| #include "ggml-backend-impl.h" |
| #include "ggml-backend.h" |
| #include "ggml-backend-dl.h" |
| #include "ggml-impl.h" |
| #include <algorithm> |
| #include <cstring> |
| #include <filesystem> |
| #include <memory> |
| #include <string> |
| #include <type_traits> |
| #include <vector> |
| #include <cctype> |
|
|
| #ifdef _WIN32 |
| # define WIN32_LEAN_AND_MEAN |
| # ifndef NOMINMAX |
| # define NOMINMAX |
| # endif |
| # include <windows.h> |
| #elif defined(__APPLE__) |
| # include <mach-o/dyld.h> |
| # include <dlfcn.h> |
| #else |
| # include <dlfcn.h> |
| # include <unistd.h> |
| #endif |
|
|
| |
| #ifdef GGML_USE_CPU |
| #include "ggml-cpu.h" |
| #endif |
|
|
| #ifdef GGML_USE_CUDA |
| #include "ggml-cuda.h" |
| #endif |
|
|
| #ifdef GGML_USE_METAL |
| #include "ggml-metal.h" |
| #endif |
|
|
| #ifdef GGML_USE_SYCL |
| #include "ggml-sycl.h" |
| #endif |
|
|
| #ifdef GGML_USE_VULKAN |
| #include "ggml-vulkan.h" |
| #endif |
|
|
| #ifdef GGML_USE_WEBGPU |
| #include "ggml-webgpu.h" |
| #endif |
|
|
| #ifdef GGML_USE_ZDNN |
| #include "ggml-zdnn.h" |
| #endif |
|
|
| #ifdef GGML_USE_OPENCL |
| #include "ggml-opencl.h" |
| #endif |
|
|
| #ifdef GGML_USE_HEXAGON |
| #include "ggml-hexagon.h" |
| #endif |
|
|
| #ifdef GGML_USE_BLAS |
| #include "ggml-blas.h" |
| #endif |
|
|
| #ifdef GGML_USE_RPC |
| #include "ggml-rpc.h" |
| #endif |
|
|
| #ifdef GGML_USE_VIRTGPU_FRONTEND |
| #include "ggml-virtgpu.h" |
| #endif |
|
|
| #ifdef GGML_USE_CANN |
| #include "ggml-cann.h" |
| #endif |
|
|
| #ifdef GGML_USE_ZENDNN |
| #include "ggml-zendnn.h" |
| #endif |
|
|
| #ifdef GGML_USE_OPENVINO |
| #include "ggml-openvino.h" |
| #endif |
|
|
| namespace fs = std::filesystem; |
|
|
| static std::string path_str(const fs::path & path) { |
| try { |
| #if defined(__cpp_lib_char8_t) |
| |
| const std::u8string u8str = path.u8string(); |
| return std::string(reinterpret_cast<const char *>(u8str.data()), u8str.size()); |
| #else |
| |
| return path.u8string(); |
| #endif |
| } catch (...) { |
| return std::string(); |
| } |
| } |
|
|
| struct ggml_backend_reg_entry { |
| ggml_backend_reg_t reg; |
| dl_handle_ptr handle; |
| }; |
|
|
| struct ggml_backend_registry { |
| std::vector<ggml_backend_reg_entry> backends; |
| std::vector<ggml_backend_dev_t> devices; |
|
|
| ggml_backend_registry() { |
| #ifdef GGML_USE_CUDA |
| register_backend(ggml_backend_cuda_reg()); |
| #endif |
| #ifdef GGML_USE_METAL |
| register_backend(ggml_backend_metal_reg()); |
| #endif |
| #ifdef GGML_USE_SYCL |
| register_backend(ggml_backend_sycl_reg()); |
| #endif |
| #ifdef GGML_USE_VULKAN |
| |
| if (getenv("GGML_DISABLE_VULKAN") == nullptr) { |
| register_backend(ggml_backend_vk_reg()); |
| } else { |
| GGML_LOG_DEBUG("Vulkan backend disabled by GGML_DISABLE_VULKAN environment variable\n"); |
| } |
| #endif |
| #ifdef GGML_USE_WEBGPU |
| register_backend(ggml_backend_webgpu_reg()); |
| #endif |
| #ifdef GGML_USE_ZDNN |
| register_backend(ggml_backend_zdnn_reg()); |
| #endif |
| #ifdef GGML_USE_VIRTGPU_FRONTEND |
| register_backend(ggml_backend_virtgpu_reg()); |
| #endif |
|
|
| #ifdef GGML_USE_OPENCL |
| register_backend(ggml_backend_opencl_reg()); |
| #endif |
| #ifdef GGML_USE_ZENDNN |
| register_backend(ggml_backend_zendnn_reg()); |
| #endif |
| #ifdef GGML_USE_HEXAGON |
| register_backend(ggml_backend_hexagon_reg()); |
| #endif |
| #ifdef GGML_USE_CANN |
| register_backend(ggml_backend_cann_reg()); |
| #endif |
| #ifdef GGML_USE_BLAS |
| register_backend(ggml_backend_blas_reg()); |
| #endif |
| #ifdef GGML_USE_RPC |
| register_backend(ggml_backend_rpc_reg()); |
| #endif |
| #ifdef GGML_USE_OPENVINO |
| register_backend(ggml_backend_openvino_reg()); |
| #endif |
| #ifdef GGML_USE_CPU |
| register_backend(ggml_backend_cpu_reg()); |
| #endif |
| } |
|
|
| ~ggml_backend_registry() { |
| |
| |
| for (auto & entry : backends) { |
| if (entry.handle) { |
| entry.handle.release(); |
| } |
| } |
| } |
|
|
| void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) { |
| if (!reg) { |
| return; |
| } |
|
|
| #ifndef NDEBUG |
| GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n", |
| __func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg)); |
| #endif |
| backends.push_back({ reg, std::move(handle) }); |
| for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) { |
| register_device(ggml_backend_reg_dev_get(reg, i)); |
| } |
| } |
|
|
| void register_device(ggml_backend_dev_t device) { |
| #ifndef NDEBUG |
| GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device)); |
| #endif |
| devices.push_back(device); |
| } |
|
|
| ggml_backend_reg_t load_backend(const fs::path & path, bool silent) { |
| dl_handle_ptr handle { dl_load_library(path) }; |
| if (!handle) { |
| if (!silent) { |
| GGML_LOG_ERROR("%s: failed to load %s: %s\n", __func__, path_str(path).c_str(), dl_error()); |
| } |
| return nullptr; |
| } |
|
|
| auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score"); |
| if (score_fn && score_fn() == 0) { |
| if (!silent) { |
| GGML_LOG_INFO("%s: backend %s is not supported on this system\n", __func__, path_str(path).c_str()); |
| } |
| return nullptr; |
| } |
|
|
| auto backend_init_fn = (ggml_backend_init_t) dl_get_sym(handle.get(), "ggml_backend_init"); |
| if (!backend_init_fn) { |
| if (!silent) { |
| GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s\n", __func__, path_str(path).c_str()); |
| } |
| return nullptr; |
| } |
|
|
| ggml_backend_reg_t reg = backend_init_fn(); |
| if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) { |
| if (!silent) { |
| if (!reg) { |
| GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n", |
| __func__, path_str(path).c_str()); |
| } else { |
| GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n", |
| __func__, path_str(path).c_str(), reg->api_version, GGML_BACKEND_API_VERSION); |
| } |
| } |
| return nullptr; |
| } |
|
|
| GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path_str(path).c_str()); |
|
|
| register_backend(reg, std::move(handle)); |
|
|
| return reg; |
| } |
|
|
| void unload_backend(ggml_backend_reg_t reg, bool silent) { |
| auto it = std::find_if(backends.begin(), backends.end(), |
| [reg](const ggml_backend_reg_entry & entry) { return entry.reg == reg; }); |
|
|
| if (it == backends.end()) { |
| if (!silent) { |
| GGML_LOG_ERROR("%s: backend not found\n", __func__); |
| } |
| return; |
| } |
|
|
| if (!silent) { |
| GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg)); |
| } |
|
|
| |
| devices.erase( |
| std::remove_if(devices.begin(), devices.end(), |
| [reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }), |
| devices.end()); |
|
|
| |
| backends.erase(it); |
| } |
| }; |
|
|
| static ggml_backend_registry & get_reg() { |
| static ggml_backend_registry reg; |
| return reg; |
| } |
|
|
| |
| void ggml_backend_register(ggml_backend_reg_t reg) { |
| get_reg().register_backend(reg); |
| } |
|
|
| void ggml_backend_device_register(ggml_backend_dev_t device) { |
| get_reg().register_device(device); |
| } |
|
|
| |
| static bool striequals(const char * a, const char * b) { |
| for (; *a && *b; a++, b++) { |
| if (std::tolower(*a) != std::tolower(*b)) { |
| return false; |
| } |
| } |
| return *a == *b; |
| } |
|
|
| size_t ggml_backend_reg_count() { |
| return get_reg().backends.size(); |
| } |
|
|
| ggml_backend_reg_t ggml_backend_reg_get(size_t index) { |
| GGML_ASSERT(index < ggml_backend_reg_count()); |
| return get_reg().backends[index].reg; |
| } |
|
|
| ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) { |
| for (size_t i = 0; i < ggml_backend_reg_count(); i++) { |
| ggml_backend_reg_t reg = ggml_backend_reg_get(i); |
| if (striequals(ggml_backend_reg_name(reg), name)) { |
| return reg; |
| } |
| } |
| return nullptr; |
| } |
|
|
| |
| size_t ggml_backend_dev_count() { |
| return get_reg().devices.size(); |
| } |
|
|
| ggml_backend_dev_t ggml_backend_dev_get(size_t index) { |
| GGML_ASSERT(index < ggml_backend_dev_count()); |
| return get_reg().devices[index]; |
| } |
|
|
| ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) { |
| for (size_t i = 0; i < ggml_backend_dev_count(); i++) { |
| ggml_backend_dev_t dev = ggml_backend_dev_get(i); |
| if (striequals(ggml_backend_dev_name(dev), name)) { |
| return dev; |
| } |
| } |
| return nullptr; |
| } |
|
|
| ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) { |
| for (size_t i = 0; i < ggml_backend_dev_count(); i++) { |
| ggml_backend_dev_t dev = ggml_backend_dev_get(i); |
| if (ggml_backend_dev_type(dev) == type) { |
| return dev; |
| } |
| } |
| return nullptr; |
| } |
|
|
| |
| ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) { |
| ggml_backend_dev_t dev = ggml_backend_dev_by_name(name); |
| if (!dev) { |
| return nullptr; |
| } |
| return ggml_backend_dev_init(dev, params); |
| } |
|
|
| ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) { |
| ggml_backend_dev_t dev = ggml_backend_dev_by_type(type); |
| if (!dev) { |
| return nullptr; |
| } |
| return ggml_backend_dev_init(dev, params); |
| } |
|
|
| ggml_backend_t ggml_backend_init_best(void) { |
| ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU); |
| dev = dev ? dev : ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_IGPU); |
| dev = dev ? dev : ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU); |
| if (!dev) { |
| return nullptr; |
| } |
| return ggml_backend_dev_init(dev, nullptr); |
| } |
|
|
| |
| ggml_backend_reg_t ggml_backend_load(const char * path) { |
| return get_reg().load_backend(path, false); |
| } |
|
|
| void ggml_backend_unload(ggml_backend_reg_t reg) { |
| get_reg().unload_backend(reg, true); |
| } |
|
|
| static fs::path get_executable_path() { |
| #if defined(__APPLE__) |
| |
| std::vector<char> path; |
| uint32_t size; |
| while (true) { |
| size = path.size(); |
| if (_NSGetExecutablePath(path.data(), &size) == 0) { |
| break; |
| } |
| path.resize(size); |
| } |
| std::string base_path(path.data(), size); |
| |
| auto last_slash = base_path.find_last_of('/'); |
| if (last_slash != std::string::npos) { |
| base_path = base_path.substr(0, last_slash); |
| } |
| return base_path + "/"; |
| #elif defined(__linux__) || defined(__FreeBSD__) |
| std::string base_path = "."; |
| std::vector<char> path(1024); |
| while (true) { |
| |
| # if defined(__linux__) |
| ssize_t len = readlink("/proc/self/exe", path.data(), path.size()); |
| # elif defined(__FreeBSD__) |
| ssize_t len = readlink("/proc/curproc/file", path.data(), path.size()); |
| # endif |
| if (len == -1) { |
| break; |
| } |
| if (len < (ssize_t) path.size()) { |
| base_path = std::string(path.data(), len); |
| |
| auto last_slash = base_path.find_last_of('/'); |
| if (last_slash != std::string::npos) { |
| base_path = base_path.substr(0, last_slash); |
| } |
| break; |
| } |
| path.resize(path.size() * 2); |
| } |
|
|
| return base_path + "/"; |
| #elif defined(_WIN32) |
| std::vector<wchar_t> path(MAX_PATH); |
| DWORD len = GetModuleFileNameW(NULL, path.data(), path.size()); |
| if (len == 0) { |
| return {}; |
| } |
| std::wstring base_path(path.data(), len); |
| |
| auto last_slash = base_path.find_last_of('\\'); |
| if (last_slash != std::string::npos) { |
| base_path = base_path.substr(0, last_slash); |
| } |
| return base_path + L"\\"; |
| #else |
| return {}; |
| #endif |
| } |
|
|
| static fs::path backend_filename_prefix() { |
| #ifdef _WIN32 |
| return fs::u8path("ggml-"); |
| #else |
| return fs::u8path("libggml-"); |
| #endif |
| } |
|
|
| static fs::path backend_filename_extension() { |
| #ifdef _WIN32 |
| return fs::u8path(".dll"); |
| #else |
| return fs::u8path(".so"); |
| #endif |
| } |
|
|
| static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, const char * user_search_path) { |
| |
| const fs::path name_path = fs::u8path(name); |
| const fs::path file_prefix = backend_filename_prefix().native() + name_path.native() + fs::u8path("-").native(); |
| const fs::path file_extension = backend_filename_extension(); |
|
|
| std::vector<fs::path> search_paths; |
| if (user_search_path == nullptr) { |
| #ifdef GGML_BACKEND_DIR |
| search_paths.push_back(fs::u8path(GGML_BACKEND_DIR)); |
| #endif |
| |
| search_paths.push_back(get_executable_path()); |
| search_paths.push_back(fs::current_path()); |
| } else { |
| search_paths.push_back(fs::u8path(user_search_path)); |
| } |
|
|
| int best_score = 0; |
| fs::path best_path; |
| std::error_code ec; |
|
|
| for (const auto & search_path : search_paths) { |
| if (!fs::exists(search_path, ec)) { |
| if (ec) { |
| GGML_LOG_DEBUG("%s: posix_stat(%s) failure, error-message: %s\n", __func__, path_str(search_path).c_str(), ec.message().c_str()); |
| } else { |
| GGML_LOG_DEBUG("%s: search path %s does not exist\n", __func__, path_str(search_path).c_str()); |
| } |
| continue; |
| } |
| fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied); |
| for (const auto & entry : dir_it) { |
| if (entry.is_regular_file(ec)) { |
| auto filename = entry.path().filename(); |
| auto ext = entry.path().extension(); |
| if (filename.native().find(file_prefix) == 0 && ext == file_extension) { |
| dl_handle_ptr handle { dl_load_library(entry) }; |
| if (!handle && !silent) { |
| GGML_LOG_ERROR("%s: failed to load %s: %s\n", __func__, path_str(entry.path()).c_str(), dl_error()); |
| } |
| if (handle) { |
| auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score"); |
| if (score_fn) { |
| int s = score_fn(); |
| #ifndef NDEBUG |
| GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, path_str(entry.path()).c_str(), s); |
| #endif |
| if (s > best_score) { |
| best_score = s; |
| best_path = entry.path(); |
| } |
| } else { |
| if (!silent) { |
| GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, path_str(entry.path()).c_str()); |
| } |
| } |
| } |
| } |
| } |
| } |
| } |
|
|
| if (best_score == 0) { |
| |
| for (const auto & search_path : search_paths) { |
| fs::path filename = backend_filename_prefix().native() + name_path.native() + backend_filename_extension().native(); |
| fs::path path = search_path / filename; |
| if (std::error_code ec; fs::exists(path, ec)) { |
| return get_reg().load_backend(path, silent); |
| } else { |
| if (ec) { |
| GGML_LOG_DEBUG("%s: posix_stat(%s) failure, error-message: %s\n", __func__, path_str(path).c_str(), ec.message().c_str()); |
| } |
| } |
| } |
| return nullptr; |
| } |
|
|
| return get_reg().load_backend(best_path, silent); |
| } |
|
|
| void ggml_backend_load_all() { |
| ggml_backend_load_all_from_path(nullptr); |
| } |
|
|
| void ggml_backend_load_all_from_path(const char * dir_path) { |
| #ifdef NDEBUG |
| bool silent = true; |
| #else |
| bool silent = false; |
| #endif |
|
|
| ggml_backend_load_best("blas", silent, dir_path); |
| ggml_backend_load_best("zendnn", silent, dir_path); |
| ggml_backend_load_best("cann", silent, dir_path); |
| ggml_backend_load_best("cuda", silent, dir_path); |
| ggml_backend_load_best("hip", silent, dir_path); |
| ggml_backend_load_best("metal", silent, dir_path); |
| ggml_backend_load_best("rpc", silent, dir_path); |
| ggml_backend_load_best("sycl", silent, dir_path); |
| ggml_backend_load_best("vulkan", silent, dir_path); |
| ggml_backend_load_best("virtgpu", silent, dir_path); |
| ggml_backend_load_best("opencl", silent, dir_path); |
| ggml_backend_load_best("hexagon", silent, dir_path); |
| ggml_backend_load_best("musa", silent, dir_path); |
| ggml_backend_load_best("openvino", silent, dir_path); |
| ggml_backend_load_best("cpu", silent, dir_path); |
| |
| const char * backend_path = std::getenv("GGML_BACKEND_PATH"); |
| if (backend_path) { |
| ggml_backend_load(backend_path); |
| } |
| } |
|
|