++) { + y[i] = GGML_FP32_TO_BF16(x[i]); + } +} + bool ggml_guid_matches(ggml_guid_t guid_a, ggml_guid_t guid_b) { return memcmp(guid_a, guid_b, sizeof(ggml_guid)) == 0; } @@ -503,6 +556,7 @@ static const size_t CACHE_LINE_SIZE_F32 = CACHE_LINE_SIZE/sizeof(float); static void ggml_vec_dot_f32(int n, float * restrict s, size_t bs, const float * restrict x, size_t bx, const float * restrict y, size_t by, int nrc); static void ggml_vec_dot_f16(int n, float * restrict s, size_t bs, ggml_fp16_t * restrict x, size_t bx, ggml_fp16_t * restrict y, size_t by, int nrc); +static void ggml_vec_dot_bf16(int n, float * restrict s, size_t bs, ggml_bf16_t * restrict x, size_t bx, ggml_bf16_t * restrict y, size_t by, int nrc); static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { [GGML_TYPE_I8] = { @@ -845,6 +899,18 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .type_size = sizeof(block_q8_K), .is_quantized = true, .from_float = quantize_row_q8_K, + }, + [GGML_TYPE_BF16] = { + .type_name = "bf16", + .blck_size = 1, + .type_size = sizeof(ggml_bf16_t), + .is_quantized = false, + .to_float = (ggml_to_float_t) ggml_bf16_to_fp32_row, + .from_float = (ggml_from_float_t) ggml_fp32_to_bf16_row, + .from_float_reference = (ggml_from_float_t) ggml_fp32_to_bf16_row, + .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_bf16, + .vec_dot_type = GGML_TYPE_BF16, + .nrows = 1, } }; @@ -1480,6 +1546,8 @@ inline static void ggml_vec_set_i32(const int n, int32_t * x, const int32_t v) { inline static void ggml_vec_set_f16(const int n, ggml_fp16_t * x, const int32_t v) { for (int i = 0; i < n; ++i) x[i] = v; } +inline static void ggml_vec_set_bf16(const int n, ggml_bf16_t * x, const ggml_bf16_t v) { for (int i = 0; i < n; ++i) x[i] = v; } + inline static void ggml_vec_add_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i] = x[i] + y[i]; } inline static void ggml_vec_add1_f32(const int n, float * z, const float * x, const float v) { for (int i = 0; i < n; ++i) z[i] = x[i] + v; } inline static void ggml_vec_acc_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] += x[i]; } @@ -1498,7 +1566,7 @@ static void ggml_vec_dot_f32(int n, float * restrict s, size_t bs, const float * UNUSED(by); UNUSED(bs); -#ifdef GGML_SIMD +#if defined(GGML_SIMD) float sumf = 0.0f; const int np = (n & ~(GGML_F32_STEP - 1)); @@ -1534,6 +1602,70 @@ static void ggml_vec_dot_f32(int n, float * restrict s, size_t bs, const float * *s = sumf; } +static void ggml_vec_dot_bf16(int n, float * restrict s, size_t bs, ggml_bf16_t * restrict x, size_t bx, ggml_bf16_t * restrict y, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + int i = 0; + ggml_float sumf = 0; + +#if defined(__AVX512BF16__) + __m512 c1 = _mm512_setzero_ps(); + __m512 c2 = _mm512_setzero_ps(); + for (; i + 64 <= n; i += 64) { + c1 = _mm512_dpbf16_ps(c1, (__m512bh)_mm512_loadu_ps((const float *)(x + i)), + (__m512bh)_mm512_loadu_ps((const float *)(y + i))); + c2 = _mm512_dpbf16_ps(c2, (__m512bh)_mm512_loadu_ps((const float *)(x + i + 32)), + (__m512bh)_mm512_loadu_ps((const float *)(y + i + 32))); + } + sumf += (ggml_float)_mm512_reduce_add_ps(c1); + sumf += (ggml_float)_mm512_reduce_add_ps(c2); + +#elif defined(__AVX512F__) +#define LOAD(p) _mm512_castsi512_ps(_mm512_slli_epi32(_mm512_cvtepu16_epi32(_mm256_loadu_si256((const __m256i *)(p))), 16)) + __m512 c1 = _mm512_setzero_ps(); + __m512 c2 = _mm512_setzero_ps(); + for (; i + 32 <= n; i += 32) { + c1 = _mm512_add_ps(_mm512_mul_ps(LOAD(x + i), LOAD(y + i)), c1); + c2 = _mm512_add_ps(_mm512_mul_ps(LOAD(x + i + 16), LOAD(y + i + 16)), c2); + } + sumf += (ggml_float)_mm512_reduce_add_ps(c1); + sumf += (ggml_float)_mm512_reduce_add_ps(c2); + +#undef LOAD +#elif defined(__AVX2__) +#define LOAD(p) _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_cvtepu16_epi32(_mm_loadu_si128((const __m128i *)(p))), 16)) + __m256 c1 = _mm256_setzero_ps(); + __m256 c2 = _mm256_setzero_ps(); + __m256 c3 = _mm256_setzero_ps(); + __m256 c4 = _mm256_setzero_ps(); + for (; i + 32 <= n; i += 32) { + c1 = _mm256_add_ps(_mm256_mul_ps(LOAD(x + i), LOAD(y + i)), c1); + c2 = _mm256_add_ps(_mm256_mul_ps(LOAD(x + i + 8), LOAD(y + i + 8)), c2); + c3 = _mm256_add_ps(_mm256_mul_ps(LOAD(x + i + 16), LOAD(y + i + 16)), c3); + c4 = _mm256_add_ps(_mm256_mul_ps(LOAD(x + i + 24), LOAD(y + i + 24)), c4); + } + __m128 g; + c1 = _mm256_add_ps(_mm256_add_ps(c1, c3), + _mm256_add_ps(c2, c4)); + g = _mm_add_ps(_mm256_extractf128_ps(c1, 1), + _mm256_castps256_ps128(c1)); + g = _mm_add_ps(g, _mm_movehl_ps(g, g)); + g = _mm_add_ss(g, _mm_movehdup_ps(g)); + sumf += (ggml_float)_mm_cvtss_f32(g); + +#undef LOAD +#endif + + for (; i < n; ++i) { + sumf += (ggml_float)(GGML_BF16_TO_FP32(x[i]) * + GGML_BF16_TO_FP32(y[i])); + } + *s = sumf; +} + static void ggml_vec_dot_f16(int n, float * restrict s, size_t bs, ggml_fp16_t * restrict x, size_t bx, ggml_fp16_t * restrict y, size_t by, int nrc) { assert(nrc == 1); UNUSED(nrc); @@ -1967,6 +2099,14 @@ inline static void ggml_vec_sum_f16_ggf(const int n, float * s, const ggml_fp16_ *s = sum; } +inline static void ggml_vec_sum_bf16_ggf(const int n, float * s, const ggml_bf16_t * x) { + float sum = 0.0f; + for (int i = 0; i < n; ++i) { + sum += GGML_BF16_TO_FP32(x[i]); + } + *s = sum; +} + inline static void ggml_vec_max_f32(const int n, float * s, const float * x) { #ifndef GGML_USE_ACCELERATE float max = -INFINITY; @@ -2377,7 +2517,7 @@ void ggml_numa_init(enum ggml_numa_strategy numa_flag) { // figure out which node we're on uint current_cpu; int getcpu_ret = 0; -#if __GLIBC__ > 2 || (__GLIBC__ == 2 && __GLIBC_MINOR__ > 28) +#if __GLIBC__ > 2 || (__GLIBC__ == 2 && __GLIBC_MINOR__ > 28) || defined(__COSMOPOLITAN__) getcpu_ret = getcpu(¤t_cpu, &g_state.numa.current_node); #else // old glibc doesn't have a wrapper for this call. Fall back on direct syscall @@ -2588,6 +2728,7 @@ enum ggml_type ggml_ftype_to_ggml_type(enum ggml_ftype ftype) { switch (ftype) { case GGML_FTYPE_ALL_F32: wtype = GGML_TYPE_F32; break; case GGML_FTYPE_MOSTLY_F16: wtype = GGML_TYPE_F16; break; + case GGML_FTYPE_MOSTLY_BF16: wtype = GGML_TYPE_BF16; break; case GGML_FTYPE_MOSTLY_Q4_0: wtype = GGML_TYPE_Q4_0; break; case GGML_FTYPE_MOSTLY_Q4_1: wtype = GGML_TYPE_Q4_1; break; case GGML_FTYPE_MOSTLY_Q5_0: wtype = GGML_TYPE_Q5_0; break; @@ -2729,15 +2870,16 @@ struct ggml_context * ggml_init(struct ggml_init_params params) { { const uint64_t t_start = ggml_time_us(); UNUSED(t_start); - ggml_fp16_t ii; for (int i = 0; i < (1 << 16); ++i) { - uint16_t ui = i; - memcpy(&ii, &ui, sizeof(ii)); - const float f = ggml_table_f32_f16[i] = GGML_COMPUTE_FP16_TO_FP32(ii); + union { + uint16_t u16; + ggml_fp16_t fp16; + } u = {i}; + float f = ggml_table_f32_f16[i] = GGML_COMPUTE_FP16_TO_FP32(u.fp16); ggml_table_gelu_f16[i] = GGML_FP32_TO_FP16(ggml_gelu_f32(f)); ggml_table_gelu_quick_f16[i] = GGML_FP32_TO_FP16(ggml_gelu_quick_f32(f)); ggml_table_silu_f16[i] = GGML_FP32_TO_FP16(ggml_silu_f32(f)); - ggml_table_exp_f16[i] = GGML_FP32_TO_FP16(expf(f)); + ggml_table_exp_f16[i] = GGML_FP32_TO_FP16(expf(f)); } const uint64_t t_end = ggml_time_us(); UNUSED(t_end); @@ -3201,6 +3343,13 @@ struct ggml_tensor * ggml_set_i32 (struct ggml_tensor * tensor, int32_t value) { ggml_vec_set_f16(nc, (ggml_fp16_t *)(data + i*n1), GGML_FP32_TO_FP16(value)); } } break; + case GGML_TYPE_BF16: + { + assert(tensor->nb[0] == sizeof(ggml_fp16_t)); + for (int i = 0; i < n; i++) { + ggml_vec_set_bf16(nc, (ggml_bf16_t *)(data + i*n1), GGML_FP32_TO_BF16(value)); + } + } break; case GGML_TYPE_F32: { assert(tensor->nb[0] == sizeof(float)); @@ -3253,6 +3402,13 @@ struct ggml_tensor * ggml_set_f32(struct ggml_tensor * tensor, float value) { ggml_vec_set_f16(nc, (ggml_fp16_t *)(data + i*n1), GGML_FP32_TO_FP16(value)); } } break; + case GGML_TYPE_BF16: + { + assert(tensor->nb[0] == sizeof(ggml_bf16_t)); + for (int i = 0; i < n; i++) { + ggml_vec_set_bf16(nc, (ggml_bf16_t *)(data + i*n1), GGML_FP32_TO_BF16(value)); + } + } break; case GGML_TYPE_F32: { assert(tensor->nb[0] == sizeof(float)); @@ -3320,6 +3476,11 @@ int32_t ggml_get_i32_1d(const struct ggml_tensor * tensor, int i) { GGML_ASSERT(tensor->nb[0] == sizeof(ggml_fp16_t)); return GGML_FP16_TO_FP32(((ggml_fp16_t *)(tensor->data))[i]); } + case GGML_TYPE_BF16: + { + GGML_ASSERT(tensor->nb[0] == sizeof(ggml_bf16_t)); + return GGML_BF16_TO_FP32(((ggml_bf16_t *)(tensor->data))[i]); + } case GGML_TYPE_F32: { GGML_ASSERT(tensor->nb[0] == sizeof(float)); @@ -3362,6 +3523,11 @@ void ggml_set_i32_1d(const struct ggml_tensor * tensor, int i, int32_t value) { GGML_ASSERT(tensor->nb[0] == sizeof(ggml_fp16_t)); ((ggml_fp16_t *)(tensor->data))[i] = GGML_FP32_TO_FP16(value); } break; + case GGML_TYPE_BF16: + { + GGML_ASSERT(tensor->nb[0] == sizeof(ggml_bf16_t)); + ((ggml_bf16_t *)(tensor->data))[i] = GGML_FP32_TO_BF16(value); + } break; case GGML_TYPE_F32: { GGML_ASSERT(tensor->nb[0] == sizeof(float)); @@ -3385,6 +3551,8 @@ int32_t ggml_get_i32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i return ((int32_t *) data)[0]; case GGML_TYPE_F16: return GGML_FP16_TO_FP32(((ggml_fp16_t *) data)[0]); + case GGML_TYPE_BF16: + return GGML_BF16_TO_FP32(((ggml_bf16_t *) data)[0]); case GGML_TYPE_F32: return ((float *) data)[0]; default: @@ -3413,6 +3581,10 @@ void ggml_set_i32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, { ((ggml_fp16_t *)(data))[0] = GGML_FP32_TO_FP16(value); } break; + case GGML_TYPE_BF16: + { + ((ggml_bf16_t *)(data))[0] = GGML_FP32_TO_BF16(value); + } break; case GGML_TYPE_F32: { ((float *)(data))[0] = value; @@ -3451,6 +3623,11 @@ float ggml_get_f32_1d(const struct ggml_tensor * tensor, int i) { GGML_ASSERT(tensor->nb[0] == sizeof(ggml_fp16_t)); return GGML_FP16_TO_FP32(((ggml_fp16_t *)(tensor->data))[i]); } + case GGML_TYPE_BF16: + { + GGML_ASSERT(tensor->nb[0] == sizeof(ggml_bf16_t)); + return GGML_BF16_TO_FP32(((ggml_bf16_t *)(tensor->data))[i]); + } case GGML_TYPE_F32: { GGML_ASSERT(tensor->nb[0] == sizeof(float)); @@ -3493,6 +3670,11 @@ void ggml_set_f32_1d(const struct ggml_tensor * tensor, int i, float value) { GGML_ASSERT(tensor->nb[0] == sizeof(ggml_fp16_t)); ((ggml_fp16_t *)(tensor->data))[i] = GGML_FP32_TO_FP16(value); } break; + case GGML_TYPE_BF16: + { + GGML_ASSERT(tensor->nb[0] == sizeof(ggml_bf16_t)); + ((ggml_bf16_t *)(tensor->data))[i] = GGML_FP32_TO_BF16(value); + } break; case GGML_TYPE_F32: { GGML_ASSERT(tensor->nb[0] == sizeof(float)); @@ -3516,6 +3698,8 @@ float ggml_get_f32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, return ((int32_t *) data)[0]; case GGML_TYPE_F16: return GGML_FP16_TO_FP32(((ggml_fp16_t *) data)[0]); + case GGML_TYPE_BF16: + return GGML_BF16_TO_FP32(((ggml_bf16_t *) data)[0]); case GGML_TYPE_F32: return ((float *) data)[0]; default: @@ -3544,6 +3728,10 @@ void ggml_set_f32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, { ((ggml_fp16_t *)(data))[0] = GGML_FP32_TO_FP16(value); } break; + case GGML_TYPE_BF16: + { + ((ggml_bf16_t *)(data))[0] = GGML_FP32_TO_BF16(value); + } break; case GGML_TYPE_F32: { ((float *)(data))[0] = value; @@ -3738,7 +3926,11 @@ static struct ggml_tensor * ggml_add_cast_impl( // TODO: support less-strict constraint // GGML_ASSERT(ggml_can_repeat(b, a)); GGML_ASSERT(ggml_can_repeat_rows(b, a)); - GGML_ASSERT(ggml_is_quantized(a->type) || a->type == GGML_TYPE_F16); // currently only supported for quantized input and f16 + + // currently only supported for quantized input and f16 + GGML_ASSERT(ggml_is_quantized(a->type) || + a->type == GGML_TYPE_F16 || + a->type == GGML_TYPE_BF16); bool is_node = false; @@ -7215,8 +7407,8 @@ static void ggml_compute_forward_dup_same_cont( ((char *) src0->data + ie0*nb00), (ie1 - ie0) * ggml_type_size(src0->type)); } - } + static void ggml_compute_forward_dup_f16( const struct ggml_compute_params * params, struct ggml_tensor * dst) { @@ -7490,6 +7682,366 @@ static void ggml_compute_forward_dup_f16( } } +static void ggml_compute_forward_dup_bf16( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + + GGML_ASSERT(ggml_nelements(dst) == ggml_nelements(src0)); + + if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { + return; + } + + GGML_TENSOR_UNARY_OP_LOCALS + + const int ith = params->ith; // thread index + const int nth = params->nth; // number of threads + + if (ggml_is_contiguous(src0) && ggml_is_contiguous(dst) && src0->type == dst->type) { + ggml_compute_forward_dup_same_cont(params, dst); + return; + } + + // parallelize by rows + const int nr = ne01; + // number of rows per thread + const int dr = (nr + nth - 1) / nth; + // row range for this thread + const int ir0 = dr * ith; + const int ir1 = MIN(ir0 + dr, nr); + + if (src0->type == dst->type && + ne00 == ne0 && + nb00 == ggml_type_size(src0->type) && nb0 == ggml_type_size(dst->type)) { + // copy by rows + const size_t rs = ne00*nb00; + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = ir0; i01 < ir1; i01++) { + memcpy( + ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3), + ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03), + rs); + } + } + } + return; + } + + // TODO: add more special-case implementations for tensor shapes/strides that can benefit from memcpy + + if (ggml_is_contiguous(dst)) { + if (nb00 == sizeof(ggml_bf16_t)) { + if (dst->type == GGML_TYPE_BF16) { + size_t id = 0; + const size_t rs = ne00 * nb00; + char * dst_ptr = (char *) dst->data; + + for (int i03 = 0; i03 < ne03; i03++) { + for (int i02 = 0; i02 < ne02; i02++) { + id += rs * ir0; + for (int i01 = ir0; i01 < ir1; i01++) { + const char * src0_ptr = (char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03; + memcpy(dst_ptr + id, src0_ptr, rs); + id += rs; + } + id += rs * (ne01 - ir1); + } + } + } else if (dst->type == GGML_TYPE_F16) { + size_t id = 0; + ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; + + for (int i03 = 0; i03 < ne03; i03++) { + for (int i02 = 0; i02 < ne02; i02++) { + id += ne00 * ir0; + for (int i01 = ir0; i01 < ir1; i01++) { + const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03); + for (int i00 = 0; i00 < ne00; i00++) { + dst_ptr[id] = GGML_FP32_TO_FP16(GGML_BF16_TO_FP32(src0_ptr[i00])); + id++; + } + } + id += ne00 * (ne01 - ir1); + } + } + } else if (dst->type == GGML_TYPE_F32) { + size_t id = 0; + float * dst_ptr = (float *) dst->data; + + for (int i03 = 0; i03 < ne03; i03++) { + for (int i02 = 0; i02 < ne02; i02++) { + id += ne00 * ir0; + for (int i01 = ir0; i01 < ir1; i01++) { + const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03); + for (int i00 = 0; i00 < ne00; i00++) { + dst_ptr[id] = GGML_BF16_TO_FP32(src0_ptr[i00]); + id++; + } + } + id += ne00 * (ne01 - ir1); + } + } + } else if (type_traits[dst->type].from_float) { + ggml_from_float_t const quantize_row_q = type_traits[dst->type].from_float; + float * src0_f32 = (float *) params->wdata + (ne00 + CACHE_LINE_SIZE_F32) * ith; + + size_t id = 0; + size_t rs = nb0 * (ne00 / ggml_blck_size(dst->type)); + char * dst_ptr = (char *) dst->data; + + for (int i03 = 0; i03 < ne03; i03++) { + for (int i02 = 0; i02 < ne02; i02++) { + id += rs * ir0; + for (int i01 = ir0; i01 < ir1; i01++) { + const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03); + + for (int i00 = 0; i00 < ne00; i00++) { + src0_f32[i00] = GGML_BF16_TO_FP32(src0_ptr[i00]); + } + + quantize_row_q(src0_f32, dst_ptr + id, ne00); + id += rs; + } + id += rs * (ne01 - ir1); + } + } + } else { + GGML_ASSERT(false); // TODO: implement + } + } else { + //printf("%s: this is not optimal - fix me\n", __func__); + + if (dst->type == GGML_TYPE_F32) { + size_t id = 0; + float * dst_ptr = (float *) dst->data; + + for (int i03 = 0; i03 < ne03; i03++) { + for (int i02 = 0; i02 < ne02; i02++) { + id += ne00 * ir0; + for (int i01 = ir0; i01 < ir1; i01++) { + for (int i00 = 0; i00 < ne00; i00++) { + const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); + + dst_ptr[id] = GGML_BF16_TO_FP32(*src0_ptr); + id++; + } + } + id += ne00 * (ne01 - ir1); + } + } + } else if (dst->type == GGML_TYPE_BF16) { + size_t id = 0; + ggml_bf16_t * dst_ptr = (ggml_bf16_t *) dst->data; + + for (int i03 = 0; i03 < ne03; i03++) { + for (int i02 = 0; i02 < ne02; i02++) { + id += ne00 * ir0; + for (int i01 = ir0; i01 < ir1; i01++) { + for (int i00 = 0; i00 < ne00; i00++) { + const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); + + dst_ptr[id] = *src0_ptr; + id++; + } + } + id += ne00 * (ne01 - ir1); + } + } + } else if (dst->type == GGML_TYPE_F16) { + size_t id = 0; + ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; + + for (int i03 = 0; i03 < ne03; i03++) { + for (int i02 = 0; i02 < ne02; i02++) { + id += ne00 * ir0; + for (int i01 = ir0; i01 < ir1; i01++) { + for (int i00 = 0; i00 < ne00; i00++) { + const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); + + dst_ptr[id] = GGML_FP32_TO_FP16(GGML_BF16_TO_FP32(*src0_ptr)); + id++; + } + } + id += ne00 * (ne01 - ir1); + } + } + } else { + GGML_ASSERT(false); // TODO: implement + } + } + return; + } + + // dst counters + int64_t i10 = 0; + int64_t i11 = 0; + int64_t i12 = 0; + int64_t i13 = 0; + + if (dst->type == GGML_TYPE_BF16) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + i10 += ne00 * ir0; + while (i10 >= ne0) { + i10 -= ne0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + for (int64_t i01 = ir0; i01 < ir1; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { + const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); + char * dst_ptr = ((char *) dst->data + i10*nb0 + i11*nb1 + i12*nb2 + i13*nb3); + + memcpy(dst_ptr, src0_ptr, sizeof(ggml_bf16_t)); + + if (++i10 == ne00) { + i10 = 0; + if (++i11 == ne01) { + i11 = 0; + if (++i12 == ne02) { + i12 = 0; + if (++i13 == ne03) { + i13 = 0; + } + } + } + } + } + } + i10 += ne00 * (ne01 - ir1); + while (i10 >= ne0) { + i10 -= ne0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + } + } + } else if (dst->type == GGML_TYPE_F16) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + i10 += ne00 * ir0; + while (i10 >= ne0) { + i10 -= ne0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + for (int64_t i01 = ir0; i01 < ir1; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { + const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); + char * dst_ptr = ((char *) dst->data + i10*nb0 + i11*nb1 + i12*nb2 + i13*nb3); + + *(ggml_fp16_t *) dst_ptr = GGML_FP32_TO_FP16(GGML_BF16_TO_FP32(*(const ggml_bf16_t *) src0_ptr)); + + if (++i10 == ne0) { + i10 = 0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + } + } + i10 += ne00 * (ne01 - ir1); + while (i10 >= ne0) { + i10 -= ne0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + } + } + } else if (dst->type == GGML_TYPE_F32) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + i10 += ne00 * ir0; + while (i10 >= ne0) { + i10 -= ne0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + for (int64_t i01 = ir0; i01 < ir1; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { + const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); + char * dst_ptr = ((char *) dst->data + i10*nb0 + i11*nb1 + i12*nb2 + i13*nb3); + + *(float *) dst_ptr = GGML_BF16_TO_FP32(*(const ggml_bf16_t *) src0_ptr); + + if (++i10 == ne0) { + i10 = 0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + } + } + i10 += ne00 * (ne01 - ir1); + while (i10 >= ne0) { + i10 -= ne0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + } + } + } else { + GGML_ASSERT(false); // TODO: implement + } +} + static void ggml_compute_forward_dup_f32( const struct ggml_compute_params * params, struct ggml_tensor * dst) { @@ -7617,6 +8169,24 @@ static void ggml_compute_forward_dup_f32( id += ne00 * (ne01 - ir1); } } + } else if (dst->type == GGML_TYPE_BF16) { + size_t id = 0; + ggml_bf16_t * dst_ptr = (ggml_bf16_t *) dst->data; + + for (int i03 = 0; i03 < ne03; i03++) { + for (int i02 = 0; i02 < ne02; i02++) { + id += ne00 * ir0; + for (int i01 = ir0; i01 < ir1; i01++) { + for (int i00 = 0; i00 < ne00; i00++) { + const float * src0_ptr = (float *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); + + dst_ptr[id] = GGML_FP32_TO_BF16(*src0_ptr); + id++; + } + } + id += ne00 * (ne01 - ir1); + } + } } else { GGML_ASSERT(false); // TODO: implement } @@ -7736,6 +8306,58 @@ static void ggml_compute_forward_dup_f32( } } } + } else if (dst->type == GGML_TYPE_BF16) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + i10 += ne00 * ir0; + while (i10 >= ne0) { + i10 -= ne0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + for (int64_t i01 = ir0; i01 < ir1; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { + const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); + char * dst_ptr = ((char *) dst->data + i10*nb0 + i11*nb1 + i12*nb2 + i13*nb3); + + *(ggml_bf16_t *) dst_ptr = GGML_FP32_TO_BF16(*(const float *) src0_ptr); + + if (++i10 == ne0) { + i10 = 0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + } + } + i10 += ne00 * (ne01 - ir1); + while (i10 >= ne0) { + i10 -= ne0; + if (++i11 == ne1) { + i11 = 0; + if (++i12 == ne2) { + i12 = 0; + if (++i13 == ne3) { + i13 = 0; + } + } + } + } + } + } } else { GGML_ASSERT(false); // TODO: implement } @@ -7909,6 +8531,10 @@ static void ggml_compute_forward_dup( { ggml_compute_forward_dup_f16(params, dst); } break; + case GGML_TYPE_BF16: + { + ggml_compute_forward_dup_bf16(params, dst); + } break; case GGML_TYPE_F32: { ggml_compute_forward_dup_f32(params, dst); @@ -8091,6 +8717,85 @@ static void ggml_compute_forward_add_f16_f32( } } +static void ggml_compute_forward_add_bf16_f32( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + const struct ggml_tensor * src1 = dst->src[1]; + + GGML_ASSERT(ggml_are_same_shape(src0, src1) && ggml_are_same_shape(src0, dst)); + + if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { + return; + } + + const int ith = params->ith; + const int nth = params->nth; + + const int nr = ggml_nrows(src0); + + GGML_TENSOR_BINARY_OP_LOCALS + + GGML_ASSERT(src0->type == GGML_TYPE_BF16); + GGML_ASSERT(src1->type == GGML_TYPE_F32); + + if (dst->type == GGML_TYPE_F32) { + GGML_ASSERT( nb0 == sizeof(float)); + } + else { + GGML_ASSERT(dst->type == GGML_TYPE_BF16); + GGML_ASSERT( nb0 == sizeof(ggml_bf16_t)); + } + + GGML_ASSERT(nb00 == sizeof(ggml_bf16_t)); + + // rows per thread + const int dr = (nr + nth - 1)/nth; + + // row range for this thread + const int ir0 = dr*ith; + const int ir1 = MIN(ir0 + dr, nr); + + if (nb10 == sizeof(float)) { + if (dst->type == GGML_TYPE_BF16) { + for (int ir = ir0; ir < ir1; ++ir) { + // src0, src1 and dst are same shape => same indices + const int i3 = ir/(ne2*ne1); + const int i2 = (ir - i3*ne2*ne1)/ne1; + const int i1 = (ir - i3*ne2*ne1 - i2*ne1); + + ggml_bf16_t * dst_ptr = (ggml_bf16_t *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1); + ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01); + float * src1_ptr = (float *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11); + + for (int i = 0; i < ne0; i++) { + dst_ptr[i] = GGML_FP32_TO_BF16(GGML_BF16_TO_FP32(src0_ptr[i]) + src1_ptr[i]); + } + } + } else { + for (int ir = ir0; ir < ir1; ++ir) { + // src0, src1 and dst are same shape => same indices + const int i3 = ir/(ne2*ne1); + const int i2 = (ir - i3*ne2*ne1)/ne1; + const int i1 = (ir - i3*ne2*ne1 - i2*ne1); + + float * dst_ptr = (float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1); + ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01); + float * src1_ptr = (float *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11); + + for (int i = 0; i < ne0; i++) { + dst_ptr[i] = GGML_BF16_TO_FP32(src0_ptr[i]) + src1_ptr[i]; + } + } + } + } + else { + // src1 is not contiguous + GGML_ASSERT(false); + } +} + static void ggml_compute_forward_add_f16_f16( const struct ggml_compute_params * params, struct ggml_tensor * dst) { @@ -8147,6 +8852,62 @@ static void ggml_compute_forward_add_f16_f16( } } +static void ggml_compute_forward_add_bf16_bf16( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + const struct ggml_tensor * src1 = dst->src[1]; + + GGML_ASSERT(ggml_are_same_shape(src0, src1) && ggml_are_same_shape(src0, dst)); + + if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { + return; + } + + const int ith = params->ith; + const int nth = params->nth; + + const int nr = ggml_nrows(src0); + + GGML_TENSOR_BINARY_OP_LOCALS + + GGML_ASSERT(src0->type == GGML_TYPE_BF16); + GGML_ASSERT(src1->type == GGML_TYPE_BF16); + GGML_ASSERT(dst->type == GGML_TYPE_BF16); + + GGML_ASSERT( nb0 == sizeof(ggml_bf16_t)); + GGML_ASSERT(nb00 == sizeof(ggml_bf16_t)); + + // rows per thread + const int dr = (nr + nth - 1)/nth; + + // row range for this thread + const int ir0 = dr*ith; + const int ir1 = MIN(ir0 + dr, nr); + + if (nb10 == sizeof(ggml_bf16_t)) { + for (int ir = ir0; ir < ir1; ++ir) { + // src0, src1 and dst are same shape => same indices + const int i3 = ir/(ne2*ne1); + const int i2 = (ir - i3*ne2*ne1)/ne1; + const int i1 = (ir - i3*ne2*ne1 - i2*ne1); + + ggml_bf16_t * dst_ptr = (ggml_bf16_t *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1); + ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01); + ggml_bf16_t * src1_ptr = (ggml_bf16_t *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11); + + for (int i = 0; i < ne0; i++) { + dst_ptr[i] = GGML_FP32_TO_BF16(GGML_BF16_TO_FP32(src0_ptr[i]) + GGML_BF16_TO_FP32(src1_ptr[i])); + } + } + } + else { + // src1 is not contiguous + GGML_ASSERT(false); + } +} + static void ggml_compute_forward_add_q_f32( const struct ggml_compute_params * params, struct ggml_tensor * dst) { @@ -8256,6 +9017,18 @@ static void ggml_compute_forward_add( GGML_ASSERT(false); } } break; + case GGML_TYPE_BF16: + { + if (src1->type == GGML_TYPE_BF16) { + ggml_compute_forward_add_bf16_bf16(params, dst); + } + else if (src1->type == GGML_TYPE_F32) { + ggml_compute_forward_add_bf16_f32(params, dst); + } + else { + GGML_ASSERT(false); + } + } break; case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -8514,6 +9287,110 @@ static void ggml_compute_forward_add1_q_f32( } } +static void ggml_compute_forward_add1_bf16_f32( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + const struct ggml_tensor * src1 = dst->src[1]; + + GGML_ASSERT(ggml_are_same_shape(src0, dst)); + GGML_ASSERT(ggml_is_scalar(src1)); + + if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { + return; + } + + // scalar to add + const float v = *(float *) src1->data; + + const int ith = params->ith; + const int nth = params->nth; + + const int nr = ggml_nrows(src0); + + GGML_TENSOR_UNARY_OP_LOCALS + + GGML_ASSERT(src0->type == GGML_TYPE_BF16); + GGML_ASSERT(src1->type == GGML_TYPE_F32); + GGML_ASSERT(dst->type == GGML_TYPE_BF16); + + GGML_ASSERT( nb0 == sizeof(ggml_bf16_t)); + GGML_ASSERT(nb00 == sizeof(ggml_bf16_t)); + + // rows per thread + const int dr = (nr + nth - 1)/nth; + + // row range for this thread + const int ir0 = dr*ith; + const int ir1 = MIN(ir0 + dr, nr); + + for (int ir = ir0; ir < ir1; ++ir) { + // src0 and dst are same shape => same indices + const int i3 = ir/(ne2*ne1); + const int i2 = (ir - i3*ne2*ne1)/ne1; + const int i1 = (ir - i3*ne2*ne1 - i2*ne1); + + ggml_bf16_t * dst_ptr = (ggml_bf16_t *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1 ); + ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01); + for (int i = 0; i < ne0; i++) { + dst_ptr[i] = GGML_FP32_TO_BF16(GGML_BF16_TO_FP32(src0_ptr[i]) + v); + } + } +} + +static void ggml_compute_forward_add1_bf16_bf16( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + const struct ggml_tensor * src1 = dst->src[1]; + + GGML_ASSERT(ggml_are_same_shape(src0, dst)); + GGML_ASSERT(ggml_is_scalar(src1)); + + if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { + return; + } + + // scalar to add + const float v = GGML_BF16_TO_FP32(*(ggml_bf16_t *) src1->data); + + const int ith = params->ith; + const int nth = params->nth; + + const int nr = ggml_nrows(src0); + + GGML_TENSOR_UNARY_OP_LOCALS + + GGML_ASSERT(src0->type == GGML_TYPE_BF16); + GGML_ASSERT(src1->type == GGML_TYPE_BF16); + GGML_ASSERT(dst->type == GGML_TYPE_BF16); + + GGML_ASSERT( nb0 == sizeof(ggml_bf16_t)); + GGML_ASSERT(nb00 == sizeof(ggml_bf16_t)); + + // rows per thread + const int dr = (nr + nth - 1)/nth; + + // row range for this thread + const int ir0 = dr*ith; + const int ir1 = MIN(ir0 + dr, nr); + + for (int ir = ir0; ir < ir1; ++ir) { + // src0 and dst are same shape => same indices + const int i3 = ir/(ne2*ne1); + const int i2 = (ir - i3*ne2*ne1)/ne1; + const int i1 = (ir - i3*ne2*ne1 - i2*ne1); + + ggml_bf16_t * dst_ptr = (ggml_bf16_t *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1 ); + ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01); + for (int i = 0; i < ne0; i++) { + dst_ptr[i] = GGML_FP32_TO_BF16(GGML_BF16_TO_FP32(src0_ptr[i]) + v); + } + } +} + static void ggml_compute_forward_add1( const struct ggml_compute_params * params, struct ggml_tensor * dst) { @@ -8538,6 +9415,18 @@ static void ggml_compute_forward_add1( GGML_ASSERT(false); } } break; + case GGML_TYPE_BF16: + { + if (src1->type == GGML_TYPE_BF16) { + ggml_compute_forward_add1_bf16_bf16(params, dst); + } + else if (src1->type == GGML_TYPE_F32) { + ggml_compute_forward_add1_bf16_f32(params, dst); + } + else { + GGML_ASSERT(false); + } + } break; case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -8666,6 +9555,7 @@ static void ggml_compute_forward_acc( ggml_compute_forward_acc_f32(params, dst); } break; case GGML_TYPE_F16: + case GGML_TYPE_BF16: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -9187,6 +10077,40 @@ static void ggml_compute_forward_sum_f16( ((ggml_fp16_t *) dst->data)[0] = GGML_FP32_TO_FP16(sum); } +static void ggml_compute_forward_sum_bf16( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + + assert(params->ith == 0); + assert(ggml_is_scalar(dst)); + + if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { + return; + } + + assert(src0->nb[0] == sizeof(ggml_bf16_t)); + + GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne) + GGML_TENSOR_LOCALS(size_t, nb0, src0, nb) + + float sum = 0; + float row_sum = 0; + + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { + ggml_vec_sum_bf16_ggf(ne00, + &row_sum, + (ggml_bf16_t *) ((char *) src0->data + i01 * nb01 + i02 * nb02 + i03 * nb03)); + sum += row_sum; + } + } + } + ((ggml_bf16_t *) dst->data)[0] = GGML_FP32_TO_BF16(sum); +} + static void ggml_compute_forward_sum( const struct ggml_compute_params * params, struct ggml_tensor * dst) { @@ -9202,6 +10126,10 @@ static void ggml_compute_forward_sum( { ggml_compute_forward_sum_f16(params, dst); } break; + case GGML_TYPE_BF16: + { + ggml_compute_forward_sum_bf16(params, dst); + } break; default: { GGML_ASSERT(false); @@ -9476,6 +10404,7 @@ static void ggml_compute_forward_repeat( switch (src0->type) { case GGML_TYPE_F16: + case GGML_TYPE_BF16: case GGML_TYPE_I16: { ggml_compute_forward_repeat_f16(params, dst); @@ -11793,6 +12722,7 @@ static void ggml_compute_forward_set( ggml_compute_forward_set_f32(params, dst); } break; case GGML_TYPE_F16: + case GGML_TYPE_BF16: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -11967,6 +12897,49 @@ static void ggml_compute_forward_get_rows_f16( } } +static void ggml_compute_forward_get_rows_bf16( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + const struct ggml_tensor * src1 = dst->src[1]; + + if (params->type == GGML_TASK_TYPE_INIT || params->type == GGML_TASK_TYPE_FINALIZE) { + return; + } + + GGML_TENSOR_BINARY_OP_LOCALS + + const int64_t nc = ne00; + const int64_t nr = ggml_nelements(src1); + + assert(ne0 == nc); + assert(ne02 == ne11); + assert(nb00 == sizeof(ggml_bf16_t)); + assert(ggml_nrows(dst) == nr); + + const int ith = params->ith; + const int nth = params->nth; + + // rows per thread + const int dr = (nr + nth - 1)/nth; + + // row range for this thread + const int ir0 = dr*ith; + const int ir1 = MIN(ir0 + dr, nr); + + for (int64_t i = ir0; i < ir1; ++i) { + const int64_t i12 = i/(ne11*ne10); + const int64_t i11 = (i - i12*ne11*ne10)/ne10; + const int64_t i10 = (i - i12*ne11*ne10 - i11*ne10); + const int64_t i01 = *(int32_t *) ((char *) src1->data + i10*nb10 + i11*nb11 + i12*nb12); + + ggml_bf16_to_fp32_row( + (const void *) ((char *) src0->data + i01*nb01 + i11*nb02 + i12*nb03), + (float *) ((char *) dst->data + i10*nb1 + i11*nb2 + i12*nb3), nc); + } +} + static void ggml_compute_forward_get_rows_f32( const struct ggml_compute_params * params, struct ggml_tensor * dst) { @@ -12044,6 +13017,10 @@ static void ggml_compute_forward_get_rows( { ggml_compute_forward_get_rows_f16(params, dst); } break; + case GGML_TYPE_BF16: + { + ggml_compute_forward_get_rows_bf16(params, dst); + } break; case GGML_TYPE_F32: case GGML_TYPE_I32: { @@ -12739,6 +13716,7 @@ static void ggml_compute_forward_alibi( { 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: @@ -12828,6 +13806,7 @@ static void ggml_compute_forward_clamp( ggml_compute_forward_clamp_f32(params, dst); } break; case GGML_TYPE_F16: + case GGML_TYPE_BF16: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -15921,6 +16900,7 @@ static void ggml_compute_forward_get_rel_pos( switch (src0->type) { case GGML_TYPE_F16: + case GGML_TYPE_BF16: { ggml_compute_forward_get_rel_pos_f16(params, dst); } break; @@ -18785,7 +19765,10 @@ struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threa case GGML_OP_CPY: case GGML_OP_DUP: { - if (ggml_is_quantized(node->type)) { + if (ggml_is_quantized(node->type) || + // F16 -> BF16 and BF16 -> F16 copies go through intermediate F32 + (node->src[0]->type == GGML_TYPE_F16 && node->src[1] && node->src[1]->type == GGML_TYPE_BF16) || + (node->src[0]->type == GGML_TYPE_BF16 && node->src[1] && node->src[1]->type == GGML_TYPE_F16)) { cur = ggml_type_size(GGML_TYPE_F32) * node->ne[0] * n_tasks; } } break; @@ -18864,7 +19847,8 @@ struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threa const int64_t ne10 = node->src[1]->ne[0]; // L const int64_t ne11 = node->src[1]->ne[1]; // Cin - if (node->src[0]->type == GGML_TYPE_F16 && + if ((node->src[0]->type == GGML_TYPE_F16 || + node->src[0]->type == GGML_TYPE_BF16) && node->src[1]->type == GGML_TYPE_F32) { cur += sizeof(ggml_fp16_t)*ne00*ne01*ne02; cur += sizeof(ggml_fp16_t)*ne10*ne11; @@ -18900,6 +19884,9 @@ struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threa } else if (node->src[1]->type == GGML_TYPE_F16) { cur = sizeof(float)*ne11*n_tasks; // TODO: this can become (n_tasks-1) cur += sizeof(float)*ne11*n_tasks; // this is overestimated by x2 + } else if (node->src[1]->type == GGML_TYPE_BF16) { + cur = sizeof(float)*ne11*n_tasks; // TODO: this can become (n_tasks-1) + cur += sizeof(float)*ne11*n_tasks; // this is overestimated by x2 } } break; case GGML_OP_FLASH_ATTN_EXT: @@ -18916,6 +19903,9 @@ struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threa } else if (node->src[1]->type == GGML_TYPE_F16) { cur = sizeof(float)*node->src[1]->ne[1]*n_tasks; // TODO: this can become (n_tasks-1) cur += sizeof(float)*node->src[1]->ne[1]*n_tasks; // this is overestimated by x2 + } else if (node->src[1]->type == GGML_TYPE_BF16) { + cur = sizeof(float)*node->src[1]->ne[1]*n_tasks; // TODO: this can become (n_tasks-1) + cur += sizeof(float)*node->src[1]->ne[1]*n_tasks; // this is overestimated by x2 } } break; case GGML_OP_FLASH_ATTN_BACK: @@ -18929,6 +19919,9 @@ struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threa } else if (node->src[1]->type == GGML_TYPE_F16) { cur = sizeof(float)*mxDn*n_tasks; // TODO: this can become (n_tasks-1) cur += sizeof(float)*mxDn*n_tasks; // this is overestimated by x2 + } else if (node->src[1]->type == GGML_TYPE_BF16) { + cur = sizeof(float)*mxDn*n_tasks; // TODO: this can become (n_tasks-1) + cur += sizeof(float)*mxDn*n_tasks; // this is overestimated by x2 } } break; @@ -19705,7 +20698,9 @@ void ggml_graph_dump_dot(const struct ggml_cgraph * gb, const struct ggml_cgraph if (node->type == GGML_TYPE_I8 || node->type == GGML_TYPE_I16 || node->type == GGML_TYPE_I32) { fprintf(fp, "%d", ggml_get_i32_1d(node, j)); } - else if (node->type == GGML_TYPE_F32 || node->type == GGML_TYPE_F16) { + else if (node->type == GGML_TYPE_F32 || + node->type == GGML_TYPE_F16 || + node->type == GGML_TYPE_BF16) { fprintf(fp, "%.1e", (double)ggml_get_f32_1d(node, j)); } else { @@ -20763,6 +21758,12 @@ size_t ggml_quantize_chunk( ggml_fp32_to_fp16_row(src + start, (ggml_fp16_t *)dst + start, n); result = n * elemsize; } break; + case GGML_TYPE_BF16: + { + size_t elemsize = sizeof(ggml_bf16_t); + ggml_fp32_to_bf16_row(src + start, (ggml_bf16_t *)dst + start, n); + result = n * elemsize; + } break; case GGML_TYPE_F32: { size_t elemsize = sizeof(float); diff --git a/ggml.h b/ggml.h index a11795973..fe6053822 100644 --- a/ggml.h +++ b/ggml.h @@ -326,14 +326,20 @@ extern "C" { // get ggml_status name string GGML_API GGML_CALL const char * ggml_status_to_string(enum ggml_status status); + // ieee 754-2008 half-precision float16 + // todo: make this not an integral type typedef uint16_t ggml_fp16_t; + GGML_API float ggml_fp16_to_fp32(ggml_fp16_t); + GGML_API ggml_fp16_t ggml_fp32_to_fp16(float); + GGML_API void ggml_fp16_to_fp32_row(const ggml_fp16_t *, float *, int64_t); + GGML_API void ggml_fp32_to_fp16_row(const float *, ggml_fp16_t *, int64_t); - // convert FP16 <-> FP32 - GGML_API float ggml_fp16_to_fp32(ggml_fp16_t x); - GGML_API ggml_fp16_t ggml_fp32_to_fp16(float x); - - GGML_API void ggml_fp16_to_fp32_row(const ggml_fp16_t * x, float * y, int64_t n); - GGML_API void ggml_fp32_to_fp16_row(const float * x, ggml_fp16_t * y, int64_t n); + // google brain half-precision bfloat16 + typedef struct { uint16_t bits; } ggml_bf16_t; + GGML_API ggml_bf16_t ggml_fp32_to_bf16(float); + GGML_API float ggml_bf16_to_fp32(ggml_bf16_t); // consider just doing << 16 + GGML_API void ggml_bf16_to_fp32_row(const ggml_bf16_t *, float *, int64_t); + GGML_API void ggml_fp32_to_bf16_row(const float *, ggml_bf16_t *, int64_t); struct ggml_object; struct ggml_context; @@ -370,6 +376,7 @@ extern "C" { GGML_TYPE_I64 = 27, GGML_TYPE_F64 = 28, GGML_TYPE_IQ1_M = 29, + GGML_TYPE_BF16 = 30, GGML_TYPE_COUNT, }; @@ -410,6 +417,7 @@ extern "C" { GGML_FTYPE_MOSTLY_IQ2_S = 21, // except 1d tensors GGML_FTYPE_MOSTLY_IQ4_XS = 22, // except 1d tensors GGML_FTYPE_MOSTLY_IQ1_M = 23, // except 1d tensors + GGML_FTYPE_MOSTLY_BF16 = 24, // except 1d tensors }; // available tensor operations: 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"})) diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 4f232e18d..5951c0bb0 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -817,6 +817,7 @@ class GGMLQuantizationType(IntEnum): I64 = 27 F64 = 28 IQ1_M = 29 + BF16 = 30 class GGUFEndian(IntEnum): @@ -859,7 +860,7 @@ class GGUFValueType(IntEnum): # Note: Does not support GGML_QKK_64 QK_K = 256 # Items here are (block size, type size) -GGML_QUANT_SIZES = { +GGML_QUANT_SIZES: dict[GGMLQuantizationType, tuple[int, int]] = { GGMLQuantizationType.F32: (1, 4), GGMLQuantizationType.F16: (1, 2), GGMLQuantizationType.Q4_0: (32, 2 + 16), @@ -888,6 +889,7 @@ GGML_QUANT_SIZES = { GGMLQuantizationType.I64: (1, 8), GGMLQuantizationType.F64: (1, 8), GGMLQuantizationType.IQ1_M: (256, QK_K // 8 + QK_K // 16 + QK_K // 32), + GGMLQuantizationType.BF16: (1, 2), } diff --git a/gguf-py/gguf/gguf_reader.py b/gguf-py/gguf/gguf_reader.py index db8525d85..21b089f8a 100644 --- a/gguf-py/gguf/gguf_reader.py +++ b/gguf-py/gguf/gguf_reader.py @@ -65,7 +65,7 @@ class ReaderTensor(NamedTuple): class GGUFReader: # I - same as host, S - swapped - byte_order: Literal['I' | 'S'] = 'I' + byte_order: Literal['I'] | Literal['S'] = 'I' alignment: int = GGUF_DEFAULT_ALIGNMENT # Note: Internal helper, API may change. @@ -83,7 +83,7 @@ class GGUFReader: GGUFValueType.BOOL: np.bool_, } - def __init__(self, path: os.PathLike[str] | str, mode: Literal['r' | 'r+' | 'c'] = 'r'): + def __init__(self, path: os.PathLike[str] | str, mode: Literal['r'] | Literal['r+'] | Literal['c'] = 'r'): self.data = np.memmap(path, mode = mode) offs = 0 if self._get(offs, np.uint32, override_order = '<')[0] != GGUF_MAGIC: @@ -128,7 +128,7 @@ class GGUFReader: return self.tensors[idx] def _get( - self, offset: int, dtype: npt.DTypeLike, count: int = 1, override_order: None | Literal['I' | 'S' | '<'] = None, + self, offset: int, dtype: npt.DTypeLike, count: int = 1, override_order: None | Literal['I'] | Literal['S'] | Literal['<'] = None, ) -> npt.NDArray[Any]: count = int(count) itemsize = int(np.empty([], dtype = dtype).itemsize) @@ -250,7 +250,7 @@ class GGUFReader: raise ValueError(f'Found duplicated tensor with name {tensor_name}') tensor_names.add(tensor_name) ggml_type = GGMLQuantizationType(raw_dtype[0]) - n_elems = np.prod(dims) + n_elems = int(np.prod(dims)) block_size, type_size = GGML_QUANT_SIZES[ggml_type] n_bytes = n_elems * type_size // block_size data_offs = int(start_offs + offset_tensor[0]) diff --git a/gguf-py/gguf/gguf_writer.py b/gguf-py/gguf/gguf_writer.py index d9cfbf711..8dcf9330b 100644 --- a/gguf-py/gguf/gguf_writer.py +++ b/gguf-py/gguf/gguf_writer.py @@ -7,7 +7,7 @@ import struct import tempfile from enum import Enum, auto from io import BufferedWriter -from typing import IO, Any, Sequence, Mapping +from typing import IO, Any, Callable, Sequence, Mapping from string import ascii_letters, digits import numpy as np @@ -28,6 +28,47 @@ from .constants import ( logger = logging.getLogger(__name__) +class LazyTensor: + data: Callable[[], np.ndarray[Any, Any]] + # to avoid too deep recursion + functions: list[Callable[[np.ndarray[Any, Any]], np.ndarray[Any, Any]]] + dtype: np.dtype[Any] + shape: tuple[int, ...] + + def __init__(self, data: Callable[[], np.ndarray[Any, Any]], *, dtype: type, shape: tuple[int, ...]): + self.data = data + self.functions = [] + self.dtype = np.dtype(dtype) + self.shape = shape + + def astype(self, dtype: type, **kwargs) -> LazyTensor: + self.functions.append(lambda n: n.astype(dtype, **kwargs)) + self.dtype = np.dtype(dtype) + return self + + @property + def nbytes(self) -> int: + size = 1 + for n in self.shape: + size *= n + return size * self.dtype.itemsize + + def tofile(self, *args, **kwargs) -> None: + data = self.data() + for f in self.functions: + data = f(data) + assert data.shape == self.shape + assert data.dtype == self.dtype + assert data.nbytes == self.nbytes + self.functions = [] + self.data = lambda: data + data.tofile(*args, **kwargs) + + def byteswap(self, *args, **kwargs) -> LazyTensor: + self.functions.append(lambda n: n.byteswap(*args, **kwargs)) + return self + + class WriterState(Enum): EMPTY = auto() HEADER = auto() @@ -38,7 +79,7 @@ class WriterState(Enum): class GGUFWriter: fout: BufferedWriter temp_file: tempfile.SpooledTemporaryFile[bytes] | None - tensors: list[np.ndarray[Any, Any]] + tensors: list[np.ndarray[Any, Any] | LazyTensor] _simple_value_packing = { GGUFValueType.UINT8: "B", GGUFValueType.INT8: "b", @@ -176,7 +217,7 @@ class GGUFWriter: if pack_fmt is not None: self.kv_data += self._pack(pack_fmt, val, skip_pack_prefix = vtype == GGUFValueType.BOOL) elif vtype == GGUFValueType.STRING: - encoded_val = val.encode("utf8") if isinstance(val, str) else val + encoded_val = val.encode("utf-8") if isinstance(val, str) else val self.kv_data += self._pack("Q", len(encoded_val)) self.kv_data += encoded_val elif vtype == GGUFValueType.ARRAY and isinstance(val, Sequence) and val: @@ -205,7 +246,7 @@ class GGUFWriter: raise ValueError(f'Duplicated tensor name {name}') self.ti_names.add(name) - encoded_name = name.encode("utf8") + encoded_name = name.encode("utf-8") self.ti_data += self._pack("Q", len(encoded_name)) self.ti_data += encoded_name n_dims = len(tensor_shape) @@ -237,7 +278,7 @@ class GGUFWriter: self.ti_data_count += 1 def add_tensor( - self, name: str, tensor: np.ndarray[Any, Any], raw_shape: Sequence[int] | None = None, + self, name: str, tensor: np.ndarray[Any, Any] | LazyTensor, raw_shape: Sequence[int] | None = None, raw_dtype: GGMLQuantizationType | None = None, ) -> None: if self.endianess == GGUFEndian.BIG: @@ -262,7 +303,7 @@ class GGUFWriter: if pad != 0: fp.write(bytes([0] * pad)) - def write_tensor_data(self, tensor: np.ndarray[Any, Any]) -> None: + def write_tensor_data(self, tensor: np.ndarray[Any, Any] | LazyTensor) -> None: if self.state is not WriterState.TI_DATA: raise ValueError(f'Expected output file to contain tensor info, got {self.state}') @@ -272,15 +313,33 @@ class GGUFWriter: tensor.tofile(self.fout) self.write_padding(self.fout, tensor.nbytes) - def write_tensors_to_file(self) -> None: + def write_tensors_to_file(self, *, progress: bool = False) -> None: self.write_ti_data_to_file() self.write_padding(self.fout, self.fout.tell()) if self.temp_file is None: + self.tensors.reverse() # to pop from the "beginning" in constant time + + if progress: + from tqdm import tqdm + + total_bytes = sum(t.nbytes for t in self.tensors) + + bar = tqdm(desc="Writing", total=total_bytes, unit="byte", unit_scale=True) + + while True: + try: + tensor = self.tensors.pop() + except IndexError: + break + tensor.tofile(self.fout) + bar.update(tensor.nbytes) + self.write_padding(self.fout, tensor.nbytes) + return while True: try: - tensor = self.tensors.pop(0) + tensor = self.tensors.pop() except IndexError: break tensor.tofile(self.fout) @@ -479,7 +538,7 @@ class GGUFWriter: self.add_bool(Keys.Tokenizer.ADD_PREFIX, value) def add_chat_template(self, value: str | Sequence[Mapping[str, str]]) -> None: - if isinstance(value, list): + if not isinstance(value, str): template_default = None template_names = set() diff --git a/gguf-py/gguf/vocab.py b/gguf-py/gguf/vocab.py index c97a78f39..3ba99be4f 100644 --- a/gguf-py/gguf/vocab.py +++ b/gguf-py/gguf/vocab.py @@ -4,7 +4,7 @@ import logging import json import os from pathlib import Path -from typing import Any, Callable +from typing import Any, Callable, Sequence, Mapping, Iterable from .gguf_writer import GGUFWriter @@ -15,11 +15,11 @@ class SpecialVocab: merges: list[str] add_special_token: dict[str, bool] special_token_ids: dict[str, int] - chat_template: str | None + chat_template: str | Sequence[Mapping[str, str]] | None def __init__( self, path: str | os.PathLike[str], load_merges: bool = False, - special_token_types: tuple[str, ...] | None = None, + special_token_types: Iterable[str] | None = None, n_vocab: int | None = None, ): self.special_token_ids = {} diff --git a/gguf-py/pyproject.toml b/gguf-py/pyproject.toml index d1d876d6d..36e63ee3b 100644 --- a/gguf-py/pyproject.toml +++ b/gguf-py/pyproject.toml @@ -21,6 +21,7 @@ classifiers = [ [tool.poetry.dependencies] python = ">=3.8" numpy = ">=1.17" +tqdm = ">=4.27" [tool.poetry.dev-dependencies] pytest = "^5.2" diff --git a/gguf-py/scripts/gguf-dump.py b/gguf-py/scripts/gguf-dump.py index 2d3c3943f..1a37a7b91 100755 --- a/gguf-py/scripts/gguf-dump.py +++ b/gguf-py/scripts/gguf-dump.py @@ -47,7 +47,7 @@ def dump_metadata(reader: GGUFReader, args: argparse.Namespace) -> None: if len(field.types) == 1: curr_type = field.types[0] if curr_type == GGUFValueType.STRING: - log_message += ' = {0}'.format(repr(str(bytes(field.parts[-1]), encoding='utf8')[:60])) + log_message += ' = {0}'.format(repr(str(bytes(field.parts[-1]), encoding='utf-8')[:60])) elif field.types[0] in reader.gguf_scalar_to_np: log_message += ' = {0}'.format(field.parts[-1][0]) print(log_message) # noqa: NP100 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 3444ab418..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, Mapping, 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 @@ -34,7 +41,7 @@ def get_byteorder(reader: gguf.GGUFReader) -> gguf.GGUFEndian: return host_endian -def decode_field(field: gguf.ReaderField) -> Any: +def decode_field(field: gguf.ReaderField | None) -> Any: if field and field.types: main_type = field.types[0] @@ -42,11 +49,11 @@ def decode_field(field: gguf.ReaderField) -> Any: sub_type = field.types[-1] if sub_type == gguf.GGUFValueType.STRING: - return [str(bytes(field.parts[idx]), encoding='utf8') for idx in field.data] + return [str(bytes(field.parts[idx]), encoding='utf-8') for idx in field.data] else: return [pv for idx in field.data for pv in field.parts[idx].tolist()] if main_type == gguf.GGUFValueType.STRING: - return str(bytes(field.parts[-1]), encoding='utf8') + return str(bytes(field.parts[-1]), encoding='utf-8') else: return field.parts[-1][0] @@ -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: Mapping[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) + 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!') diff --git a/grammars/README.md b/grammars/README.md index c924e8d46..2b8384d9d 100644 --- a/grammars/README.md +++ b/grammars/README.md @@ -51,7 +51,7 @@ single-line ::= [^\n]+ "\n"` ## Sequences and Alternatives -The order of symbols in a sequence matter. For example, in `"1. " move " " move "\n"`, the `"1. "` must come before the first `move`, etc. +The order of symbols in a sequence matters. For example, in `"1. " move " " move "\n"`, the `"1. "` must come before the first `move`, etc. Alternatives, denoted by `|`, give different sequences that are acceptable. For example, in `move ::= pawn | nonpawn | castle`, `move` can be a `pawn` move, a `nonpawn` move, or a `castle`. diff --git a/llama.cpp b/llama.cpp index aeb5c08df..e7b3fd8b4 100644 --- a/llama.cpp +++ b/llama.cpp @@ -3175,6 +3175,7 @@ struct llama_model_loader { switch (type_max) { case GGML_TYPE_F32: ftype = LLAMA_FTYPE_ALL_F32; break; case GGML_TYPE_F16: ftype = LLAMA_FTYPE_MOSTLY_F16; break; + case GGML_TYPE_BF16: ftype = LLAMA_FTYPE_MOSTLY_BF16; break; case GGML_TYPE_Q4_0: ftype = LLAMA_FTYPE_MOSTLY_Q4_0; break; case GGML_TYPE_Q4_1: ftype = LLAMA_FTYPE_MOSTLY_Q4_1; break; case GGML_TYPE_Q5_0: ftype = LLAMA_FTYPE_MOSTLY_Q5_0; break; @@ -3666,6 +3667,7 @@ static std::string llama_model_ftype_name(llama_ftype ftype) { switch (ftype) { case LLAMA_FTYPE_ALL_F32: return "all F32"; case LLAMA_FTYPE_MOSTLY_F16: return "F16"; + case LLAMA_FTYPE_MOSTLY_BF16: return "BF16"; case LLAMA_FTYPE_MOSTLY_Q4_0: return "Q4_0"; case LLAMA_FTYPE_MOSTLY_Q4_1: return "Q4_1"; case LLAMA_FTYPE_MOSTLY_Q4_1_SOME_F16: @@ -4389,6 +4391,15 @@ static void llm_load_vocab( } else if ( tokenizer_pre == "command-r") { vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_COMMAND_R; + } else if ( + tokenizer_pre == "qwen2") { + vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_QWEN2; + } else if ( + tokenizer_pre == "olmo") { + vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_OLMO; + } else if ( + tokenizer_pre == "dbrx") { + vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_DBRX; } else { throw std::runtime_error(format("unknown pre-tokenizer type: '%s'", tokenizer_pre.c_str())); } @@ -6126,6 +6137,7 @@ static int llama_model_load(const std::string & fname, llama_model & model, llam || !( model.ftype == LLAMA_FTYPE_ALL_F32 || model.ftype == LLAMA_FTYPE_MOSTLY_F16 || + model.ftype == LLAMA_FTYPE_MOSTLY_BF16 || model.ftype == LLAMA_FTYPE_MOSTLY_Q4_0 || model.ftype == LLAMA_FTYPE_MOSTLY_Q4_1 ) @@ -12194,6 +12206,7 @@ struct llm_tokenizer_bpe { case LLAMA_VOCAB_TYPE_BPE: switch (vocab.type_pre) { case LLAMA_VOCAB_PRE_TYPE_LLAMA3: + case LLAMA_VOCAB_PRE_TYPE_DBRX: word_collection = unicode_regex_split(text, { // original regex from tokenizer.json //"(?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+", @@ -12248,10 +12261,18 @@ struct llm_tokenizer_bpe { }); break; case LLAMA_VOCAB_PRE_TYPE_GPT2: + case LLAMA_VOCAB_PRE_TYPE_OLMO: word_collection = unicode_regex_split(text, { "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)", }); break; + case LLAMA_VOCAB_PRE_TYPE_QWEN2: + word_collection = unicode_regex_split(text, { + // original regex from tokenizer.json + // "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+" + "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+", + }); + break; default: // default regex for BPE tokenization pre-processing word_collection = unicode_regex_split(text, { @@ -12467,7 +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); @@ -14154,13 +14175,16 @@ static void llama_tensor_dequantize_internal( if (qtype.to_float == NULL) { throw std::runtime_error(format("type %s unsupported for integer quantization: no dequantization available", ggml_type_name(tensor->type))); } - } else if (tensor->type != GGML_TYPE_F16) { + } else if (tensor->type != GGML_TYPE_F16 && + tensor->type != GGML_TYPE_BF16) { throw std::runtime_error(format("cannot dequantize/convert tensor type %s", ggml_type_name(tensor->type))); } if (nthread < 2) { if (tensor->type == GGML_TYPE_F16) { ggml_fp16_to_fp32_row((ggml_fp16_t *)tensor->data, f32_output, nelements); + } else if (tensor->type == GGML_TYPE_BF16) { + ggml_bf16_to_fp32_row((ggml_bf16_t *)tensor->data, f32_output, nelements); } else if (ggml_is_quantized(tensor->type)) { qtype.to_float(tensor->data, f32_output, nelements); } else { @@ -14169,7 +14193,14 @@ static void llama_tensor_dequantize_internal( return; } - size_t block_size = tensor->type == GGML_TYPE_F16 ? 1 : (size_t)ggml_blck_size(tensor->type); + size_t block_size; + if (tensor->type == GGML_TYPE_F16 || + tensor->type == GGML_TYPE_BF16) { + block_size = 1; + } else { + block_size = (size_t)ggml_blck_size(tensor->type); + } + size_t block_size_bytes = ggml_type_size(tensor->type); GGML_ASSERT(nelements % block_size == 0); @@ -14188,6 +14219,8 @@ static void llama_tensor_dequantize_internal( auto compute = [qtype] (ggml_type typ, uint8_t * inbuf, float * outbuf, int nels) { if (typ == GGML_TYPE_F16) { ggml_fp16_to_fp32_row((ggml_fp16_t *)inbuf, outbuf, nels); + } else if (typ == GGML_TYPE_BF16) { + ggml_bf16_to_fp32_row((ggml_bf16_t *)inbuf, outbuf, nels); } else { qtype.to_float(inbuf, outbuf, nels); } @@ -14548,6 +14581,7 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s case LLAMA_FTYPE_MOSTLY_Q5_1: default_type = GGML_TYPE_Q5_1; break; case LLAMA_FTYPE_MOSTLY_Q8_0: default_type = GGML_TYPE_Q8_0; break; case LLAMA_FTYPE_MOSTLY_F16: default_type = GGML_TYPE_F16; break; + case LLAMA_FTYPE_MOSTLY_BF16: default_type = GGML_TYPE_BF16; break; case LLAMA_FTYPE_ALL_F32: default_type = GGML_TYPE_F32; break; // K-quants @@ -15485,13 +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); } @@ -17845,7 +17872,7 @@ 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), }; diff --git a/llama.h b/llama.h index e2fd53ab7..0b2e708d0 100644 --- a/llama.h +++ b/llama.h @@ -81,6 +81,9 @@ extern "C" { LLAMA_VOCAB_PRE_TYPE_GPT2 = 7, LLAMA_VOCAB_PRE_TYPE_REFACT = 8, LLAMA_VOCAB_PRE_TYPE_COMMAND_R = 9, + LLAMA_VOCAB_PRE_TYPE_QWEN2 = 10, + LLAMA_VOCAB_PRE_TYPE_OLMO = 11, + LLAMA_VOCAB_PRE_TYPE_DBRX = 12, }; // note: these values should be synchronized with ggml_rope @@ -136,6 +139,7 @@ extern "C" { LLAMA_FTYPE_MOSTLY_IQ2_M = 29, // except 1d tensors LLAMA_FTYPE_MOSTLY_IQ4_XS = 30, // except 1d tensors LLAMA_FTYPE_MOSTLY_IQ1_M = 31, // except 1d tensors + LLAMA_FTYPE_MOSTLY_BF16 = 32, // except 1d tensors LLAMA_FTYPE_GUESSED = 1024, // not specified in the model file }; diff --git a/models/ggml-vocab-qwen2.gguf b/models/ggml-vocab-qwen2.gguf new file mode 100644 index 000000000..541e475bc Binary files /dev/null and b/models/ggml-vocab-qwen2.gguf differ diff --git a/models/ggml-vocab-qwen2.gguf.inp b/models/ggml-vocab-qwen2.gguf.inp new file mode 100644 index 000000000..0a89107c6 --- /dev/null +++ b/models/ggml-vocab-qwen2.gguf.inp @@ -0,0 +1,106 @@ +ied 4 ½ months +__ggml_vocab_test__ +Führer +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + + +__ggml_vocab_test__ + + + +__ggml_vocab_test__ + + + + +__ggml_vocab_test__ + + +__ggml_vocab_test__ +Hello world +__ggml_vocab_test__ + Hello world +__ggml_vocab_test__ +Hello World +__ggml_vocab_test__ + Hello World +__ggml_vocab_test__ + Hello World! +__ggml_vocab_test__ +Hello, world! +__ggml_vocab_test__ + Hello, world! +__ggml_vocab_test__ + this is 🦙.cpp +__ggml_vocab_test__ +w048 7tuijk dsdfhu +__ggml_vocab_test__ +нещо на Български +__ggml_vocab_test__ +កាន់តែពិសេសអាចខលចេញ +__ggml_vocab_test__ +🚀 (normal) 😶‍🌫️ (multiple emojis concatenated) ✅ (only emoji that has its own token) +__ggml_vocab_test__ +Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello + Hello +__ggml_vocab_test__ + ( +__ggml_vocab_test__ + + = +__ggml_vocab_test__ +' era +__ggml_vocab_test__ +Hello, y'all! How are you 😁 ?我想在apple工作1314151天～ +__ggml_vocab_test__ +3 +__ggml_vocab_test__ +33 +__ggml_vocab_test__ +333 +__ggml_vocab_test__ +3333 +__ggml_vocab_test__ +33333 +__ggml_vocab_test__ +333333 +__ggml_vocab_test__ +3333333 +__ggml_vocab_test__ +33333333 +__ggml_vocab_test__ +333333333 +__ggml_vocab_test__ + + + + + + + + + + + +🚀 (normal) 😶‍🌫️ (multiple emojis concatenated) ✅ 🦙🦙 3 33 333 3333 33333 333333 3333333 33333333 3.3 3..3 3...3 កាន់តែពិសេសអាច😁 ?我想在apple工作1314151天～ ------======= нещо на Български ''''''```````""""......!!!!!!?????? I've been 'told he's there, 'RE you sure? 'M not sure I'll make it, 'D you like some tea? We'Ve a'lL +__ggml_vocab_test__ diff --git a/models/ggml-vocab-qwen2.gguf.out b/models/ggml-vocab-qwen2.gguf.out new file mode 100644 index 000000000..401a510e8 --- /dev/null +++ b/models/ggml-vocab-qwen2.gguf.out @@ -0,0 +1,43 @@ + 1122 220 19 220 26062 3951 + 37 50753 261 + + 220 + 256 + 262 + 197 + 198 + 271 + 1406 + 1572 + 9707 1879 + 21927 1879 + 9707 4337 + 21927 4337 + 21927 4337 0 + 9707 11 1879 0 + 21927 11 1879 0 + 419 374 11162 99 247 13 10821 + 86 15 19 23 220 22 83 1963 41808 11472 2940 16739 + 78762 14144 1456 13073 63471 33594 3038 133178 79012 + 146394 97529 241 44258 233 146568 44258 224 147603 20879 115 146280 44258 223 146280 147272 97529 227 147805 148301 147270 44258 223 146848 + 145836 320 8252 8 26525 114 378 235 149921 30543 320 35673 99066 97534 8 25521 227 320 3243 42365 429 702 1181 1828 3950 8 + 9707 + 21927 + 220 21927 + 256 21927 + 262 21927 + 262 21927 198 262 21927 + 320 + 198 284 + 6 11385 + 9707 11 379 64848 0 2585 525 498 26525 223 937 104100 18493 22377 99257 16 18 16 19 16 20 16 35727 21216 + 18 + 18 18 + 18 18 18 + 18 18 18 18 + 18 18 18 18 18 + 18 18 18 18 18 18 + 18 18 18 18 18 18 18 + 18 18 18 18 18 18 18 18 + 18 18 18 18 18 18 18 18 18 + 198 4710 14731 65497 7847 1572 2303 78672 10947 145836 320 8252 8 26525 114 378 235 149921 30543 320 35673 99066 97534 8 25521 227 11162 99 247 149955 220 18 220 18 18 220 18 18 18 220 18 18 18 18 220 18 18 18 18 18 220 18 18 18 18 18 18 220 18 18 18 18 18 18 18 220 18 18 18 18 18 18 18 18 220 18 13 18 220 18 496 18 220 18 1112 18 220 146394 97529 241 44258 233 146568 44258 224 147603 20879 115 146280 44258 223 146280 147272 97529 227 144534 937 104100 18493 22377 99257 16 18 16 19 16 20 16 35727 21216 55460 53237 18658 14144 1456 13073 63471 33594 3038 133178 79012 3355 4605 4605 13874 13874 73594 3014 3014 28149 17085 2928 26610 7646 358 3003 1012 364 83 813 566 594 1052 11 364 787 498 2704 30 364 44 537 2704 358 3278 1281 432 11 364 35 498 1075 1045 15243 30 1205 6 42612 264 63866 43 diff --git a/pyrightconfig.json b/pyrightconfig.json new file mode 100644 index 000000000..020a71a4e --- /dev/null +++ b/pyrightconfig.json @@ -0,0 +1,3 @@ +{ + "extraPaths": ["gguf-py"], +} diff --git a/requirements/requirements-convert-hf-to-gguf-update.txt b/requirements/requirements-convert-hf-to-gguf-update.txt index 6ce840d73..6ac402610 100644 --- a/requirements/requirements-convert-hf-to-gguf-update.txt +++ b/requirements/requirements-convert-hf-to-gguf-update.txt @@ -1,3 +1,2 @@ -r ./requirements-convert.txt torch~=2.1.1 -einops~=0.7.0 diff --git a/requirements/requirements-convert-hf-to-gguf.txt b/requirements/requirements-convert-hf-to-gguf.txt index 6ce840d73..6ac402610 100644 --- a/requirements/requirements-convert-hf-to-gguf.txt +++ b/requirements/requirements-convert-hf-to-gguf.txt @@ -1,3 +1,2 @@ -r ./requirements-convert.txt torch~=2.1.1 -einops~=0.7.0 diff --git a/requirements/requirements-convert.txt b/requirements/requirements-convert.txt index 5520ba732..7ab1228cb 100644 --- a/requirements/requirements-convert.txt +++ b/requirements/requirements-convert.txt @@ -1,5 +1,5 @@ numpy~=1.24.4 -sentencepiece~=0.1.98 +sentencepiece~=0.2.0 transformers>=4.40.1,<5.0.0 gguf>=0.1.0 protobuf>=4.21.0,<5.0.0 diff --git a/scripts/compare-llama-bench.py b/scripts/compare-llama-bench.py index 3892fd25c..fed3c1ee3 100755 --- a/scripts/compare-llama-bench.py +++ b/scripts/compare-llama-bench.py @@ -93,11 +93,14 @@ help_s = ( "specified values are averaged WITHOUT weighing by the --repetitions parameter of llama-bench." ) parser.add_argument("-s", "--show", help=help_s) +parser.add_argument("--verbose", action="store_true", help="increase output verbosity") known_args, unknown_args = parser.parse_known_args() +logging.basicConfig(level=logging.DEBUG if known_args.verbose else logging.INFO) + if unknown_args: - logger.error(f"Received unknown args: {unknown_args}.") + logger.error(f"Received unknown args: {unknown_args}.\n") parser.print_help() sys.exit(1) @@ -110,7 +113,7 @@ if input_file is None: input_file = sqlite_files[0] if input_file is None: - logger.error("Cannot find a suitable input file, please provide one.") + logger.error("Cannot find a suitable input file, please provide one.\n") parser.print_help() sys.exit(1) @@ -202,12 +205,12 @@ elif repo is not None: hexsha8_baseline = find_parent_in_data(repo.heads.master.commit) if hexsha8_baseline is None: - logger.error("No baseline was provided and did not find data for any master branch commits.") + logger.error("No baseline was provided and did not find data for any master branch commits.\n") parser.print_help() sys.exit(1) else: logger.error("No baseline was provided and the current working directory " - "is not part of a git repository from which a baseline could be inferred.") + "is not part of a git repository from which a baseline could be inferred.\n") parser.print_help() sys.exit(1) @@ -238,7 +241,7 @@ elif repo is not None: break if hexsha8_compare is None: - logger.error("No compare target was provided and did not find data for any non-master commits.") + logger.error("No compare target was provided and did not find data for any non-master commits.\n") parser.print_help() sys.exit(1) else: @@ -361,7 +364,7 @@ if "gpu_info" in show: headers = [PRETTY_NAMES[p] for p in show] headers += ["Test", f"t/s {name_baseline}", f"t/s {name_compare}", "Speedup"] -logger.info(tabulate( +print(tabulate( # noqa: NP100 table, headers=headers, floatfmt=".2f", 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/sgemm.cpp b/sgemm.cpp index 4e0159804..40ba9d7e9 100644 --- a/sgemm.cpp +++ b/sgemm.cpp @@ -1,6 +1,3 @@ -// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*- -// vi: set et ft=c++ ts=4 sts=4 sw=4 fenc=utf-8 :vi -// // Copyright 2024 Mozilla Foundation // // Permission is hereby granted, free of charge, to any person obtaining @@ -585,15 +582,15 @@ class tinyBLAS_Q0_ARM { }; #endif // __ARM_FEATURE_DOTPROD -#if defined(__AVX2__) || defined(__AVX512F__) +#if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__) template -class tinyBLAS_Q0_AVX2 { +class tinyBLAS_Q0_AVX { public: - tinyBLAS_Q0_AVX2(int64_t k, - const TA *A, int64_t lda, - const TB *B, int64_t ldb, - TC *C, int64_t ldc, - int ith, int nth) + tinyBLAS_Q0_AVX(int64_t k, + const TA *A, int64_t lda, + const TB *B, int64_t ldb, + TC *C, int64_t ldc, + int ith, int nth) : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) { } @@ -728,14 +725,34 @@ class tinyBLAS_Q0_AVX2 { __m256 Cv[RN][RM] = {}; for (int64_t l = 0; l < k; ++l) for (int64_t j = 0; j < RN; ++j) - for (int64_t i = 0; i < RM; ++i) + for (int64_t i = 0; i < RM; ++i) { +#if defined(__AVX2__) + __m256 udTmp = updot(_mm256_sign_epi8(load(A + lda * (ii + i) + l), + load(A + lda * (ii + i) + l)), + _mm256_sign_epi8(load(B + ldb * (jj + j) + l), + load(A + lda * (ii + i) + l))); +#else + __m128i ali0 = load0(A + lda * (ii + i) + l); + __m128i ali1 = load1(A + lda * (ii + i) + l); + __m128i blj0 = load0(B + ldb * (jj + j) + l); + __m128i blj1 = load1(B + ldb * (jj + j) + l); + + __m128i sepAA0 = _mm_sign_epi8(ali0, ali0); + __m128i sepAA1 = _mm_sign_epi8(ali1, ali1); + __m128i sepBA0 = _mm_sign_epi8(blj0, ali0); + __m128i sepBA1 = _mm_sign_epi8(blj1, ali1); + + // updot + const __m128i oneFill = _mm_set1_epi16(1); + __m128i mad0 = _mm_maddubs_epi16(sepAA0, sepBA0); + __m128i mad1 = _mm_maddubs_epi16(sepAA1, sepBA1); + __m256 udTmp = _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_madd_epi16(oneFill, mad1), _mm_madd_epi16(oneFill, mad0))); +#endif Cv[j][i] = madd(_mm256_set1_ps(unhalf(A[lda * (ii + i) + l].d) * unhalf(B[ldb * (jj + j) + l].d)), - updot(_mm256_sign_epi8(load(A + lda * (ii + i) + l), - load(A + lda * (ii + i) + l)), - _mm256_sign_epi8(load(B + ldb * (jj + j) + l), - load(A + lda * (ii + i) + l))), - Cv[j][i]); + udTmp, + Cv[j][i]); + } for (int64_t j = 0; j < RN; ++j) for (int64_t i = 0; i < RM; ++i) C[ldc * (jj + j) + (ii + i)] = hsum(Cv[j][i]); @@ -746,10 +763,28 @@ class tinyBLAS_Q0_AVX2 { return _mm256_loadu_si256((const __m256i *)b->qs); } + inline __m128i load0(const block_q8_0 *b) { + return _mm_loadu_si128((const __m128i *)b->qs); + } + + inline __m128i load1(const block_q8_0 *b) { + return _mm_loadu_si128(((const __m128i *)b->qs) + 1); + } + inline __m256i load(const block_q4_0 *b) { return _mm256_sub_epi8(denibble(b->qs), _mm256_set1_epi8(8)); } + inline __m128i load0(const block_q4_0 *b) { + const __m128i x = _mm_loadu_si128((const __m128i *)(b->qs)); + return _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), x), _mm_set1_epi8(8)); + } + + inline __m128i load1(const block_q4_0 *b) { + const __m128i x = _mm_loadu_si128((const __m128i *)(b->qs)); + return _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), _mm_srli_epi16(x, 4)), _mm_set1_epi8(8)); + } + inline __m256 updot(__m256i u, __m256i s) { __m256i res; #if defined(__AVXVNNI__) || (defined(__AVX512VNNI__) && defined(__AVX512VL__)) @@ -777,7 +812,7 @@ class tinyBLAS_Q0_AVX2 { const int ith; const int nth; }; -#endif // __AVX2__ +#endif // __AVX__ } // namespace @@ -928,8 +963,8 @@ bool llamafile_sgemm(int64_t m, int64_t n, int64_t k, const void *A, int64_t lda case GGML_TYPE_Q8_0: { if (Btype != GGML_TYPE_Q8_0) return false; -#if defined(__AVX2__) || defined(__AVX512F__) - tinyBLAS_Q0_AVX2 tb{ +#if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__) + tinyBLAS_Q0_AVX tb{ k, (const block_q8_0 *)A, lda, (const block_q8_0 *)B, ldb, (float *)C, ldc, @@ -952,8 +987,8 @@ bool llamafile_sgemm(int64_t m, int64_t n, int64_t k, const void *A, int64_t lda case GGML_TYPE_Q4_0: { if (Btype != GGML_TYPE_Q8_0) return false; -#if defined(__AVX2__) || defined(__AVX512F__) - tinyBLAS_Q0_AVX2 tb{ +#if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__) + tinyBLAS_Q0_AVX tb{ k, (const block_q4_0 *)A, lda, (const block_q8_0 *)B, ldb, (float *)C, ldc, diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt index fb6efe30e..7c766612f 100644 --- a/tests/CMakeLists.txt +++ b/tests/CMakeLists.txt @@ -84,6 +84,7 @@ llama_test(test-tokenizer-0 NAME test-tokenizer-0-starcoder ARGS ${CMAKE llama_test(test-tokenizer-0 NAME test-tokenizer-0-gpt-2 ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-gpt-2.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-refact ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-refact.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-command-r ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-command-r.gguf) +llama_test(test-tokenizer-0 NAME test-tokenizer-0-qwen2 ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-qwen2.gguf) # build test-tokenizer-1-bpe target once and add many tests add_executable(test-tokenizer-1-bpe test-tokenizer-1-bpe.cpp) diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index b27c1291e..0d66de5d9 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -50,7 +50,7 @@ static void init_tensor_uniform(ggml_tensor * tensor, float min = -1.0f, float m if (tensor->type == GGML_TYPE_F32 || tensor->type == GGML_TYPE_I32) { ggml_backend_tensor_set(tensor, data.data(), 0, size * sizeof(float)); - } else if (ggml_is_quantized(tensor->type) || tensor->type == GGML_TYPE_F16) { + } else if (ggml_is_quantized(tensor->type) || tensor->type == GGML_TYPE_F16 || tensor->type == GGML_TYPE_BF16) { GGML_ASSERT(size % ggml_blck_size(tensor->type) == 0); std::vector dataq(ggml_row_size(tensor->type, size)); std::vector imatrix(tensor->ne[0], 1.0f); // dummy importance matrix @@ -92,6 +92,8 @@ static std::vector tensor_to_float(const ggml_tensor * t) { size_t i = i3*t->nb[3] + i2*t->nb[2] + i1*t->nb[1] + i0/bs*t->nb[0]; if (t->type == GGML_TYPE_F16) { tv.push_back(ggml_fp16_to_fp32(*(ggml_fp16_t*)&buf[i])); + } else if (t->type == GGML_TYPE_BF16) { + tv.push_back(ggml_bf16_to_fp32(*(ggml_bf16_t*)&buf[i])); } else if (t->type == GGML_TYPE_F32) { tv.push_back(*(float *) &buf[i]); } else if (t->type == GGML_TYPE_I32) { @@ -1898,7 +1900,7 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op std::default_random_engine rng(0); const ggml_type all_types[] = { - GGML_TYPE_F32, GGML_TYPE_F16, + GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_BF16, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0, @@ -2173,7 +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, }) { diff --git a/tests/test-json-schema-to-grammar.cpp b/tests/test-json-schema-to-grammar.cpp index b2ce4d260..c5361b5b8 100755 --- a/tests/test-json-schema-to-grammar.cpp +++ b/tests/test-json-schema-to-grammar.cpp @@ -2,6 +2,7 @@ #undef NDEBUG #endif +#include #include #include #include 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}, {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}, 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{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}, {0x0000039B, 0x000003BB}, +{0x0000039C, 0x000003BC}, {0x0000039D, 0x000003BD}, {0x0000039E, 0x000003BE}, {0x0000039F, 0x000003BF}, +{0x000003A0, 0x000003C0}, {0x000003A1, 0x000003C1}, {0x000003A3, 0x000003C3}, {0x000003A4, 0x000003C4}, +{0x000003A5, 0x000003C5}, {0x000003A6, 0x000003C6}, {0x000003A7, 0x000003C7}, {0x000003A8, 0x000003C8}, +{0x000003A9, 0x000003C9}, {0x000003AA, 0x000003CA}, {0x000003AB, 0x000003CB}, {0x000003CF, 0x000003D7}, +{0x000003D8, 0x000003D9}, {0x000003DA, 0x000003DB}, {0x000003DC, 0x000003DD}, {0x000003DE, 0x000003DF}, +{0x000003E0, 0x000003E1}, {0x000003E2, 0x000003E3}, {0x000003E4, 0x000003E5}, {0x000003E6, 0x000003E7}, +{0x000003E8, 0x000003E9}, {0x000003EA, 0x000003EB}, {0x000003EC, 0x000003ED}, {0x000003EE, 0x000003EF}, +{0x000003F4, 0x000003B8}, {0x000003F7, 0x000003F8}, {0x000003F9, 0x000003F2}, {0x000003FA, 0x000003FB}, +{0x000003FD, 0x0000037B}, {0x000003FE, 0x0000037C}, {0x000003FF, 0x0000037D}, {0x00000400, 0x00000450}, +{0x00000401, 0x00000451}, {0x00000402, 0x00000452}, {0x00000403, 0x00000453}, {0x00000404, 0x00000454}, +{0x00000405, 0x00000455}, {0x00000406, 0x00000456}, {0x00000407, 0x00000457}, {0x00000408, 0x00000458}, +{0x00000409, 0x00000459}, {0x0000040A, 0x0000045A}, {0x0000040B, 0x0000045B}, {0x0000040C, 0x0000045C}, +{0x0000040D, 0x0000045D}, {0x0000040E, 0x0000045E}, {0x0000040F, 0x0000045F}, {0x00000410, 0x00000430}, +{0x00000411, 0x00000431}, {0x00000412, 0x00000432}, {0x00000413, 0x00000433}, {0x00000414, 0x00000434}, +{0x00000415, 0x00000435}, {0x00000416, 0x00000436}, {0x00000417, 0x00000437}, {0x00000418, 0x00000438}, +{0x00000419, 0x00000439}, {0x0000041A, 0x0000043A}, {0x0000041B, 0x0000043B}, {0x0000041C, 0x0000043C}, +{0x0000041D, 0x0000043D}, {0x0000041E, 0x0000043E}, {0x0000041F, 0x0000043F}, {0x00000420, 0x00000440}, +{0x00000421, 0x00000441}, {0x00000422, 0x00000442}, {0x00000423, 0x00000443}, {0x00000424, 0x00000444}, +{0x00000425, 0x00000445}, {0x00000426, 0x00000446}, {0x00000427, 0x00000447}, {0x00000428, 0x00000448}, +{0x00000429, 0x00000449}, {0x0000042A, 0x0000044A}, {0x0000042B, 0x0000044B}, {0x0000042C, 0x0000044C}, +{0x0000042D, 0x0000044D}, {0x0000042E, 0x0000044E}, {0x0000042F, 0x0000044F}, {0x00000460, 0x00000461}, +{0x00000462, 0x00000463}, {0x00000464, 0x00000465}, {0x00000466, 0x00000467}, {0x00000468, 0x00000469}, +{0x0000046A, 0x0000046B}, {0x0000046C, 0x0000046D}, {0x0000046E, 0x0000046F}, {0x00000470, 0x00000471}, +{0x00000472, 0x00000473}, {0x00000474, 0x00000475}, {0x00000476, 0x00000477}, {0x00000478, 0x00000479}, +{0x0000047A, 0x0000047B}, {0x0000047C, 0x0000047D}, {0x0000047E, 0x0000047F}, {0x00000480, 0x00000481}, +{0x0000048A, 0x0000048B}, {0x0000048C, 0x0000048D}, {0x0000048E, 0x0000048F}, {0x00000490, 0x00000491}, +{0x00000492, 0x00000493}, {0x00000494, 0x00000495}, {0x00000496, 0x00000497}, {0x00000498, 0x00000499}, +{0x0000049A, 0x0000049B}, {0x0000049C, 0x0000049D}, {0x0000049E, 0x0000049F}, {0x000004A0, 0x000004A1}, +{0x000004A2, 0x000004A3}, 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{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}, {0x00000444, 0x00000424}, {0x00000445, 0x00000425}, +{0x00000446, 0x00000426}, {0x00000447, 0x00000427}, {0x00000448, 0x00000428}, {0x00000449, 0x00000429}, +{0x0000044A, 0x0000042A}, {0x0000044B, 0x0000042B}, {0x0000044C, 0x0000042C}, {0x0000044D, 0x0000042D}, +{0x0000044E, 0x0000042E}, {0x0000044F, 0x0000042F}, {0x00000450, 0x00000400}, {0x00000451, 0x00000401}, +{0x00000452, 0x00000402}, {0x00000453, 0x00000403}, {0x00000454, 0x00000404}, {0x00000455, 0x00000405}, +{0x00000456, 0x00000406}, {0x00000457, 0x00000407}, {0x00000458, 0x00000408}, {0x00000459, 0x00000409}, +{0x0000045A, 0x0000040A}, {0x0000045B, 0x0000040B}, {0x0000045C, 0x0000040C}, {0x0000045D, 0x0000040D}, +{0x0000045E, 0x0000040E}, {0x0000045F, 0x0000040F}, {0x00000461, 0x00000460}, {0x00000463, 0x00000462}, +{0x00000465, 0x00000464}, {0x00000467, 0x00000466}, {0x00000469, 0x00000468}, {0x0000046B, 0x0000046A}, +{0x0000046D, 0x0000046C}, {0x0000046F, 0x0000046E}, {0x00000471, 0x00000470}, {0x00000473, 0x00000472}, +{0x00000475, 0x00000474}, {0x00000477, 0x00000476}, {0x00000479, 0x00000478}, {0x0000047B, 0x0000047A}, +{0x0000047D, 0x0000047C}, {0x0000047F, 0x0000047E}, {0x00000481, 0x00000480}, {0x0000048B, 0x0000048A}, +{0x0000048D, 0x0000048C}, {0x0000048F, 0x0000048E}, {0x00000491, 0x00000490}, {0x00000493, 0x00000492}, +{0x00000495, 0x00000494}, {0x00000497, 0x00000496}, {0x00000499, 0x00000498}, {0x0000049B, 0x0000049A}, +{0x0000049D, 0x0000049C}, {0x0000049F, 0x0000049E}, {0x000004A1, 0x000004A0}, {0x000004A3, 0x000004A2}, +{0x000004A5, 0x000004A4}, {0x000004A7, 0x000004A6}, {0x000004A9, 0x000004A8}, {0x000004AB, 0x000004AA}, +{0x000004AD, 0x000004AC}, {0x000004AF, 0x000004AE}, {0x000004B1, 0x000004B0}, {0x000004B3, 0x000004B2}, +{0x000004B5, 0x000004B4}, {0x000004B7, 0x000004B6}, {0x000004B9, 0x000004B8}, {0x000004BB, 0x000004BA}, +{0x000004BD, 0x000004BC}, {0x000004BF, 0x000004BE}, {0x000004C2, 0x000004C1}, {0x000004C4, 0x000004C3}, +{0x000004C6, 0x000004C5}, {0x000004C8, 0x000004C7}, {0x000004CA, 0x000004C9}, {0x000004CC, 0x000004CB}, +{0x000004CE, 0x000004CD}, {0x000004CF, 0x000004C0}, {0x000004D1, 0x000004D0}, {0x000004D3, 0x000004D2}, +{0x000004D5, 0x000004D4}, {0x000004D7, 0x000004D6}, {0x000004D9, 0x000004D8}, {0x000004DB, 0x000004DA}, +{0x000004DD, 0x000004DC}, {0x000004DF, 0x000004DE}, {0x000004E1, 0x000004E0}, {0x000004E3, 0x000004E2}, +{0x000004E5, 0x000004E4}, {0x000004E7, 0x000004E6}, {0x000004E9, 0x000004E8}, {0x000004EB, 0x000004EA}, +{0x000004ED, 0x000004EC}, {0x000004EF, 0x000004EE}, {0x000004F1, 0x000004F0}, {0x000004F3, 0x000004F2}, +{0x000004F5, 0x000004F4}, {0x000004F7, 0x000004F6}, {0x000004F9, 0x000004F8}, {0x000004FB, 0x000004FA}, +{0x000004FD, 0x000004FC}, {0x000004FF, 0x000004FE}, {0x00000501, 0x00000500}, {0x00000503, 0x00000502}, +{0x00000505, 0x00000504}, {0x00000507, 0x00000506}, {0x00000509, 0x00000508}, {0x0000050B, 0x0000050A}, +{0x0000050D, 0x0000050C}, {0x0000050F, 0x0000050E}, {0x00000511, 0x00000510}, {0x00000513, 0x00000512}, 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+{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, 0x00440}, {0x00421, 0x00441}, {0x00422, 0x00442}, -{0x00423, 0x00443}, {0x00424, 0x00444}, {0x00425, 0x00445}, {0x00426, 0x00446}, {0x00427, 0x00447}, {0x00428, 0x00448}, -{0x00429, 0x00449}, {0x0042A, 0x0044A}, {0x0042B, 0x0044B}, {0x0042C, 0x0044C}, {0x0042D, 0x0044D}, {0x0042E, 0x0044E}, -{0x0042F, 0x0044F}, {0x00460, 0x00461}, {0x00462, 0x00463}, {0x00464, 0x00465}, {0x00466, 0x00467}, {0x00468, 0x00469}, -{0x0046A, 0x0046B}, {0x0046C, 0x0046D}, {0x0046E, 0x0046F}, {0x00470, 0x00471}, {0x00472, 0x00473}, {0x00474, 0x00475}, -{0x00476, 0x00477}, {0x00478, 0x00479}, {0x0047A, 0x0047B}, {0x0047C, 0x0047D}, {0x0047E, 0x0047F}, {0x00480, 0x00481}, -{0x0048A, 0x0048B}, {0x0048C, 0x0048D}, {0x0048E, 0x0048F}, {0x00490, 0x00491}, {0x00492, 0x00493}, {0x00494, 0x00495}, -{0x00496, 0x00497}, {0x00498, 0x00499}, {0x0049A, 0x0049B}, {0x0049C, 0x0049D}, {0x0049E, 0x0049F}, {0x004A0, 0x004A1}, -{0x004A2, 0x004A3}, {0x004A4, 0x004A5}, {0x004A6, 0x004A7}, {0x004A8, 0x004A9}, {0x004AA, 0x004AB}, {0x004AC, 0x004AD}, -{0x004AE, 0x004AF}, {0x004B0, 0x004B1}, {0x004B2, 0x004B3}, {0x004B4, 0x004B5}, {0x004B6, 0x004B7}, {0x004B8, 0x004B9}, -{0x004BA, 0x004BB}, {0x004BC, 0x004BD}, {0x004BE, 0x004BF}, {0x004C0, 0x004CF}, {0x004C1, 0x004C2}, {0x004C3, 0x004C4}, -{0x004C5, 0x004C6}, {0x004C7, 0x004C8}, {0x004C9, 0x004CA}, {0x004CB, 0x004CC}, {0x004CD, 0x004CE}, {0x004D0, 0x004D1}, -{0x004D2, 0x004D3}, {0x004D4, 0x004D5}, {0x004D6, 0x004D7}, {0x004D8, 0x004D9}, {0x004DA, 0x004DB}, {0x004DC, 0x004DD}, -{0x004DE, 0x004DF}, {0x004E0, 0x004E1}, {0x004E2, 0x004E3}, {0x004E4, 0x004E5}, {0x004E6, 0x004E7}, {0x004E8, 0x004E9}, -{0x004EA, 0x004EB}, {0x004EC, 0x004ED}, {0x004EE, 0x004EF}, {0x004F0, 0x004F1}, {0x004F2, 0x004F3}, {0x004F4, 0x004F5}, -{0x004F6, 0x004F7}, {0x004F8, 0x004F9}, {0x004FA, 0x004FB}, {0x004FC, 0x004FD}, {0x004FE, 0x004FF}, {0x00500, 0x00501}, -{0x00502, 0x00503}, {0x00504, 0x00505}, {0x00506, 0x00507}, {0x00508, 0x00509}, {0x0050A, 0x0050B}, {0x0050C, 0x0050D}, -{0x0050E, 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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);