diff --git a/.clang-tidy b/.clang-tidy index 3be00d63..ce4d218d 100644 --- a/.clang-tidy +++ b/.clang-tidy @@ -36,7 +36,8 @@ Checks: > -readability-non-const-parameter, # Turn all the warnings from the checks above into errors. -WarningsAsErrors: "*" +# WarningsAsErrors: "*" + HeaderFilterRegex: ".*\\.hpp$&!gguf\\.hpp" CheckOptions: - key: readability-identifier-naming.NamespaceCase diff --git a/.gitmodules b/.gitmodules index fbd5fc80..c41aea0b 100644 --- a/.gitmodules +++ b/.gitmodules @@ -4,3 +4,12 @@ [submodule "third_party/pybind11"] path = third_party/pybind11 url = https://github.com/pybind/pybind11.git +[submodule "src/backends/xnnpack/third_party/XNNPACK"] + path = src/backends/xnnpack/third_party/XNNPACK + url = https://github.com/google/XNNPACK.git +[submodule "third_party/googletest"] + path = third_party/googletest + url = https://github.com/google/googletest.git +[submodule "src/backends/xnnpack/third_party/fmt"] + path = src/backends/xnnpack/third_party/fmt + url = https://github.com/fmtlib/fmt.git diff --git a/CMakeLists.txt b/CMakeLists.txt index 8aeb2432..f78c2426 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -73,11 +73,9 @@ if (CMAKE_VERSION VERSION_GREATER_EQUAL "3.24.0") cmake_policy(SET CMP0135 NEW) endif () -include(FetchContent) -FetchContent_Declare( - googletest - URL https://github.com/google/googletest/archive/03597a01ee50ed33e9dfd640b249b4be3799d395.zip -) +# for XNNPACK, avoid invovle googltest twice. +set(GOOGLETEST_SOURCE_DIR ${CMAKE_CURRENT_LIST_DIR}/third_party/googletest) +add_subdirectory(third_party/googletest EXCLUDE_FROM_ALL) option(MLLM_OPENMP "openmp" ON) option(MLLM_OPENMP_STATIC "openmp static" OFF) @@ -123,6 +121,13 @@ if(QNN) add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/src/backends/qnn) endif() +option(MLLM_BUILD_XNNPACK_BACKEND "Build mllm's XNNPACK backend" OFF) +if(MLLM_BUILD_XNNPACK_BACKEND) + add_compile_options(-fPIC) + add_definitions(-DMLLM_BUILD_XNNPACK_BACKEND) + add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/src/backends/xnnpack) +endif() + #add tokenizers file(GLOB_RECURSE SRC_TOKENIZERS ${PROJECT_SOURCE_DIR}/src/tokenizers/*.cpp @@ -156,8 +161,6 @@ if (QUANT) ${CMAKE_CURRENT_LIST_DIR}/src/quantizer/*.hpp) list(REMOVE_ITEM MLLM_QUANTIZER ${CMAKE_CURRENT_LIST_DIR}/src/quantizer/main.cpp) - message(STATUS "MLLM_Quant: ${MLLM_QUANT}") - add_executable( quantize ${PROJECT_SOURCE_DIR}/src/quantizer/main.cpp diff --git a/examples/CMakeLists.txt b/examples/CMakeLists.txt index 6522a20c..b5912444 100644 --- a/examples/CMakeLists.txt +++ b/examples/CMakeLists.txt @@ -508,6 +508,86 @@ endif () endif() # end of cpu executables +add_executable(demo_smollm + ${PROJECT_SOURCE_DIR}/examples/demo_smollm.cpp + ${DIR_SRC_CPU} + ${DIR_SRC_MEM_MANAGER} + ${DIR_SRC_EXP} + ${DIR_SRC} + ${PROJECT_SOURCE_DIR}/src/tokenizers/Tokenizer.cpp + ${PROJECT_SOURCE_DIR}/src/tokenizers/BPE/Bpe.cpp + ${PROJECT_SOURCE_DIR}/src/tokenizers/Unicode.cpp + ${PROJECT_SOURCE_DIR}/src/tokenizers/UnicodeData.cpp + ${PROJECT_SOURCE_DIR}/src/processor/PreProcess.cpp +) +if (MLLM_OPENMP_STATIC) + target_compile_options(demo_smollm PRIVATE -fopenmp) + target_link_libraries(demo_smollm PUBLIC MLLM_CPU -fopenmp -static-openmp) +else () + target_compile_options(demo_smollm PRIVATE -fopenmp) + target_link_libraries(demo_smollm PUBLIC MLLM_CPU -fopenmp) +endif () + +# add_executable(demo_openelm +# ${PROJECT_SOURCE_DIR}/examples/demo_openelm.cpp +# ${DIR_SRC_CPU} +# ${DIR_SRC_MEM_MANAGER} +# ${DIR_SRC_EXP} +# ${DIR_SRC} +# ${PROJECT_SOURCE_DIR}/src/tokenizers/Tokenizer.cpp +# ${PROJECT_SOURCE_DIR}/src/tokenizers/BPE/Bpe.cpp +# ${PROJECT_SOURCE_DIR}/src/tokenizers/Unicode.cpp +# ${PROJECT_SOURCE_DIR}/src/tokenizers/UnicodeData.cpp +# ${PROJECT_SOURCE_DIR}/src/processor/PreProcess.cpp +# ) +# if (MLLM_OPENMP_STATIC) +# target_compile_options(demo_openelm PRIVATE -fopenmp) +# target_link_libraries(demo_openelm PUBLIC MLLM_CPU -fopenmp -static-openmp) +# else () +# target_compile_options(demo_openelm PRIVATE -fopenmp) +# target_link_libraries(demo_openelm PUBLIC MLLM_CPU -fopenmp) +# endif () + +# add_executable(demo_dclm +# ${PROJECT_SOURCE_DIR}/examples/demo_dclm.cpp +# ${DIR_SRC_CPU} +# ${DIR_SRC_MEM_MANAGER} +# ${DIR_SRC_EXP} +# ${DIR_SRC} +# ${PROJECT_SOURCE_DIR}/src/tokenizers/Tokenizer.cpp +# ${PROJECT_SOURCE_DIR}/src/tokenizers/BPE/Bpe.cpp +# ${PROJECT_SOURCE_DIR}/src/tokenizers/Unicode.cpp +# ${PROJECT_SOURCE_DIR}/src/tokenizers/UnicodeData.cpp +# ${PROJECT_SOURCE_DIR}/src/processor/PreProcess.cpp +# ) +# if (MLLM_OPENMP_STATIC) +# target_compile_options(demo_dclm PRIVATE -fopenmp) +# target_link_libraries(demo_dclm PUBLIC MLLM_CPU -fopenmp -static-openmp) +# else () +# target_compile_options(demo_dclm PRIVATE -fopenmp) +# target_link_libraries(demo_dclm PUBLIC MLLM_CPU -fopenmp) +# endif () + +add_executable(benchmark_llm + ${PROJECT_SOURCE_DIR}/examples/benchmark.cpp + ${DIR_SRC_CPU} + ${DIR_SRC_MEM_MANAGER} + ${DIR_SRC_EXP} + ${DIR_SRC} + ${PROJECT_SOURCE_DIR}/src/tokenizers/Tokenizer.cpp + ${PROJECT_SOURCE_DIR}/src/tokenizers/BPE/Bpe.cpp + ${PROJECT_SOURCE_DIR}/src/tokenizers/Unicode.cpp + ${PROJECT_SOURCE_DIR}/src/tokenizers/UnicodeData.cpp + ${PROJECT_SOURCE_DIR}/src/processor/PreProcess.cpp +) +if (MLLM_OPENMP_STATIC) + target_compile_options(benchmark_llm PRIVATE -fopenmp) + target_link_libraries(benchmark_llm PUBLIC MLLM_CPU -fopenmp -static-openmp) +else () + target_compile_options(benchmark_llm PRIVATE -fopenmp) + target_link_libraries(benchmark_llm PUBLIC MLLM_CPU -fopenmp) +endif () + # QNN demo if(QNN) # qnn executables diff --git a/examples/benchmark.cpp b/examples/benchmark.cpp new file mode 100644 index 00000000..46835728 --- /dev/null +++ b/examples/benchmark.cpp @@ -0,0 +1,196 @@ +#include +#include "Types.hpp" +#include "cmdline.h" + +// tiny llama +#include "models/tinyllama/modeling_tinyllama.hpp" +#include "models/tinyllama/configuration_tinyllama.hpp" + +// gemma +#include "models/gemma/modeling_gemma.hpp" +#include "models/gemma/configuration_gemma.hpp" + +// qwen +#include "models/qwen/modeling_qwen.hpp" +#include "models/qwen/configuration_qwen.hpp" + +// stable llm +#include "models/stablelm/configuration_stablelm.hpp" +#include "models/stablelm/modeling_stablelm.hpp" + +// opt +#include "models/opt/configuration_opt.hpp" +#include "models/opt/modeling_opt.hpp" + +// mini cpm +#include "models/minicpm/configuration_minicpm.hpp" +#include "models/minicpm/modeling_minicpm.hpp" + +// smollm +#include "models/smollm/configuration_smollm.hpp" +#include "models/smollm/modeling_smollm.hpp" + +// qwen2.5 +// #include "models/qwen2_5/configuration_qwen2_5.hpp" +// #include "models/qwen2_5/modeling_qwen2_5.hpp" + +#include "processor/PostProcess.hpp" + +using namespace mllm; + +Tensor tokens2Input(int tokens_size, string name = "input", BackendType type = MLLM_CPU) { + Tensor tensor1(1, 1, tokens_size, 1, Backend::global_backends[type], true); + tensor1.setName(name); + Tensor::tensor_status = TENSOR_STATIC_INIT; + tensor1.setTtype(INPUT_TENSOR); + for (int idx = 0; idx < tokens_size; ++idx) { + tensor1.setDataAt(0, 0, idx, 0, 0); + } + return tensor1; +} + +int main(int argc, char **argv) { + cmdline::parser cmdParser; + cmdParser.add("model_name", 'n', "the name of model", false); + cmdParser.add("input_size", 'i', "input size", false, 64); + cmdParser.add("loop", 'p', "loop", false, 100); + cmdParser.add("limits", 'l', "max KV cache size", false, 400); + cmdParser.add("thread", 't', "num of threads", false, 4); + cmdParser.parse_check(argc, argv); + + auto model_name = cmdParser.get("model_name"); + int input_size = cmdParser.get("input_size"); + int loop = cmdParser.get("loop"); + int tokens_limit = cmdParser.get("limits"); + CPUBackend::cpu_threads = cmdParser.get("thread"); + + if (model_name == "tinyllama-1.1B") { + TinyLLaMAConfig config(tokens_limit, "1.1B", HFHUBROPE); + auto model = TinyLLaMAModel(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "gemma-2B") { + GemmaConfig config(tokens_limit, "2B", RoPEType::HFHUBROPE); + auto model = GemmaForCausalLM(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "qwen-0.5B") { + QWenConfig config(tokens_limit, "0.5B", RoPEType::HFHUBROPE); + auto model = QWenForCausalLM(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "qwen-1.8B") { + QWenConfig config(tokens_limit, "1.8B", RoPEType::HFHUBROPE); + auto model = QWenForCausalLM(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "stablelm-1.6B") { + StableLMConfig config(tokens_limit, "1.6B", HFHUBROPE); + auto model = StableLMModel(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "opt-1.3B") { + OPTConfig config(tokens_limit, "1.3B"); + auto model = OPTModel(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "minicpm-2B") { + MiniCPMConfig config(tokens_limit, "2B"); + auto model = MiniCPMForCausalLM(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "smollm-360M") { + SmoLlmConfig config(tokens_limit, "360M", RoPEType::HFHUBROPE, 49152); + auto model = SmoLlmModel(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "smollm-1.7B") { + SmoLlmConfig config(tokens_limit, "1.7B", RoPEType::HFHUBROPE, 49152); + auto model = SmoLlmModel(config); + model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + auto input_tensor = tokens2Input(input_size); + for (int step = 0; step < loop + 1; step++) { + auto result = model({input_tensor}); + chatPostProcessing(0, input_tensor, {}); + } + model.profiling(); + } else if (model_name == "dclm-1B") { + // TODO + } else if (model_name == "openelm-1.1B") { + // TODO + } else if (model_name == "openelm-450M") { + // TODO + } else if (model_name == "qwen2.5-0.5B") { + // QWen2_5Config config(tokens_limit, "0.5B", RoPEType::HFHUBROPE); + // auto model = QWen2_5ForCausalLM(config); + // model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + // auto input_tensor = tokens2Input(input_size); + // for (int step = 0; step < loop + 1; step++) { + // auto result = model({input_tensor}); + // chatPostProcessing(0, input_tensor, {}); + // } + // model.profiling(); + } else if (model_name == "qwen2.5-1.5B") { + // QWen2_5Config config(tokens_limit, "1.5B", RoPEType::HFHUBROPE); + // auto model = QWen2_5ForCausalLM(config); + // model.setNoLoadWeightsDtype(MLLM_TYPE_Q4_0_4_4); + + // auto input_tensor = tokens2Input(input_size); + // for (int step = 0; step < loop + 1; step++) { + // auto result = model({input_tensor}); + // chatPostProcessing(0, input_tensor, {}); + // } + // model.profiling(); + } + return 0; +} \ No newline at end of file diff --git a/examples/demo_smollm.cpp b/examples/demo_smollm.cpp new file mode 100644 index 00000000..1ad41dbf --- /dev/null +++ b/examples/demo_smollm.cpp @@ -0,0 +1,87 @@ +/** + * @file demo_smollm.cpp + * @author Chenghua Wang (chenghua.wang.edu@gmail.com) + * @brief + * @version 0.1 + * @date 2024-09-25 + * + * @copyright Copyright (c) 2024 + * + */ +#include "cmdline.h" +#include "models/smollm/configuration_smollm.hpp" +#include "models/smollm/modeling_smollm.hpp" +#include "models/smollm/tokenization_smollm.hpp" + +using namespace mllm; + +int main(int argc, char **argv) { + std::iostream::sync_with_stdio(false); + + cmdline::parser cmdParser; + cmdParser.add("vocab", 'v', "specify mllm tokenizer model path", false, "../vocab/smollm_vocab.mllm"); + cmdParser.add("merge", 'e', "specify mllm merge file path", false, "../vocab/smollm_merges.txt"); + cmdParser.add("model", 'm', "specify mllm model path", false, "../models/SmoLlm-1.7B-q4_0x4.mllm"); + cmdParser.add("limits", 'l', "max KV cache size", false, 400); + cmdParser.add("thread", 't', "num of threads", false, 4); + cmdParser.parse_check(argc, argv); + + string merge_path = cmdParser.get("merge"); + string vocab_path = cmdParser.get("vocab"); + string model_path = cmdParser.get("model"); + int tokens_limit = cmdParser.get("limits"); + CPUBackend::cpu_threads = cmdParser.get("thread"); + + auto tokenizer = SmoLlmTokenizer(vocab_path, merge_path); + SmoLlmConfig config(tokens_limit, "1.7B", RoPEType::HFHUBROPE, 49152); + auto model = SmoLlmModel(config); + model.load(model_path); + + vector in_strs = { + " Hello, who are you?", + " What can you do?", + "Please introduce Beijing University of Posts and Telecommunications.", + }; + + auto processOutput = [&](std::string &text) -> std::pair { + if (text == "<|im_start|>" || text == "<|im_end|>" || text == "") return {true, ""}; + if (text == "<|endoftext|>") return {false, ""}; + return {true, text}; + }; + + auto addSystemPrompt = [](const std::string &text) -> std::string { + std::string ret; + std::string pre = + "<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n<|im_start|>user\n"; + ret = pre + text; + std::string end = "<|im_end|>\n<|im_start|>assistant\n"; + ret = ret + end; + return ret; + }; + + for (int i = 0; i < in_strs.size(); ++i) { + auto input_str = addSystemPrompt(in_strs[i]); + auto input_tensor = tokenizer.tokenize(input_str, i); + std::cout << "[Q] " << in_strs[i] << std::endl; + std::cout << "[A] " << std::flush; + + LlmTextGeneratorOpts opt{ + .max_new_tokens = 100, + .do_sample = true, + .temperature = 0.3F, + .top_k = 50, + .top_p = 0.F, + }; + model.generate(input_tensor, opt, [&](unsigned int out_token) -> bool { + auto out_string = tokenizer.detokenize({out_token}); + auto [isOk, print_string] = processOutput(out_string); + if (isOk) { + std::cout << print_string << std::flush; + } else { + return false; + } + return true; + }); + std::cout << "\n"; + } +} \ No newline at end of file diff --git a/src/MemoryManager.hpp b/src/MemoryManager.hpp index 0a9615f3..7c20e7d7 100644 --- a/src/MemoryManager.hpp +++ b/src/MemoryManager.hpp @@ -10,10 +10,8 @@ namespace mllm { */ class MemoryManager { public: - MemoryManager() { - } - virtual ~MemoryManager() { - } + MemoryManager() = default; + virtual ~MemoryManager() = default; virtual void alloc(void **ptr, size_t size, size_t alignment) = 0; diff --git a/src/backends/cpu/CPURMSNorm.cpp b/src/backends/cpu/CPURMSNorm.cpp index 1abed139..995a49ba 100644 --- a/src/backends/cpu/CPURMSNorm.cpp +++ b/src/backends/cpu/CPURMSNorm.cpp @@ -46,13 +46,13 @@ ErrorCode CPURMSNorm::execute(vector> inputs, vectorptrAt(n, h, s, 0), - inputs[0]->ptrAt(n, h, s, 0), - dim * sizeof(float)); + memcpy(outputs[0]->ptrAt(n, h, s, 0), + inputs[0]->ptrAt(n, h, s, 0), + dim * sizeof(float)); vec_scale_f32(dim, outputs[0]->ptrAt(n, h, s, 0), rms); - } } } + } #pragma omp parallel for collapse(4) num_threads(thread_count) for (int h = 0; h < head; h++) { @@ -61,9 +61,9 @@ ErrorCode CPURMSNorm::execute(vector> inputs, vector(0, 0, 0, d); if (add_unit_offset_) { - *outputs[0]->ptrAt(n, h, s,d) *= (1 + weight); + *outputs[0]->ptrAt(n, h, s, d) *= (1 + weight); } else { - *outputs[0]->ptrAt(n, h, s,d) *= (weight); + *outputs[0]->ptrAt(n, h, s, d) *= (weight); } } } diff --git a/src/backends/xnnpack/CMakeLists.txt b/src/backends/xnnpack/CMakeLists.txt new file mode 100644 index 00000000..03219278 --- /dev/null +++ b/src/backends/xnnpack/CMakeLists.txt @@ -0,0 +1,22 @@ +add_subdirectory(third_party/XNNPACK) +add_subdirectory(third_party/fmt EXCLUDE_FROM_ALL) + +add_library(MllmXnnpackBackend + OBJECT + + Utils/Logger.cpp + + Ops/XpBinary.cpp + Ops/XpDispatch.cpp + Ops/XpLinear.cpp + Ops/XpMatmul.cpp + Ops/XpRoPE.cpp + Ops/XpSoftmax.cpp + + XnnpackBackend.cpp + XpMemoryManager.cpp +) +target_include_directories(MllmXnnpackBackend PUBLIC third_party/XNNPACK/src/) +target_include_directories(MllmXnnpackBackend PUBLIC ${CMAKE_CURRENT_LIST_DIR}/../) +target_link_libraries(MllmXnnpackBackend PUBLIC XNNPACK fmt::fmt-header-only fp16) +set_target_properties(MllmXnnpackBackend PROPERTIES WINDOWS_EXPORT_ALL_SYMBOLS TRUE) diff --git a/src/backends/xnnpack/Ops/XpBinary.cpp b/src/backends/xnnpack/Ops/XpBinary.cpp new file mode 100644 index 00000000..9f5ba201 --- /dev/null +++ b/src/backends/xnnpack/Ops/XpBinary.cpp @@ -0,0 +1,26 @@ +#include "backends/xnnpack/Ops/XpBinary.hpp" +#include "Types.hpp" + +namespace mllm::xnnpack { + +ErrorCode XpAdd::setUp(vector> inputs, vector> outputs) { + // do not alloc memory. + // setup tensor and grapgh in xnnpack subgraph. + // TODO + return MLLM_NO_ERROR; +} + +ErrorCode XpAdd::reshape(vector> inputs, vector> outputs) { + // xnnpack will do reshape for us. + return MLLM_NO_ERROR; +} + +ErrorCode XpAdd::execute(vector> inputs, vector> outputs) { + // do not execute this op + return MLLM_NO_ERROR; +} + +Op *XpAddCreator::create(OpParam op_param, Backend *bk, const string &name, int thread_count) const { + return new XpAdd(bk, name, thread_count); +} +} // namespace mllm::xnnpack \ No newline at end of file diff --git a/src/backends/xnnpack/Ops/XpBinary.hpp b/src/backends/xnnpack/Ops/XpBinary.hpp new file mode 100644 index 00000000..fdd2e02a --- /dev/null +++ b/src/backends/xnnpack/Ops/XpBinary.hpp @@ -0,0 +1,40 @@ +/** + * @file XpBinary.hpp + * @author Chenghua Wang (chenghua.wang.edu@gmail.com) + * @version 0.1 + * @date 2024-10-03 + * + * @copyright Copyright (c) 2024 + * + */ +#pragma once + +#include "Backend.hpp" +#include "Op.hpp" +#include "backends/xnnpack/XnnpackBackend.hpp" + +namespace mllm::xnnpack { + +class XpAdd final : public Op { +public: + XpAdd(Backend *bk, const std::string &op_name, int thread_count) : + Op(bk, op_name), thread_count_(thread_count) { + } + + ~XpAdd() override = default; + + ErrorCode setUp(vector> inputs, vector> outputs) override; + + ErrorCode reshape(vector> inputs, vector> outputs) override; + + ErrorCode execute(vector> inputs, vector> outputs) override; + +private: + int thread_count_ = 4; +}; + +struct XpAddCreator : public XnnpackBackend::Creator { + Op *create(OpParam op_param, Backend *bk, const string &name, int thread_count) const override; +}; + +} // namespace mllm::xnnpack \ No newline at end of file diff --git a/src/backends/xnnpack/Ops/XpDispatch.cpp b/src/backends/xnnpack/Ops/XpDispatch.cpp new file mode 100644 index 00000000..2ee1efc2 --- /dev/null +++ b/src/backends/xnnpack/Ops/XpDispatch.cpp @@ -0,0 +1,46 @@ +#include "backends/xnnpack/Ops/XpDispatch.hpp" +#include "Types.hpp" + +namespace mllm::xnnpack { + +ErrorCode XpDispatch::setUp(vector> inputs, vector> outputs) { + // do nothing + return ErrorCode::MLLM_NO_ERROR; +} + +ErrorCode XpDispatch::execute(vector> inputs, vector> outputs) { + auto xnnbk = (XnnpackBackend *)(this->backend()); + + // recreate runtime + auto m_rt = xnnbk->recreateModelRuntime(thread_count_); + + // create Model + m_rt->createModel(xnnbk->getXnnSubgraph()); + + // create runtime + m_rt->createRuntime(0); + + // reshape + m_rt->reshapeRuntime(); + + // setup + m_rt->setupRuntime(); + + // run + if (!m_rt->invoke()) { + return ErrorCode::NO_EXECUTION; + } + + return ErrorCode::MLLM_NO_ERROR; +} + +ErrorCode XpDispatch::reshape(vector> inputs, vector> outputs) { + // do nothing + return ErrorCode::MLLM_NO_ERROR; +} + +Op *XpDispatchCreator::create(OpParam op_param, Backend *bk, const string &name, int thread_count) const { + return new XpDispatch(bk, name, thread_count); +} + +} // namespace mllm::xnnpack \ No newline at end of file diff --git a/src/backends/xnnpack/Ops/XpDispatch.hpp b/src/backends/xnnpack/Ops/XpDispatch.hpp new file mode 100644 index 00000000..68a03512 --- /dev/null +++ b/src/backends/xnnpack/Ops/XpDispatch.hpp @@ -0,0 +1,44 @@ +/** + * @file XpDispatch.hpp + * @author chenghua Wang (chenghua.wang.edu@gmail.com) + * @version 0.1 + * @date 2024-10-06 + * + * @copyright Copyright (c) 2024 + * + */ +#pragma once + +#include "Backend.hpp" +#include "Op.hpp" +#include "backends/xnnpack/XnnpackBackend.hpp" + +namespace mllm::xnnpack { +class XpDispatch final : public Op { +public: + XpDispatch(Backend *bk, const string &name, int thread_count) : + Op(bk, name), thread_count_(thread_count) { + } + + ~XpDispatch() override = default; + + ErrorCode setUp(vector> inputs, vector> outputs) override; + + ErrorCode execute(vector> inputs, vector> outputs) override; + + ErrorCode reshape(vector> inputs, vector> outputs) override; + + inline void setClearXnnGraphAfterDispatch(bool clear_xnn_graph_after_dispatch) { + clear_xnn_graph_after_dispatch_ = clear_xnn_graph_after_dispatch; + } + +private: + int thread_count_; + bool clear_xnn_graph_after_dispatch_ = true; +}; + +struct XpDispatchCreator : public XnnpackBackend::Creator { + Op *create(OpParam op_param, Backend *bk, const string &name, int thread_count) const override; +}; + +} // namespace mllm::xnnpack diff --git a/src/backends/xnnpack/Ops/XpLinear.cpp b/src/backends/xnnpack/Ops/XpLinear.cpp new file mode 100644 index 00000000..e69de29b diff --git a/src/backends/xnnpack/Ops/XpMatmul.cpp b/src/backends/xnnpack/Ops/XpMatmul.cpp new file mode 100644 index 00000000..e69de29b diff --git a/src/backends/xnnpack/Ops/XpRoPE.cpp b/src/backends/xnnpack/Ops/XpRoPE.cpp new file mode 100644 index 00000000..e69de29b diff --git a/src/backends/xnnpack/Ops/XpSoftmax.cpp b/src/backends/xnnpack/Ops/XpSoftmax.cpp new file mode 100644 index 00000000..e69de29b diff --git a/src/backends/xnnpack/README.md b/src/backends/xnnpack/README.md new file mode 100644 index 00000000..e69de29b diff --git a/src/backends/xnnpack/Utils/Logger.cpp b/src/backends/xnnpack/Utils/Logger.cpp new file mode 100644 index 00000000..9b4952ff --- /dev/null +++ b/src/backends/xnnpack/Utils/Logger.cpp @@ -0,0 +1 @@ +#include "backends/xnnpack/Utils/Logger.hpp" \ No newline at end of file diff --git a/src/backends/xnnpack/Utils/Logger.hpp b/src/backends/xnnpack/Utils/Logger.hpp new file mode 100644 index 00000000..db4dfe34 --- /dev/null +++ b/src/backends/xnnpack/Utils/Logger.hpp @@ -0,0 +1,61 @@ +/** + * @file Logger.hpp + * @author Chenghua Wang (chenghua.wang.edu@gmail.com) + * @brief logger. wrap on fmt + * @version 0.1 + * @date 2024-10-03 + * + * @copyright Copyright (c) 2024 + * + */ +#pragma once + +#include "fmt/core.h" + +namespace mllm::xnnpack { + +class Log { +public: + enum LogLevel { + INFO = 0, + WARN = 1, + ERROR = 2, + }; + + static inline LogLevel log_level = INFO; + + template + static inline void info(Args &&...args) { + switch (Log::log_level) { + case INFO: + fmt::print(" {}", std::forward(args)...); + break; + case WARN: + case ERROR: break; + } + } + + template + static inline void warn(Args &&...args) { + switch (Log::log_level) { + case INFO: + case WARN: + fmt::print(" {}", std::forward(args)...); + break; + case ERROR: break; + } + } + + template + static inline void error(Args &&...args) { + switch (Log::log_level) { + case INFO: + case WARN: + case ERROR: + fmt::print(" {}", std::forward(args)...); + break; + } + } +}; + +} // namespace mllm::xnnpack \ No newline at end of file diff --git a/src/backends/xnnpack/XnnpackBackend.cpp b/src/backends/xnnpack/XnnpackBackend.cpp new file mode 100644 index 00000000..60fd9911 --- /dev/null +++ b/src/backends/xnnpack/XnnpackBackend.cpp @@ -0,0 +1,123 @@ +#include "backends/xnnpack/XnnpackBackend.hpp" +#include "Backend.hpp" +#include "backends/xnnpack/Utils/Logger.hpp" +#include "xnnpack.h" +#include "xnnpack/allocator.h" +#include "xnnpack/subgraph.h" + +namespace mllm::xnnpack { +XnnpackModelRuntime::XnnpackModelRuntime(int32_t num_threads) : + num_threads_(num_threads), model_(nullptr, xnn_delete_subgraph) { + xnn_delete_runtime(runtime_); + threadpool_ = pthreadpool_create(num_threads_); +} + +XnnpackModelRuntime::~XnnpackModelRuntime() { + if (runtime_) { + xnn_delete_runtime(runtime_); + } + if (threadpool_) { + pthreadpool_destroy(threadpool_); + } + for (auto &i : external_values_) { + xnn_release_simd_memory(i.data); + } +} + +bool XnnpackModelRuntime::createModel(const xnn_subgraph_t &model_factory) { + model_.reset(model_factory); + if (!model_) { + Log::error("failed to create model"); + return false; + } + + for (uint32_t i = 0; i < model_->num_values; ++i) { + if ((model_->values[i].flags & ((uint32_t)XNN_VALUE_FLAG_EXTERNAL_INPUT | (uint32_t)XNN_VALUE_FLAG_EXTERNAL_OUTPUT)) == 0) { + continue; + } + + // Make a buffer for this external value. + size_t size = xnn_tensor_get_size(&model_->values[i]) + XNN_EXTRA_BYTES; + external_values_.push_back( + xnn_external_value{i, xnn_allocate_zero_simd_memory(size)}); + } + + return model_ != nullptr; +} + +bool XnnpackModelRuntime::createRuntime(uint32_t flags) { + assert(!runtime_); + return xnn_status_success == xnn_create_runtime_v4(model_.get(), nullptr, nullptr, threadpool_, flags, &runtime_); +} + +bool XnnpackModelRuntime::reshapeRuntime() { + return xnn_status_success == xnn_reshape_runtime(runtime_); +} + +bool XnnpackModelRuntime::setupRuntime() { + return xnn_status_success == xnn_setup_runtime_v2(runtime_, external_values_.size(), external_values_.data()); +} + +bool XnnpackModelRuntime::invoke() { + return xnn_status_success == xnn_invoke_runtime(runtime_); +} + +XnnpackBackend::XnnpackBackend(std::shared_ptr mm, const XnnpackBackendOpts &opts) : + Backend(mm), opts_(opts) { + model_runtime_ = std::make_shared(opts_.num_threads); +} + +XnnpackBackend::~XnnpackBackend() { + // TODO +} + +bool XnnpackBackend::addCreator(OpType t, Creator *c) { + if (map_op_creator_.count(t)) { + Log::error("{} op has been added to this backend.", (int32_t)t); + return false; + } + map_op_creator_.insert({t, c}); + return true; +} + +Op *XnnpackBackend::opCreate(const OpParam &op_param, string name, int thread_count) { + auto op_type = OpType(op_param.find("type")->second); + auto iter = map_op_creator_.find(op_type); + + if (thread_count) { + Log::warn("Xnnpack use global thread pool. thread_count is set to {}, but not used.", thread_count); + } + + if (iter == map_op_creator_.end()) { + Log::error("Op is not supported yet."); + return nullptr; + } + auto op = iter->second->create(op_param, this, name, thread_count); + return op; +} + +TensorFunction *XnnpackBackend::funcCreate(TensorFuncType type) { + // TODO +} + +void XnnpackBackend::registerOps() { + // TODO +} + +void XnnpackBackend::registerFuncs() { + // TODO +} + +std::shared_ptr XnnpackBackend::getModelRuntime() { + return model_runtime_; +} + +std::shared_ptr XnnpackBackend::recreateModelRuntime(int thread_count) { + model_runtime_ = std::make_shared(thread_count); + return model_runtime_; +} + +xnn_subgraph_t XnnpackBackend::getXnnSubgraph() { + return subgraph_; +} +} // namespace mllm::xnnpack \ No newline at end of file diff --git a/src/backends/xnnpack/XnnpackBackend.hpp b/src/backends/xnnpack/XnnpackBackend.hpp new file mode 100644 index 00000000..7ef7e074 --- /dev/null +++ b/src/backends/xnnpack/XnnpackBackend.hpp @@ -0,0 +1,102 @@ +/** + * @file XnnpackBackend.hpp + * @author Chenghua Wang (chenghua.wang.edu@gmail.com) + * @version 0.1 + * @date 2024-10-03 + * + * @copyright Copyright (c) 2024 + * + */ +#pragma once + +#include "MemoryManager.hpp" +#include "Backend.hpp" +#include +#include +#include +#include + +#include "Types.hpp" +#include "xnnpack.h" + +namespace mllm::xnnpack { + +class XnnpackModelRuntime { +public: + explicit XnnpackModelRuntime(int32_t num_threads); + ~XnnpackModelRuntime(); + + bool createModel(const xnn_subgraph_t &model_factory); + + bool createRuntime(uint32_t flags); + + bool reshapeRuntime(); + + bool setupRuntime(); + + bool invoke(); + +private: + std::unique_ptr model_; + pthreadpool_t threadpool_ = nullptr; + xnn_runtime_t runtime_ = nullptr; + std::vector external_values_; + int32_t num_threads_; +}; + +class XnnpackTensorSymbolTable { +public: +private: + // user side tensor: + // user should free these tensor manually + std::unordered_map user_side_tensor_; + + // xnnpack will free this tensor when necessary + std::unordered_map xnn_side_tensor_; + + // all tensors + std::unordered_map all_tensor_; +}; + +struct XnnpackBackendOpts { + int32_t num_threads = 4; +}; + +class XnnpackBackend : public Backend { +public: + XnnpackBackend(std::shared_ptr mm, const XnnpackBackendOpts &opts); + ~XnnpackBackend(); + +public: + struct Creator { + virtual Op *create(OpParam op_param, Backend *bn, const string &name, int thread_count) const = 0; + }; + + bool addCreator(OpType t, Creator *c); + + Op *opCreate(const OpParam &op_param, string name, int thread_count) override; + + TensorFunction *funcCreate(TensorFuncType type) override; + + void registerOps() override; + + void registerFuncs() override; + + std::shared_ptr getModelRuntime(); + + std::shared_ptr recreateModelRuntime(int thread_count = 1); + + xnn_subgraph_t getXnnSubgraph(); + +private: + XnnpackBackendOpts opts_; + + // xnn stuff + xnn_subgraph_t subgraph_ = nullptr; + std::shared_ptr model_runtime_ = nullptr; + + std::map map_op_creator_; + std::map map_tensor_function_; +}; + +} // namespace mllm::xnnpack \ No newline at end of file diff --git a/src/backends/xnnpack/XpMemoryManager.cpp b/src/backends/xnnpack/XpMemoryManager.cpp new file mode 100644 index 00000000..e69de29b diff --git a/src/backends/xnnpack/XpMemoryManager.hpp b/src/backends/xnnpack/XpMemoryManager.hpp new file mode 100644 index 00000000..8d5eb680 --- /dev/null +++ b/src/backends/xnnpack/XpMemoryManager.hpp @@ -0,0 +1,16 @@ +/** + * @file MemoryManager.hpp + * @author Chenghua Wang (chenghua.wang.edu@gmail.com) + * @version 0.1 + * @date 2024-10-03 + * + * @copyright Copyright (c) 2024 + * + */ +#pragma once + +#include "backends/xnnpack/Utils/Logger.hpp" + +namespace mllm::xnnpack { + +} \ No newline at end of file diff --git a/src/backends/xnnpack/third_party/XNNPACK b/src/backends/xnnpack/third_party/XNNPACK new file mode 160000 index 00000000..331e1074 --- /dev/null +++ b/src/backends/xnnpack/third_party/XNNPACK @@ -0,0 +1 @@ +Subproject commit 331e10744ffd05bbd51d310c99274e646692c079 diff --git a/src/backends/xnnpack/third_party/fmt b/src/backends/xnnpack/third_party/fmt new file mode 160000 index 00000000..0c9fce2f --- /dev/null +++ b/src/backends/xnnpack/third_party/fmt @@ -0,0 +1 @@ +Subproject commit 0c9fce2ffefecfdce794e1859584e25877b7b592 diff --git a/src/models/smollm/configuration_smollm.hpp b/src/models/smollm/configuration_smollm.hpp new file mode 100644 index 00000000..a0e460af --- /dev/null +++ b/src/models/smollm/configuration_smollm.hpp @@ -0,0 +1,112 @@ +/** + * @file configuration_smollm.hpp + * @author Chenghua Wang (chenghua.wang.edu@gmail.com) + * @version 0.1 + * @date 2024-09-25 + * + * @copyright Copyright (c) 2024 + * + */ +#pragma once +#ifndef CONFIG_SMOLLM_HPP +#define CONFIG_SMOLLM_HPP +#include "Types.hpp" +#include "models/transformer/configuration_transformer.hpp" + +using namespace mllm; + +class SmoLlMNameConfig : public TransformerNameConfig { +public: + std::string blk_name; + std::string token_embd_name; + std::string post_norm_name; + std::string lm_head_name; + std::string _gate_proj_name; + + void init(RoPEType type = HFHUBROPE) { + switch (type) { + case LLAMAROPE: { + blk_name = "layers."; + _attn_base_name = "attention."; + _ffn_base_name = "feed_forward."; + _q_proj_name = "wq"; + _k_proj_name = "wk"; + _v_proj_name = "wv"; + _o_proj_name = "wo"; + _gate_proj_name = "w1"; + _up_proj_name = "w3"; + _down_proj_name = "w2"; + _attn_norm_name = "attention_norm"; + _ffn_norm_name = "ffn_norm"; + token_embd_name = "tok_embeddings"; + post_norm_name = "norm"; + lm_head_name = "output"; + break; + } + case HFHUBROPE: { + blk_name = "model.layers."; + _attn_base_name = "self_attn."; + _ffn_base_name = "mlp."; + _q_proj_name = "q_proj"; + _k_proj_name = "k_proj"; + _v_proj_name = "v_proj"; + _o_proj_name = "o_proj"; + _gate_proj_name = "gate_proj"; + _up_proj_name = "up_proj"; + _down_proj_name = "down_proj"; + _attn_norm_name = "input_layernorm"; + _ffn_norm_name = "post_attention_layernorm"; + token_embd_name = "model.embed_tokens"; + post_norm_name = "model.norm"; + lm_head_name = "lm_head"; + break; + } + default: { + throw std::runtime_error("Unsupported llama type"); + } + } + } +}; + +class SmoLlmConfig { +public: + int vocab_size{}; + int hidden_dim{}; + int head_size{}; + int num_key_value_heads{}; + int ffn_hidden{}; + int block_num{}; + RoPEType RoPE_type; + int cache_limit{}; + SmoLlMNameConfig names_config; + float rope_theta; + int max_position_embeddings; + + explicit SmoLlmConfig(int token_limit, string billions = "1.7B", RoPEType type = HFHUBROPE, int vocab = 32000) { + names_config.init(type); + vocab_size = vocab; + if (billions == "1.7B" || billions == "1.7b") { + hidden_dim = 2048; + head_size = 32; + num_key_value_heads = 32; + ffn_hidden = 8192; + block_num = 24; + max_position_embeddings = 2048; + rope_theta = 10000; + } else if (billions == "360M" || billions == "360m") { + hidden_dim = 960; + head_size = 15; + num_key_value_heads = 5; + ffn_hidden = 2560; + block_num = 32; + max_position_embeddings = 2048; + rope_theta = 10000; + } else { + throw std::runtime_error("Unsupported model size"); + } + RoPE_type = type; + cache_limit = token_limit; + } +}; + +#endif // CONFIG_SMOLLM_HPP \ No newline at end of file diff --git a/src/models/smollm/modeling_smollm.hpp b/src/models/smollm/modeling_smollm.hpp new file mode 100644 index 00000000..e1686bb5 --- /dev/null +++ b/src/models/smollm/modeling_smollm.hpp @@ -0,0 +1,115 @@ +/** + * @file tokenization_smollm.hpp + * @author Chenghua Wang (chenghua.wang.edu@gmail.com) + * @version 0.1 + * @date 2024-09-25 + * + * @copyright Copyright (c) 2024 + * + */ +#pragma once +#ifndef MODELING_SMOLLM_HPP +#define MODELING_SMOLLM_HPP + +#include "Layer.hpp" +#include "Module.hpp" +#include "configuration_smollm.hpp" +#include "models/transformer/modeling_transformer.hpp" + +using namespace mllm; + +class SmoLlmMLP final : public Module { + Layer gate_proj; + Layer silu; + Layer up_proj; + Layer down_proj; + +public: + SmoLlmMLP() = default; + SmoLlmMLP(int hidden_dim, int ffn_hidden, const SmoLlMNameConfig &names, const string &base_name) { + gate_proj = Linear(hidden_dim, ffn_hidden, false, base_name + names._gate_proj_name); + silu = SiLU(base_name + "act"); + up_proj = Linear(hidden_dim, ffn_hidden, false, base_name + names._up_proj_name); + down_proj = Linear(ffn_hidden, hidden_dim, false, base_name + names._down_proj_name); + } + vector Forward(vector inputs, vector args) override { + auto x = gate_proj(inputs[0]); + x = silu(x); + auto y = up_proj(inputs[0]); + x = x * y; + x = down_proj(x); + return {x}; + } +}; + +class SmoLlmBlock final : public Module { + MultiHeadAttention attention; + SmoLlmMLP mlp; + Layer norm1; + Layer norm2; + +public: + SmoLlmBlock() = default; + SmoLlmBlock(int hidden_dim, int head_size, int kv_head_size, int ffn_hidden, RoPEType RoPE_type, float rope_theta, int max_position_embeddings, int cache_limit, const SmoLlMNameConfig &names, const string &base_name) { + attention = MultiHeadAttention(hidden_dim, head_size, kv_head_size, hidden_dim / head_size, SPLIT_NONE, false, false, + RoPE_type, rope_theta, max_position_embeddings, cache_limit, true, false, names, base_name + names._attn_base_name); + mlp = SmoLlmMLP(hidden_dim, ffn_hidden, names, base_name + names._ffn_base_name); + norm1 = RMSNorm(hidden_dim, 1e-6, base_name + names._attn_norm_name); + norm2 = RMSNorm(hidden_dim, 1e-6, base_name + names._ffn_norm_name); + } + vector Forward(vector inputs, vector args) override { + auto x = norm1(inputs[0]); + x = attention({x, x, x})[0]; + auto tmp = x + inputs[0]; + x = norm2(tmp); + x = mlp({x})[0]; + x = x + tmp; + return {x}; + } + + MultiHeadAttention &get_attention() { + return attention; + } +}; + +class SmoLlmModel final : public Module { + Layer embedding; + vector blocks; + Layer norm; + Parameter lm_head; + +public: + explicit SmoLlmModel(const SmoLlmConfig &config) : + SmoLlmModel(config.vocab_size, config.hidden_dim, config.head_size, config.num_key_value_heads, config.ffn_hidden, config.block_num, + config.RoPE_type, config.rope_theta, config.max_position_embeddings, config.cache_limit, + config.names_config, config.names_config.blk_name) { + } + SmoLlmModel(int vocab_size, int hidden_dim, int head_size, int kv_head_size, int ffn_hidden, int block_num, RoPEType RoPE_type, float rope_theta, int max_position_embeddings, int cache_limit, + const SmoLlMNameConfig &names, const string &base_name) { + embedding = Embedding(vocab_size, hidden_dim, names.token_embd_name); + blocks = List(block_num, hidden_dim, head_size, kv_head_size, ffn_hidden, RoPE_type, rope_theta, max_position_embeddings, cache_limit, names, base_name); + norm = RMSNorm(hidden_dim, 1e-6, names.post_norm_name); + lm_head = Parameter(1, vocab_size, 1, hidden_dim, + names.token_embd_name + ".weight"); + } + vector Forward(vector inputs, vector args) override { + auto x = embedding(inputs[0]); + for (auto &block : blocks) { + x = block({x})[0]; + } + x = norm(x); + x = Tensor::mm(x, lm_head().transpose(Chl::SEQUENCE, Chl::DIMENSION)); + return {x}; + } + + void clear_kvcache() { + for (auto &block : blocks) { + auto kvcahce = block.get_attention().get_cache(); + for (auto &cache : kvcahce) { + cache->clearCache(); + } + } + } +}; + +#endif // MODELING_SMOLLM_HPP \ No newline at end of file diff --git a/src/models/smollm/tokenization_smollm.hpp b/src/models/smollm/tokenization_smollm.hpp new file mode 100644 index 00000000..086581ba --- /dev/null +++ b/src/models/smollm/tokenization_smollm.hpp @@ -0,0 +1,326 @@ +/** + * @file tokenization_smollm.hpp + * @author Chenghua Wang (chenghua.wang.edu@gmail.com) + * @brief + * @version 0.1 + * @date 2024-09-25 + * + * @copyright Copyright (c) 2024 + * + */ +#ifndef DCLMTOKENIZATION_SMOLLM_HPP +#define DCLMTOKENIZATION_SMOLLM_HPP + +#include "tokenizers/BPE/Bpe.hpp" +#include "tokenizers/Tokenizer.hpp" +#include "tokenizers/Unicode.hpp" +#include +#include + +// unicode +#include + +using namespace mllm; + +#define UTF8(x) any_to_utf8(x) +#define CHR(x) __chr(x) +#define ORD(x) __ord(x) + +static std::string any_to_utf8(std::string s) { + // the original input is utf-8 already + return s; +} + +static std::string __chr(int v) { + std::wstring wString(1, v); + std::wstring_convert> convert; + std::string utf8 = convert.to_bytes(wString); + return utf8; +} + +static std::vector __ord(std::string v) { + std::vector ret; + std::wstring_convert> convert; + std::wstring utf8str = convert.from_bytes(v); + for (auto i = 0; i < utf8str.length(); ++i) ret.emplace_back(utf8str[i]); + return ret; +} + +static const std::string PAT_STR = R"((?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+)"; +static const std::string SPLIT_PAT_STR = R"(<\|im_start\|>|<\|im_end\|>|<\|endoftext\|>)"; +static const std::vector FIXED_PAT_STRS = { + "(?:'[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+", +}; + +class SmoLlmTokenizer final { +public: + explicit SmoLlmTokenizer(const std::string &vocab_file, const std::string &merge_file, bool split_special_tokens = false) : + split_special_tokens_(split_special_tokens) { + Module::initBackend(MLLM_CPU); + tokenizer = new BPETokenizer(vocab_file); + + // init byte encoder + std::vector bs; + for (int i = 33 /*!*/; i < 127 /*~*/; ++i) bs.emplace_back(i); + for (int i = 161 /*¡*/; i < 173 /*¬*/; ++i) bs.emplace_back(i); + for (int i = 174 /*®*/; i < 256 /*ÿ*/; ++i) bs.emplace_back(i); + std::vector cs = bs; // this is deep copy + int n = 0; + for (int b = 0; b < 256; ++b) { + if (std::find(bs.begin(), bs.end(), b) == bs.end()) { + bs.push_back(b); + cs.push_back(256 + n); + n++; + } + } + assert(bs.size() == cs.size() && "In init byte encoder, the bs and cs size should be same."); + for (auto i = 0U; i < bs.size(); ++i) { + byte_encoder_[bs[i]] = CHR(cs[i]); + byte_decoder_[CHR(cs[i])] = bs[i]; + } + + // init bpe ranks + auto merge_file_stream = std::ifstream(merge_file); + if (!merge_file_stream.good()) { + std::cout << "merge file is broken\n"; + exit(0); + } + std::string line; + unsigned rank = 0; + while (std::getline(merge_file_stream, line)) { + if (line.empty()) { + continue; + } + if (line[0] == '#') { + continue; + } + bpe_ranks_[line] = rank; + rank++; + } + tokenizer->setMergeRank(bpe_ranks_); + } + + ~SmoLlmTokenizer() { + delete tokenizer; + } + + std::vector stringSplit(const std::string &str, char delim) { + std::size_t previous = 0; + std::size_t current = str.find(delim); + std::vector elems; + while (current != std::string::npos) { + if (current > previous) { + elems.push_back(str.substr(previous, current - previous)); + } + previous = current + 1; + current = str.find(delim, previous); + } + if (previous != str.size()) { + elems.push_back(str.substr(previous)); + } + return elems; + } + + std::vector _splitWithDelimiters(const std::string &str, const std::vector &delimiters) { + std::string s = str; + std::vector result; + size_t pos = 0; + auto isDelimiter = [&](size_t currentPos) { + for (const auto &delimiter : delimiters) { + if (currentPos + delimiter.length() <= s.length() && s.substr(currentPos, delimiter.length()) == delimiter) { + return true; + } + } + return false; + }; + + while (pos < s.length()) { + if (isDelimiter(pos)) { + if (pos != 0) { + result.push_back(s.substr(0, pos)); + } + size_t delimiterLength = delimiters.front().length(); + for (const auto &delimiter : delimiters) { + if (s.substr(pos, delimiter.length()) == delimiter) { + delimiterLength = delimiter.length(); + result.push_back(delimiter); + break; + } + } + pos += delimiterLength; + s = s.substr(pos); + pos = 0; + } else { + ++pos; + } + } + + if (!s.empty()) { + result.push_back(s); + } + + return result; + } + + Tensor tokenize(std::string &text, int str_i = 0) { + std::vector ret; + + if (split_special_tokens_) { + const auto word_collection = unicode_regex_split(text, FIXED_PAT_STRS); + for (auto &piece : word_collection) { + // look up table + // std::string token; + // for (auto b : UTF8(piece)) token += byte_encoder_[b]; + + // using bpe + std::vector tmp; + tokenizer->tokenize(piece, tmp, false, true, ""); + ret.insert(ret.end(), tmp.begin(), tmp.end() - 1); + } + } else { + auto parts = _splitWithDelimiters(text, special_tokens); + // for (auto p : parts) { + // std::cout << "\"" << p << "\"" << std::endl; + // } + for (auto &p : parts) { + if (std::find(special_tokens.begin(), special_tokens.end(), p) != special_tokens.end()) { + std::string token; + for (auto b : UTF8(p)) token += byte_encoder_[b]; + + std::vector tmp; + tokenizer->tokenize(token, tmp, false, special_tokens, true); + ret.insert(ret.end(), tmp.begin(), tmp.end() - 1); + } else { + const auto word_collection = unicode_regex_split(p, FIXED_PAT_STRS); + for (auto &piece : word_collection) { + // look up table + // std::string token; + // for (auto b : UTF8(piece)) token += byte_encoder_[b]; + + // using bpe + std::vector tmp; + tokenizer->tokenize(piece, tmp, false, true, ""); + assert(!tmp.empty()); + ret.insert(ret.end(), tmp.begin(), tmp.end() - 1); + } + } + } + } + + return Tokenizer::tokens2Input(ret); + } + + std::pair tokenizeWithPadding(std::string &text, int seqLength, int vocab_size) { + std::vector ret; + + if (split_special_tokens_) { + const auto word_collection = unicode_regex_split(text, FIXED_PAT_STRS); + for (auto &piece : word_collection) { + // look up table + // std::string token; + // for (auto b : UTF8(piece)) token += byte_encoder_[b]; + + // using bpe + std::vector tmp; + tokenizer->tokenize(piece, tmp, false, true, ""); + ret.insert(ret.end(), tmp.begin(), tmp.end() - 1); + } + } else { + auto parts = _splitWithDelimiters(text, special_tokens); + // for (auto p : parts) { + // std::cout << "\"" << p << "\"" << std::endl; + // } + for (auto &p : parts) { + if (std::find(special_tokens.begin(), special_tokens.end(), p) != special_tokens.end()) { + std::string token; + for (auto b : UTF8(p)) token += byte_encoder_[b]; + + std::vector tmp; + tokenizer->tokenize(token, tmp, false, special_tokens, true); + ret.insert(ret.end(), tmp.begin(), tmp.end() - 1); + } else { + const auto word_collection = unicode_regex_split(p, FIXED_PAT_STRS); + for (auto &piece : word_collection) { + // look up table + // std::string token; + // for (auto b : UTF8(piece)) token += byte_encoder_[b]; + + // using bpe + std::vector tmp; + tokenizer->tokenize(piece, tmp, false, true, ""); + assert(!tmp.empty()); + ret.insert(ret.end(), tmp.begin(), tmp.end() - 1); + } + } + } + } + + auto realLength = ret.size(); + ret.resize(seqLength, vocab_size); + return std::make_pair(realLength, Tokenizer::tokens2Input(ret)); + } + + std::string _byte_decode_(const std::string &text) { + std::string ret; + auto _ = ORD(text); + for (auto i : _) ret += byte_decoder_[CHR(i)]; + return ret; + } + + std::string detokenize(const std::vector &tokens) { + return _byte_decode_(tokenizer->detokenize(tokens)); + } + + std::pair detokenize(Tensor &result) { + assert(result.batch() == 1); + assert(result.head() == 1); + vector scores; + for (int i = 0; i < result.dimension(); ++i) { + auto value = result.dataAt(0, 0, result.sequence() - 1, i); + scores.push_back(value); + } + auto token_idx = this->argmax(scores); + return {_byte_decode_(tokenizer->detokenize({token_idx})), token_idx}; + } + +private: + unsigned int argmax(const std::vector &scores) { + if (scores.empty()) { + throw std::invalid_argument("Input vector is empty"); + } + return std::max_element(scores.begin(), scores.end()) - scores.begin(); + } + +public: + bool split_special_tokens_ = false; + BPETokenizer *tokenizer; + std::unordered_map byte_encoder_; + std::unordered_map byte_decoder_; + std::unordered_map bpe_ranks_; + token_id_t eos_id_ = 0, bos_id_ = 0; + std::vector special_tokens = { + "<|endoftext|>", + "<|im_start|>", + "<|im_end|>", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + }; +}; + +#undef UTF8 +#undef CHR +#undef ORD + +#endif //! DCLMTOKENIZATION_SMOLLM_HPP \ No newline at end of file diff --git a/src/models/tinyllama/configuration_tinyllama.hpp b/src/models/tinyllama/configuration_tinyllama.hpp index 0ba07dd1..0f1551b3 100644 --- a/src/models/tinyllama/configuration_tinyllama.hpp +++ b/src/models/tinyllama/configuration_tinyllama.hpp @@ -31,7 +31,15 @@ class TinyLLaMAConfig { kv_head_size = 4; ffn_hidden = 5632; block_num = 22; - max_position_embeddings= 16384; + max_position_embeddings = 16384; + rope_theta = 10000; + } else if (billions == "1.1B" || billions == "1.1b") { + hidden_dim = 2048; + head_size = 32; + kv_head_size = 4; + ffn_hidden = 5632; + block_num = 22; + max_position_embeddings = 16384; rope_theta = 10000; } else { throw std::runtime_error("Unsupported model size"); diff --git a/test/CMakeLists.txt b/test/CMakeLists.txt index 351e5b1b..eecb232c 100644 --- a/test/CMakeLists.txt +++ b/test/CMakeLists.txt @@ -1,5 +1,6 @@ +# FIXME. TEST was defined twice. add_definitions(-DTEST) -FetchContent_MakeAvailable(googletest) + enable_testing() include_directories(${PROJECT_SOURCE_DIR}/test) @@ -12,8 +13,6 @@ list(REMOVE_ITEM MLLM_TEST ${PROJECT_SOURCE_DIR}/test/TestSystemMemoryManager.cp list(REMOVE_ITEM MLLM_TEST ${PROJECT_SOURCE_DIR}/test/TestMemoryPoolManager.cpp) # list(REMOVE_ITEM MLLM_TEST ${PROJECT_SOURCE_DIR}/test/clip_tokenizer_test.cpp) -message(STATUS "MLLM_TEST: ${MLLM_TEST}") - # Add ${DIR_SRC_QUANT} to ${DIR_SRC} # if () add_executable( diff --git a/third_party/googletest b/third_party/googletest new file mode 160000 index 00000000..b514bdc8 --- /dev/null +++ b/third_party/googletest @@ -0,0 +1 @@ +Subproject commit b514bdc898e2951020cbdca1304b75f5950d1f59 diff --git a/vocab/dclm_merges.txt b/vocab/dclm_merges.txt new file mode 100644 index 00000000..3bddebc1 --- /dev/null +++ b/vocab/dclm_merges.txt @@ -0,0 +1,50009 @@ +Ġ Ġ +Ġ t +Ġ a +h e +i n +r e +o n +ĠĠ ĠĠ +Ġt he +e r +a t +Ġ s +e n +Ġ o +Ġ w +Ġ c +i s +i t +o r +e d +e s +a n +a l +Ġ p +Ġ f +Ġ b +Ġa n +in g +Ġo f +a r +Ġ in +o u +Ġ d +Ġ m +i on +i c +Ġt o +l e +- - +a s +Ġan d +ĠĠĠĠ ĠĠĠĠ +r o +Ġ h +Ġt h +en t +c t +e t +e l +Ġ re +Ġ n +s t +o m +Ġ l +Ġ e +i l +i d +o t +i m +i g +Ġ g +v e +u t +Ġ T +Ġ I +Ġ is +o l +a m +Ġ ( +l y +-- -- +u s +a c +at ion +o w +Ġb e +u r +Ġ S +Ġf or +a d +â Ģ +Ġth at +Ġ on +u n +Ġ A +Ġ C +Ġs t +v er +a y +it h +u l +c e +Ġ 1 +i f +s e +Ġ y +ĠĠ Ġ +Ġw ith +i r +Ġ he +Ġc on +Ġ " +Ġa s +c h +ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ +t er +o d +Ġ it +Ġ M +Ġp ro +Ġa l +a g +a b +e m +Ġw e +u m +0 0 +Ġ v +r i +Ġw h +p e +at e +Ġ P +Ġy ou +Ġw as +Ġ $ +q u +Ġd e +re s +Ġ 2 +o s +r a +p p +Ġ B +he r +ĠT he += = +is t +es t +h t +Ġe x +an t +Ġa t +Ġ H +Ġc om +Ġo r +Ġ r +l d +Ġ \ +t h +an d +Ġs e +---- ---- +er s +Ġ D +i v +Ġ F +Ġs u +Ġa re +a in +es s +o c +Ġb y +il l +ro m +o re +Ġ W +o p +k e +it y +ou n +Ġ R +Ġn ot +Ġ L +Ġh a +m ent +ct ion +i ve +en d +* * +Ġn e +Ġ = +Ġ N +Ġ - +ig ht +or t +p t +Ġf rom +re d +' s +ar t +Ġth is +el l +u d +Ġs h +Ġ un +Ġ us +t e +Ġ G +Ġ E +re n +p l +i es +Ġc h +. 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