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// Backend registry | |
// disable C++17 deprecation warning for std::codecvt_utf8 | |
static std::wstring utf8_to_utf16(const std::string & str) { | |
std::wstring_convert<std::codecvt_utf8_utf16<wchar_t>> converter; | |
return converter.from_bytes(str); | |
} | |
static std::string utf16_to_utf8(const std::wstring & str) { | |
std::wstring_convert<std::codecvt_utf8_utf16<wchar_t>> converter; | |
return converter.to_bytes(str); | |
} | |
using dl_handle = std::remove_pointer_t<HMODULE>; | |
struct dl_handle_deleter { | |
void operator()(HMODULE handle) { | |
FreeLibrary(handle); | |
} | |
}; | |
static dl_handle * dl_load_library(const std::wstring & path) { | |
// suppress error dialogs for missing DLLs | |
DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS); | |
SetErrorMode(old_mode | SEM_FAILCRITICALERRORS); | |
HMODULE handle = LoadLibraryW(path.c_str()); | |
SetErrorMode(old_mode); | |
return handle; | |
} | |
static void * dl_get_sym(dl_handle * handle, const char * name) { | |
DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS); | |
SetErrorMode(old_mode | SEM_FAILCRITICALERRORS); | |
void * p = (void *) GetProcAddress(handle, name); | |
SetErrorMode(old_mode); | |
return p; | |
} | |
using dl_handle = void; | |
struct dl_handle_deleter { | |
void operator()(void * handle) { | |
dlclose(handle); | |
} | |
}; | |
static void * dl_load_library(const std::wstring & path) { | |
dl_handle * handle = dlopen(utf16_to_utf8(path).c_str(), RTLD_NOW | RTLD_LOCAL); | |
return handle; | |
} | |
static void * dl_get_sym(dl_handle * handle, const char * name) { | |
return dlsym(handle, name); | |
} | |
using dl_handle_ptr = std::unique_ptr<dl_handle, dl_handle_deleter>; | |
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() { | |
register_backend(ggml_backend_cuda_reg()); | |
register_backend(ggml_backend_metal_reg()); | |
register_backend(ggml_backend_sycl_reg()); | |
register_backend(ggml_backend_vk_reg()); | |
register_backend(ggml_backend_opencl_reg()); | |
register_backend(ggml_backend_cann_reg()); | |
register_backend(ggml_backend_blas_reg()); | |
register_backend(ggml_backend_rpc_reg()); | |
register_backend(ggml_backend_kompute_reg()); | |
register_backend(ggml_backend_cpu_reg()); | |
} | |
~ggml_backend_registry() { | |
// FIXME: backends cannot be safely unloaded without a function to destroy all the backend resources, | |
// since backend threads may still be running and accessing resources from the dynamic library | |
for (auto & entry : backends) { | |
if (entry.handle) { | |
entry.handle.release(); // NOLINT | |
} | |
} | |
} | |
void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) { | |
if (!reg) { | |
return; | |
} | |
GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n", | |
__func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg)); | |
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) { | |
GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device)); | |
devices.push_back(device); | |
} | |
ggml_backend_reg_t load_backend(const std::wstring & path, bool silent) { | |
dl_handle_ptr handle { dl_load_library(path) }; | |
if (!handle) { | |
if (!silent) { | |
GGML_LOG_ERROR("%s: failed to load %s\n", __func__, utf16_to_utf8(path).c_str()); | |
} | |
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__, utf16_to_utf8(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__, utf16_to_utf8(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__, utf16_to_utf8(path).c_str()); | |
} else { | |
GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n", | |
__func__, utf16_to_utf8(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), utf16_to_utf8(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)); | |
} | |
// remove devices | |
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()); | |
// remove backend | |
backends.erase(it); | |
} | |
}; | |
static ggml_backend_registry & get_reg() { | |
static ggml_backend_registry reg; | |
return reg; | |
} | |
// Internal API | |
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); | |
} | |
// Backend (reg) enumeration | |
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; | |
} | |
// Device enumeration | |
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; | |
} | |
// Convenience functions | |
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); | |
if (!dev) { | |
dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU); | |
} | |
if (!dev) { | |
return nullptr; | |
} | |
return ggml_backend_dev_init(dev, nullptr); | |
} | |
// Dynamic loading | |
ggml_backend_reg_t ggml_backend_load(const char * path) { | |
return get_reg().load_backend(utf8_to_utf16(path), false); | |
} | |
void ggml_backend_unload(ggml_backend_reg_t reg) { | |
get_reg().unload_backend(reg, true); | |
} | |
static std::wstring get_executable_path() { | |
// get executable path | |
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); | |
// remove executable name | |
auto last_slash = base_path.find_last_of('/'); | |
if (last_slash != std::string::npos) { | |
base_path = base_path.substr(0, last_slash); | |
} | |
return utf8_to_utf16(base_path + "/"); | |
std::string base_path = "."; | |
std::vector<char> path(1024); | |
while (true) { | |
// get executable path | |
ssize_t len = readlink("/proc/self/exe", path.data(), path.size()); | |
ssize_t len = readlink("/proc/curproc/file", path.data(), path.size()); | |
if (len == -1) { | |
break; | |
} | |
if (len < (ssize_t) path.size()) { | |
base_path = std::string(path.data(), len); | |
// remove executable name | |
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 utf8_to_utf16(base_path + "/"); | |
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); | |
// remove executable name | |
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"\\"; | |
return {}; | |
} | |
static std::wstring backend_filename_prefix() { | |
return L"ggml-"; | |
return L"libggml-"; | |
} | |
static std::wstring backend_filename_suffix() { | |
return L".dll"; | |
return L".so"; | |
} | |
static std::wstring path_separator() { | |
return L"\\"; | |
return L"/"; | |
} | |
static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, const char * user_search_path) { | |
// enumerate all the files that match [lib]ggml-name-*.[so|dll] in the search paths | |
// TODO: search system paths | |
std::wstring file_prefix = backend_filename_prefix() + utf8_to_utf16(name) + L"-"; | |
std::vector<std::wstring> search_paths; | |
if (user_search_path == nullptr) { | |
search_paths.push_back(L"." + path_separator()); | |
search_paths.push_back(get_executable_path()); | |
} else { | |
search_paths.push_back(utf8_to_utf16(user_search_path) + path_separator()); | |
} | |
int best_score = 0; | |
std::wstring best_path; | |
namespace fs = std::filesystem; | |
for (const auto & search_path : search_paths) { | |
if (!fs::exists(search_path)) { | |
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()) { | |
std::wstring filename = entry.path().filename().wstring(); | |
std::wstring ext = entry.path().extension().wstring(); | |
if (filename.find(file_prefix) == 0 && ext == backend_filename_suffix()) { | |
dl_handle_ptr handle { dl_load_library(entry.path().wstring()) }; | |
if (!handle && !silent) { | |
GGML_LOG_ERROR("%s: failed to load %s\n", __func__, utf16_to_utf8(entry.path().wstring()).c_str()); | |
} | |
if (handle) { | |
auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score"); | |
if (score_fn) { | |
int s = score_fn(); | |
GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, utf16_to_utf8(entry.path().wstring()).c_str(), s); | |
if (s > best_score) { | |
best_score = s; | |
best_path = entry.path().wstring(); | |
} | |
} else { | |
if (!silent) { | |
GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, utf16_to_utf8(entry.path().wstring()).c_str()); | |
} | |
} | |
} | |
} | |
} | |
} | |
} | |
if (best_score == 0) { | |
// try to load the base backend | |
for (const auto & search_path : search_paths) { | |
std::wstring path = search_path + backend_filename_prefix() + utf8_to_utf16(name) + backend_filename_suffix(); | |
if (fs::exists(path)) { | |
return get_reg().load_backend(path, silent); | |
} | |
} | |
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) { | |
bool silent = true; | |
bool silent = false; | |
ggml_backend_load_best("blas", 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("kompute", 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("opencl", silent, dir_path); | |
ggml_backend_load_best("musa", silent, dir_path); | |
ggml_backend_load_best("cpu", silent, dir_path); | |
// check the environment variable GGML_BACKEND_PATH to load an out-of-tree backend | |
const char * backend_path = std::getenv("GGML_BACKEND_PATH"); | |
if (backend_path) { | |
ggml_backend_load(backend_path); | |
} | |
} | |