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llama on Metal (#885)
Support latest llama with Metal --------- Co-authored-by: Adam Treat <adam@nomic.ai> Co-authored-by: niansa/tuxifan <tuxifan@posteo.de>
This commit is contained in:
Aaron Miller
GitHub
parent
14e9ccbc6a
commit
c55f81b860
2
.gitmodules
vendored
2
.gitmodules
vendored
@ -6,4 +6,4 @@
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url = https://github.com/manyoso/llama.cpp.git
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[submodule "llama.cpp-mainline"]
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path = gpt4all-backend/llama.cpp-mainline
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url = https://github.com/ggerganov/llama.cpp.git
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url = https://github.com/nomic-ai/llama.cpp.git
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@ -39,6 +39,9 @@ endif()
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include(llama.cpp.cmake)
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set(BUILD_VARIANTS default avxonly)
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if (${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
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set(BUILD_VARIANTS ${BUILD_VARIANTS} metal)
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endif()
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set(CMAKE_VERBOSE_MAKEFILE ON)
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@ -54,10 +57,20 @@ foreach(BUILD_VARIANT IN LISTS BUILD_VARIANTS)
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set(LLAMA_F16C ${GPT4ALL_ALLOW_NON_AVX})
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set(LLAMA_FMA ${GPT4ALL_ALLOW_NON_AVX})
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if (BUILD_VARIANT STREQUAL metal)
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set(LLAMA_K_QUANTS YES)
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set(LLAMA_METAL YES)
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else()
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set(LLAMA_K_QUANTS NO)
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set(LLAMA_METAL NO)
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endif()
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# Include GGML
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include_ggml(llama.cpp-mainline -mainline-${BUILD_VARIANT} ON)
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if (NOT LLAMA_METAL)
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include_ggml(llama.cpp-230511 -230511-${BUILD_VARIANT} ON)
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include_ggml(llama.cpp-230519 -230519-${BUILD_VARIANT} ON)
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endif()
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# Function for preparing individual implementations
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function(prepare_target TARGET_NAME BASE_LIB)
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@ -82,12 +95,12 @@ foreach(BUILD_VARIANT IN LISTS BUILD_VARIANTS)
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LLAMA_VERSIONS=>=3 LLAMA_DATE=999999)
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prepare_target(llamamodel-mainline llama-mainline)
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if (NOT LLAMA_METAL)
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add_library(llamamodel-230519-${BUILD_VARIANT} SHARED
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llamamodel.cpp llmodel_shared.cpp)
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target_compile_definitions(llamamodel-230519-${BUILD_VARIANT} PRIVATE
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LLAMA_VERSIONS===2 LLAMA_DATE=230519)
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prepare_target(llamamodel-230519 llama-230519)
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add_library(llamamodel-230511-${BUILD_VARIANT} SHARED
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llamamodel.cpp llmodel_shared.cpp)
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target_compile_definitions(llamamodel-230511-${BUILD_VARIANT} PRIVATE
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@ -105,6 +118,7 @@ foreach(BUILD_VARIANT IN LISTS BUILD_VARIANTS)
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add_library(replit-${BUILD_VARIANT} SHARED
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replit.cpp utils.h utils.cpp llmodel_shared.cpp)
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prepare_target(replit ggml-230511)
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endif()
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endforeach()
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add_library(llmodel
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@ -1 +1 @@
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Subproject commit 5b57a5b72676540b6a45a3f527126299969ad241
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Subproject commit b33dee282f5d8032b5f780152732dc45cbf2d349
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@ -34,6 +34,7 @@ endif()
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#
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# Option list
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#
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# some of the options here are commented out so they can be set "dynamically" before calling include_ggml()
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# general
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option(LLAMA_STATIC "llama: static link libraries" OFF)
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@ -68,6 +69,7 @@ option(LLAMA_OPENBLAS "llama: use OpenBLAS"
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#option(LLAMA_CUBLAS "llama: use cuBLAS" OFF)
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#option(LLAMA_CLBLAST "llama: use CLBlast" OFF)
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#option(LLAMA_METAL "llama: use Metal" OFF)
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#option(LLAMA_K_QUANTS "llama: use k-quants" ON)
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set(LLAMA_BLAS_VENDOR "Generic" CACHE STRING "llama: BLAS library vendor")
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set(LLAMA_CUDA_DMMV_X "32" CACHE STRING "llama: x stride for dmmv CUDA kernels")
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set(LLAMA_CUDA_DMMV_Y "1" CACHE STRING "llama: y block size for dmmv CUDA kernels")
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@ -263,10 +265,32 @@ function(include_ggml DIRECTORY SUFFIX WITH_LLAMA)
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endif()
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set(GGML_SOURCES_QUANT_K )
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if (EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${DIRECTORY}/ggml-quants-k.h)
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set(GGML_METAL_SOURCES )
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if (LLAMA_K_QUANTS)
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set(GGML_SOURCES_QUANT_K
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${DIRECTORY}/ggml-quants-k.h
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${DIRECTORY}/ggml-quants-k.c)
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${DIRECTORY}/k_quants.h
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${DIRECTORY}/k_quants.c)
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if (LLAMA_METAL)
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find_library(FOUNDATION_LIBRARY Foundation REQUIRED)
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find_library(METAL_FRAMEWORK Metal REQUIRED)
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find_library(METALKIT_FRAMEWORK MetalKit REQUIRED)
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find_library(METALPERFORMANCE_FRAMEWORK MetalPerformanceShaders REQUIRED)
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set(GGML_METAL_SOURCES ${DIRECTORY}/ggml-metal.m ${DIRECTORY}/ggml-metal.h)
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# get full path to the file
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#add_compile_definitions(GGML_METAL_DIR_KERNELS="${CMAKE_CURRENT_SOURCE_DIR}/")
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# copy ggml-metal.metal to bin directory
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configure_file(${DIRECTORY}/ggml-metal.metal bin/ggml-metal.metal COPYONLY)
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set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS}
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${FOUNDATION_LIBRARY}
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${METAL_FRAMEWORK}
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${METALKIT_FRAMEWORK}
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${METALPERFORMANCE_FRAMEWORK}
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)
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endif()
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endif()
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add_library(ggml${SUFFIX} OBJECT
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@ -274,8 +298,16 @@ function(include_ggml DIRECTORY SUFFIX WITH_LLAMA)
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${DIRECTORY}/ggml.h
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${GGML_SOURCES_QUANT_K}
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${GGML_SOURCES_CUDA}
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${GGML_METAL_SOURCES}
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${GGML_OPENCL_SOURCES})
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if (LLAMA_K_QUANTS)
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target_compile_definitions(ggml${SUFFIX} PUBLIC GGML_USE_K_QUANTS)
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endif()
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if (LLAMA_METAL AND GGML_METAL_SOURCES)
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target_compile_definitions(ggml${SUFFIX} PUBLIC GGML_USE_METAL GGML_METAL_NDEBUG)
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endif()
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target_include_directories(ggml${SUFFIX} PUBLIC ${DIRECTORY})
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target_compile_features(ggml${SUFFIX} PUBLIC c_std_11) # don't bump
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@ -295,6 +327,9 @@ function(include_ggml DIRECTORY SUFFIX WITH_LLAMA)
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${DIRECTORY}/llama.h
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${DIRECTORY}/${LLAMA_UTIL_SOURCE_FILE})
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if (LLAMA_METAL AND GGML_METAL_SOURCES)
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target_compile_definitions(llama${SUFFIX} PUBLIC GGML_USE_METAL GGML_METAL_NDEBUG)
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endif()
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target_include_directories(llama${SUFFIX} PUBLIC ${DIRECTORY})
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target_compile_features(llama${SUFFIX} PUBLIC cxx_std_11) # don't bump
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@ -332,32 +367,6 @@ function(include_ggml DIRECTORY SUFFIX WITH_LLAMA)
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target_compile_definitions(ggml${SUFFIX} PRIVATE GGML_USE_CLBLAST)
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endif()
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if (LLAMA_METAL)
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find_library(FOUNDATION_LIBRARY Foundation REQUIRED)
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find_library(METAL_FRAMEWORK Metal REQUIRED)
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find_library(METALKIT_FRAMEWORK MetalKit REQUIRED)
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find_library(METALPERFORMANCE_FRAMEWORK MetalPerformanceShaders REQUIRED)
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set(GGML_SOURCES_METAL ggml-metal.m ggml-metal.h)
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target_compile_definitions(llama${SUFFIX} PRIVATE
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GGML_USE_METAL
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GGML_METAL_NDEBUG)
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# get full path to the file
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#add_compile_definitions(GGML_METAL_DIR_KERNELS="${CMAKE_CURRENT_SOURCE_DIR}/")
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# copy ggml-metal.metal to bin directory
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configure_file(ggml-metal.metal ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal COPYONLY)
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set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS}
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${FOUNDATION_LIBRARY}
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${METAL_FRAMEWORK}
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${METALKIT_FRAMEWORK}
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${METALPERFORMANCE_FRAMEWORK}
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)
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endif()
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if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "arm" OR ${CMAKE_SYSTEM_PROCESSOR} MATCHES "aarch64")
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message(STATUS "ARM detected")
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if (MSVC)
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@ -115,6 +115,12 @@ bool LLamaModel::loadModel(const std::string &modelPath)
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#if LLAMA_DATE <= 230511
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d_ptr->params.n_parts = params.n_parts;
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#endif
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#ifdef GGML_USE_METAL
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std::cerr << "llama.cpp: using Metal" << std::endl;
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// metal always runs the whole model if n_gpu_layers is not 0, at least
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// currently
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d_ptr->params.n_gpu_layers = 1;
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#endif
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d_ptr->ctx = llama_init_from_file(modelPath.c_str(), d_ptr->params);
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if (!d_ptr->ctx) {
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@ -228,7 +234,30 @@ DLL_EXPORT bool magic_match(std::istream& f) {
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// Check version
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uint32_t version = 0;
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f.read(reinterpret_cast<char*>(&version), sizeof(version));
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return version LLAMA_VERSIONS;
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if (!(version LLAMA_VERSIONS)) {
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return false;
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}
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#ifdef GGML_USE_METAL
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// Check quant supported on metal
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// skip fields
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off_t offset = sizeof(uint32_t) * 6; // n_vocab, n_embd, n_mult, n_head, n_layer, n_rot
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f.seekg(offset, std::ios_base::cur);
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uint32_t ftype;
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f.read(reinterpret_cast<char*>(&ftype), sizeof(ftype)); // ftype
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switch((enum llama_ftype) ftype) {
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// currently supported on Metal https://github.com/ggerganov/llama.cpp/blob/ae9663f1887513e152839e91f61c513075a19422/ggml-metal.m#L51-L55
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case LLAMA_FTYPE_MOSTLY_F16:
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case LLAMA_FTYPE_MOSTLY_Q2_K:
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case LLAMA_FTYPE_MOSTLY_Q4_0:
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case LLAMA_FTYPE_MOSTLY_Q6_K:
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case LLAMA_FTYPE_MOSTLY_Q4_K_S:
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case LLAMA_FTYPE_MOSTLY_Q4_K_M:
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return true;
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default: // unsupported quant-type for Metal
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return false;
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}
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#endif
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return true;
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}
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DLL_EXPORT LLModel *construct() {
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@ -121,6 +121,19 @@ LLModel *LLModel::construct(const std::string &modelPath, std::string buildVaria
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if (!has_at_least_minimal_hardware())
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return nullptr;
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// Read magic
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std::ifstream f(modelPath, std::ios::binary);
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if (!f) return nullptr;
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// Get correct implementation
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const LLModel::Implementation* impl = nullptr;
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#if defined(__APPLE__) && defined(__arm64__) // FIXME: See if metal works for intel macs
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if (buildVariant == "auto") {
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impl = implementation(f, "metal");
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}
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#endif
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if (!impl) {
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//TODO: Auto-detect CUDA/OpenCL
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if (buildVariant == "auto") {
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if (requires_avxonly()) {
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@ -129,12 +142,9 @@ LLModel *LLModel::construct(const std::string &modelPath, std::string buildVaria
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buildVariant = "default";
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}
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}
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// Read magic
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std::ifstream f(modelPath, std::ios::binary);
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if (!f) return nullptr;
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// Get correct implementation
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auto impl = implementation(f, buildVariant);
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impl = implementation(f, buildVariant);
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if (!impl) return nullptr;
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}
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f.close();
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// Construct and return llmodel implementation
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return impl->construct();
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@ -58,6 +58,11 @@ set (CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/bin)
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add_subdirectory(../gpt4all-backend llmodel)
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set(METAL_SHADER_FILE)
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if(${CMAKE_SYSTEM_NAME} MATCHES Darwin)
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set(METAL_SHADER_FILE ../gpt4all-backend/llama.cpp-mainline/ggml-metal.metal)
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endif()
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qt_add_executable(chat
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main.cpp
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chat.h chat.cpp
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@ -72,6 +77,7 @@ qt_add_executable(chat
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server.h server.cpp
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logger.h logger.cpp
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sysinfo.h
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${METAL_SHADER_FILE}
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)
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qt_add_qml_module(chat
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@ -132,6 +138,12 @@ if(${CMAKE_SYSTEM_NAME} MATCHES Darwin)
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)
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endif()
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if(METAL_SHADER_FILE)
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set_target_properties(chat PROPERTIES
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RESOURCE ${METAL_SHADER_FILE}
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)
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endif()
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target_compile_definitions(chat
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PRIVATE $<$<OR:$<CONFIG:Debug>,$<CONFIG:RelWithDebInfo>>:QT_QML_DEBUG>)
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target_link_libraries(chat
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