| | #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
|
| |
|
| | 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_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("cpu", silent, dir_path);
|
| |
|
| | const char * backend_path = std::getenv("GGML_BACKEND_PATH");
|
| | if (backend_path) {
|
| | ggml_backend_load(backend_path);
|
| | }
|
| | }
|
| |
|