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Metal+LLama take two (#929)

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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 2023-06-09 13:48:46 -07:00 committed by GitHub
parent b162b5c64e
commit d3ba1295a7
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
8 changed files with 141 additions and 66 deletions
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2
.gitmodules vendored
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@ -6,4 +6,4 @@
url = https://github.com/manyoso/llama.cpp.git
[submodule "llama.cpp-mainline"]
path = gpt4all-backend/llama.cpp-mainline
url = https://github.com/ggerganov/llama.cpp.git
url = https://github.com/nomic-ai/llama.cpp.git

58
gpt4all-backend/CMakeLists.txt
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@ -39,6 +39,9 @@ endif()
include(llama.cpp.cmake)
set(BUILD_VARIANTS default avxonly)
if (${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
set(BUILD_VARIANTS ${BUILD_VARIANTS} metal)
endif()
set(CMAKE_VERBOSE_MAKEFILE ON)
@ -54,10 +57,20 @@ foreach(BUILD_VARIANT IN LISTS BUILD_VARIANTS)
set(LLAMA_F16C ${GPT4ALL_ALLOW_NON_AVX})
set(LLAMA_FMA ${GPT4ALL_ALLOW_NON_AVX})
if (BUILD_VARIANT STREQUAL metal)
set(LLAMA_K_QUANTS YES)
set(LLAMA_METAL YES)
else()
set(LLAMA_K_QUANTS NO)
set(LLAMA_METAL NO)
endif()
# Include GGML
include_ggml(llama.cpp-mainline -mainline-${BUILD_VARIANT} ON)
include_ggml(llama.cpp-230511 -230511-${BUILD_VARIANT} ON)
include_ggml(llama.cpp-230519 -230519-${BUILD_VARIANT} ON)
if (NOT LLAMA_METAL)
include_ggml(llama.cpp-230511 -230511-${BUILD_VARIANT} ON)
include_ggml(llama.cpp-230519 -230519-${BUILD_VARIANT} ON)
endif()
# Function for preparing individual implementations
function(prepare_target TARGET_NAME BASE_LIB)
@ -82,29 +95,30 @@ foreach(BUILD_VARIANT IN LISTS BUILD_VARIANTS)
LLAMA_VERSIONS=>=3 LLAMA_DATE=999999)
prepare_target(llamamodel-mainline llama-mainline)
add_library(llamamodel-230519-${BUILD_VARIANT} SHARED
llamamodel.cpp llmodel_shared.cpp)
target_compile_definitions(llamamodel-230519-${BUILD_VARIANT} PRIVATE
LLAMA_VERSIONS===2 LLAMA_DATE=230519)
prepare_target(llamamodel-230519 llama-230519)
if (NOT LLAMA_METAL)
add_library(llamamodel-230519-${BUILD_VARIANT} SHARED
llamamodel.cpp llmodel_shared.cpp)
target_compile_definitions(llamamodel-230519-${BUILD_VARIANT} PRIVATE
LLAMA_VERSIONS===2 LLAMA_DATE=230519)
prepare_target(llamamodel-230519 llama-230519)
add_library(llamamodel-230511-${BUILD_VARIANT} SHARED
llamamodel.cpp llmodel_shared.cpp)
target_compile_definitions(llamamodel-230511-${BUILD_VARIANT} PRIVATE
LLAMA_VERSIONS=<=1 LLAMA_DATE=230511)
prepare_target(llamamodel-230511 llama-230511)
add_library(llamamodel-230511-${BUILD_VARIANT} SHARED
llamamodel.cpp llmodel_shared.cpp)
target_compile_definitions(llamamodel-230511-${BUILD_VARIANT} PRIVATE
LLAMA_VERSIONS=<=1 LLAMA_DATE=230511)
prepare_target(llamamodel-230511 llama-230511)
add_library(gptj-${BUILD_VARIANT} SHARED
gptj.cpp utils.h utils.cpp llmodel_shared.cpp)
prepare_target(gptj ggml-230511)
add_library(gptj-${BUILD_VARIANT} SHARED
gptj.cpp utils.h utils.cpp llmodel_shared.cpp)
prepare_target(gptj ggml-230511)
add_library(mpt-${BUILD_VARIANT} SHARED
mpt.cpp utils.h utils.cpp llmodel_shared.cpp)
prepare_target(mpt ggml-230511)
add_library(mpt-${BUILD_VARIANT} SHARED
mpt.cpp utils.h utils.cpp llmodel_shared.cpp)
prepare_target(mpt ggml-230511)
add_library(replit-${BUILD_VARIANT} SHARED
replit.cpp utils.h utils.cpp llmodel_shared.cpp)
prepare_target(replit ggml-230511)
add_library(replit-${BUILD_VARIANT} SHARED
replit.cpp utils.h utils.cpp llmodel_shared.cpp)
prepare_target(replit ggml-230511)
endif()
endforeach()
add_library(llmodel

2
gpt4all-backend/llama.cpp-mainline

@ -1 +1 @@
Subproject commit 5b57a5b72676540b6a45a3f527126299969ad241
Subproject commit 37bdb72c4f43d68c1bba119372c183d68ff126ea

67
gpt4all-backend/llama.cpp.cmake
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@ -34,6 +34,7 @@ endif()
#
# Option list
#
# some of the options here are commented out so they can be set "dynamically" before calling include_ggml()
# general
option(LLAMA_STATIC "llama: static link libraries" OFF)
@ -68,6 +69,7 @@ option(LLAMA_OPENBLAS "llama: use OpenBLAS"
#option(LLAMA_CUBLAS "llama: use cuBLAS" OFF)
#option(LLAMA_CLBLAST "llama: use CLBlast" OFF)
#option(LLAMA_METAL "llama: use Metal" OFF)
#option(LLAMA_K_QUANTS "llama: use k-quants" ON)
set(LLAMA_BLAS_VENDOR "Generic" CACHE STRING "llama: BLAS library vendor")
set(LLAMA_CUDA_DMMV_X "32" CACHE STRING "llama: x stride for dmmv CUDA kernels")
set(LLAMA_CUDA_DMMV_Y "1" CACHE STRING "llama: y block size for dmmv CUDA kernels")
@ -263,10 +265,32 @@ function(include_ggml DIRECTORY SUFFIX WITH_LLAMA)
endif()
set(GGML_SOURCES_QUANT_K )
if (EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${DIRECTORY}/ggml-quants-k.h)
set(GGML_METAL_SOURCES )
if (LLAMA_K_QUANTS)
set(GGML_SOURCES_QUANT_K
${DIRECTORY}/ggml-quants-k.h
${DIRECTORY}/ggml-quants-k.c)
${DIRECTORY}/k_quants.h
${DIRECTORY}/k_quants.c)
if (LLAMA_METAL)
find_library(FOUNDATION_LIBRARY Foundation REQUIRED)
find_library(METAL_FRAMEWORK Metal REQUIRED)
find_library(METALKIT_FRAMEWORK MetalKit REQUIRED)
find_library(METALPERFORMANCE_FRAMEWORK MetalPerformanceShaders REQUIRED)
set(GGML_METAL_SOURCES ${DIRECTORY}/ggml-metal.m ${DIRECTORY}/ggml-metal.h)
# get full path to the file
#add_compile_definitions(GGML_METAL_DIR_KERNELS="${CMAKE_CURRENT_SOURCE_DIR}/")
# copy ggml-metal.metal to bin directory
configure_file(${DIRECTORY}/ggml-metal.metal bin/ggml-metal.metal COPYONLY)
set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS}
${FOUNDATION_LIBRARY}
${METAL_FRAMEWORK}
${METALKIT_FRAMEWORK}
${METALPERFORMANCE_FRAMEWORK}
)
endif()
endif()
add_library(ggml${SUFFIX} OBJECT
@ -274,8 +298,16 @@ function(include_ggml DIRECTORY SUFFIX WITH_LLAMA)
${DIRECTORY}/ggml.h
${GGML_SOURCES_QUANT_K}
${GGML_SOURCES_CUDA}
${GGML_METAL_SOURCES}
${GGML_OPENCL_SOURCES})
if (LLAMA_K_QUANTS)
target_compile_definitions(ggml${SUFFIX} PUBLIC GGML_USE_K_QUANTS)
endif()
if (LLAMA_METAL AND GGML_METAL_SOURCES)
target_compile_definitions(ggml${SUFFIX} PUBLIC GGML_USE_METAL GGML_METAL_NDEBUG)
endif()
target_include_directories(ggml${SUFFIX} PUBLIC ${DIRECTORY})
target_compile_features(ggml${SUFFIX} PUBLIC c_std_11) # don't bump
@ -295,6 +327,9 @@ function(include_ggml DIRECTORY SUFFIX WITH_LLAMA)
${DIRECTORY}/llama.h
${DIRECTORY}/${LLAMA_UTIL_SOURCE_FILE})
if (LLAMA_METAL AND GGML_METAL_SOURCES)
target_compile_definitions(llama${SUFFIX} PUBLIC GGML_USE_METAL GGML_METAL_NDEBUG)
endif()
target_include_directories(llama${SUFFIX} PUBLIC ${DIRECTORY})
target_compile_features(llama${SUFFIX} PUBLIC cxx_std_11) # don't bump
@ -332,32 +367,6 @@ function(include_ggml DIRECTORY SUFFIX WITH_LLAMA)
target_compile_definitions(ggml${SUFFIX} PRIVATE GGML_USE_CLBLAST)
endif()
if (LLAMA_METAL)
find_library(FOUNDATION_LIBRARY Foundation REQUIRED)
find_library(METAL_FRAMEWORK Metal REQUIRED)
find_library(METALKIT_FRAMEWORK MetalKit REQUIRED)
find_library(METALPERFORMANCE_FRAMEWORK MetalPerformanceShaders REQUIRED)
set(GGML_SOURCES_METAL ggml-metal.m ggml-metal.h)
target_compile_definitions(llama${SUFFIX} PRIVATE
GGML_USE_METAL
GGML_METAL_NDEBUG)
# get full path to the file
#add_compile_definitions(GGML_METAL_DIR_KERNELS="${CMAKE_CURRENT_SOURCE_DIR}/")
# copy ggml-metal.metal to bin directory
configure_file(ggml-metal.metal ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal COPYONLY)
set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS}
${FOUNDATION_LIBRARY}
${METAL_FRAMEWORK}
${METALKIT_FRAMEWORK}
${METALPERFORMANCE_FRAMEWORK}
)
endif()
if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "arm" OR ${CMAKE_SYSTEM_PROCESSOR} MATCHES "aarch64")
message(STATUS "ARM detected")
if (MSVC)

31
gpt4all-backend/llamamodel.cpp
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@ -115,6 +115,12 @@ bool LLamaModel::loadModel(const std::string &modelPath)
#if LLAMA_DATE <= 230511
d_ptr->params.n_parts = params.n_parts;
#endif
#ifdef GGML_USE_METAL
std::cerr << "llama.cpp: using Metal" << std::endl;
// metal always runs the whole model if n_gpu_layers is not 0, at least
// currently
d_ptr->params.n_gpu_layers = 1;
#endif
d_ptr->ctx = llama_init_from_file(modelPath.c_str(), d_ptr->params);
if (!d_ptr->ctx) {
@ -228,7 +234,30 @@ DLL_EXPORT bool magic_match(std::istream& f) {
// Check version
uint32_t version = 0;
f.read(reinterpret_cast<char*>(&version), sizeof(version));
return version LLAMA_VERSIONS;
if (!(version LLAMA_VERSIONS)) {
return false;
}
#ifdef GGML_USE_METAL
// Check quant supported on metal
// skip fields
off_t offset = sizeof(uint32_t) * 6; // n_vocab, n_embd, n_mult, n_head, n_layer, n_rot
f.seekg(offset, std::ios_base::cur);
uint32_t ftype;
f.read(reinterpret_cast<char*>(&ftype), sizeof(ftype)); // ftype
switch((enum llama_ftype) ftype) {
// currently supported on Metal https://github.com/ggerganov/llama.cpp/blob/ae9663f1887513e152839e91f61c513075a19422/ggml-metal.m#L51-L55
case LLAMA_FTYPE_MOSTLY_F16:
case LLAMA_FTYPE_MOSTLY_Q2_K:
case LLAMA_FTYPE_MOSTLY_Q4_0:
case LLAMA_FTYPE_MOSTLY_Q6_K:
case LLAMA_FTYPE_MOSTLY_Q4_K_S:
case LLAMA_FTYPE_MOSTLY_Q4_K_M:
return true;
default: // unsupported quant-type for Metal
return false;
}
#endif
return true;
}
DLL_EXPORT LLModel *construct() {

30
gpt4all-backend/llmodel.cpp
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@ -121,20 +121,30 @@ LLModel *LLModel::construct(const std::string &modelPath, std::string buildVaria
if (!has_at_least_minimal_hardware())
return nullptr;
//TODO: Auto-detect CUDA/OpenCL
if (buildVariant == "auto") {
if (requires_avxonly()) {
buildVariant = "avxonly";
} else {
buildVariant = "default";
}
}
// Read magic
std::ifstream f(modelPath, std::ios::binary);
if (!f) return nullptr;
// Get correct implementation
auto impl = implementation(f, buildVariant);
if (!impl) return nullptr;
const LLModel::Implementation* impl = nullptr;
#if defined(__APPLE__) && defined(__arm64__) // FIXME: See if metal works for intel macs
if (buildVariant == "auto") {
impl = implementation(f, "metal");
}
#endif
if (!impl) {
//TODO: Auto-detect CUDA/OpenCL
if (buildVariant == "auto") {
if (requires_avxonly()) {
buildVariant = "avxonly";
} else {
buildVariant = "default";
}
}
impl = implementation(f, buildVariant);
if (!impl) return nullptr;
}
f.close();
// Construct and return llmodel implementation
return impl->construct();

4
gpt4all-bindings/python/setup.py
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@ -44,7 +44,7 @@ def copy_prebuilt_C_lib(src_dir, dest_dir, dest_build_dir):
d = os.path.join(dest_dir, item)
shutil.copy2(s, d)
files_copied += 1
if item.endswith(lib_ext):
if item.endswith(lib_ext) or item.endswith('.metal'):
s = os.path.join(dirpath, item)
d = os.path.join(dest_build_dir, item)
shutil.copy2(s, d)
@ -88,4 +88,4 @@ setup(
},
package_data={'llmodel': [os.path.join(DEST_CLIB_DIRECTORY, "*")]},
include_package_data=True
)
)

13
gpt4all-chat/CMakeLists.txt
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@ -58,6 +58,11 @@ set (CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/bin)
add_subdirectory(../gpt4all-backend llmodel)
set(METAL_SHADER_FILE)
if(${CMAKE_SYSTEM_NAME} MATCHES Darwin)
set(METAL_SHADER_FILE ../gpt4all-backend/llama.cpp-mainline/ggml-metal.metal)
endif()
qt_add_executable(chat
main.cpp
chat.h chat.cpp
@ -72,6 +77,7 @@ qt_add_executable(chat
server.h server.cpp
logger.h logger.cpp
sysinfo.h
${METAL_SHADER_FILE}
)
qt_add_qml_module(chat
@ -132,6 +138,13 @@ if(${CMAKE_SYSTEM_NAME} MATCHES Darwin)
)
endif()
if(METAL_SHADER_FILE)
set_target_properties(chat PROPERTIES
RESOURCE ${METAL_SHADER_FILE}
)
configure_file(${METAL_SHADER_FILE} bin/ggml-metal.metal COPYONLY)
endif()
target_compile_definitions(chat
PRIVATE $<$<OR:$<CONFIG:Debug>,$<CONFIG:RelWithDebInfo>>:QT_QML_DEBUG>)
target_link_libraries(chat