ggml-backend-reg.cpp 17 KB

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  1. #include "ggml-backend-impl.h"
  2. #include "ggml-backend.h"
  3. #include "ggml-impl.h"
  4. #include <algorithm>
  5. #include <cstring>
  6. #include <filesystem>
  7. #include <memory>
  8. #include <string>
  9. #include <type_traits>
  10. #include <vector>
  11. #include <cctype>
  12. #ifdef _WIN32
  13. # define WIN32_LEAN_AND_MEAN
  14. # ifndef NOMINMAX
  15. # define NOMINMAX
  16. # endif
  17. # include <windows.h>
  18. #elif defined(__APPLE__)
  19. # include <mach-o/dyld.h>
  20. # include <dlfcn.h>
  21. #else
  22. # include <dlfcn.h>
  23. # include <unistd.h>
  24. #endif
  25. // Backend registry
  26. #ifdef GGML_USE_CPU
  27. #include "ggml-cpu.h"
  28. #endif
  29. #ifdef GGML_USE_CUDA
  30. #include "ggml-cuda.h"
  31. #endif
  32. #ifdef GGML_USE_METAL
  33. #include "ggml-metal.h"
  34. #endif
  35. #ifdef GGML_USE_SYCL
  36. #include "ggml-sycl.h"
  37. #endif
  38. #ifdef GGML_USE_VULKAN
  39. #include "ggml-vulkan.h"
  40. #endif
  41. #ifdef GGML_USE_WEBGPU
  42. #include "ggml-webgpu.h"
  43. #endif
  44. #ifdef GGML_USE_ZDNN
  45. #include "ggml-zdnn.h"
  46. #endif
  47. #ifdef GGML_USE_OPENCL
  48. #include "ggml-opencl.h"
  49. #endif
  50. #ifdef GGML_USE_BLAS
  51. #include "ggml-blas.h"
  52. #endif
  53. #ifdef GGML_USE_RPC
  54. #include "ggml-rpc.h"
  55. #endif
  56. #ifdef GGML_USE_CANN
  57. #include "ggml-cann.h"
  58. #endif
  59. // disable C++17 deprecation warning for std::codecvt_utf8
  60. #if defined(__clang__)
  61. # pragma clang diagnostic push
  62. # pragma clang diagnostic ignored "-Wdeprecated-declarations"
  63. #elif defined(__GNUC__)
  64. # pragma GCC diagnostic push
  65. # pragma GCC diagnostic ignored "-Wdeprecated-declarations"
  66. #endif
  67. namespace fs = std::filesystem;
  68. static std::string path_str(const fs::path & path) {
  69. std::string u8path;
  70. try {
  71. #if defined(__cpp_lib_char8_t)
  72. // C++20 and later: u8string() returns std::u8string
  73. std::u8string u8str = path.u8string();
  74. u8path = std::string(reinterpret_cast<const char*>(u8str.c_str()));
  75. #else
  76. // C++17: u8string() returns std::string
  77. u8path = path.u8string();
  78. #endif
  79. } catch (...) {
  80. }
  81. return u8path;
  82. }
  83. #if defined(__clang__)
  84. # pragma clang diagnostic pop
  85. #elif defined(__GNUC__)
  86. # pragma GCC diagnostic pop
  87. #endif
  88. #ifdef _WIN32
  89. using dl_handle = std::remove_pointer_t<HMODULE>;
  90. struct dl_handle_deleter {
  91. void operator()(HMODULE handle) {
  92. FreeLibrary(handle);
  93. }
  94. };
  95. static dl_handle * dl_load_library(const fs::path & path) {
  96. // suppress error dialogs for missing DLLs
  97. DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
  98. SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
  99. HMODULE handle = LoadLibraryW(path.wstring().c_str());
  100. SetErrorMode(old_mode);
  101. return handle;
  102. }
  103. static void * dl_get_sym(dl_handle * handle, const char * name) {
  104. DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
  105. SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
  106. void * p = (void *) GetProcAddress(handle, name);
  107. SetErrorMode(old_mode);
  108. return p;
  109. }
  110. #else
  111. using dl_handle = void;
  112. struct dl_handle_deleter {
  113. void operator()(void * handle) {
  114. dlclose(handle);
  115. }
  116. };
  117. static void * dl_load_library(const fs::path & path) {
  118. dl_handle * handle = dlopen(path.string().c_str(), RTLD_NOW | RTLD_LOCAL);
  119. return handle;
  120. }
  121. static void * dl_get_sym(dl_handle * handle, const char * name) {
  122. return dlsym(handle, name);
  123. }
  124. #endif
  125. using dl_handle_ptr = std::unique_ptr<dl_handle, dl_handle_deleter>;
  126. struct ggml_backend_reg_entry {
  127. ggml_backend_reg_t reg;
  128. dl_handle_ptr handle;
  129. };
  130. struct ggml_backend_registry {
  131. std::vector<ggml_backend_reg_entry> backends;
  132. std::vector<ggml_backend_dev_t> devices;
  133. ggml_backend_registry() {
  134. #ifdef GGML_USE_CUDA
  135. register_backend(ggml_backend_cuda_reg());
  136. #endif
  137. #ifdef GGML_USE_METAL
  138. register_backend(ggml_backend_metal_reg());
  139. #endif
  140. #ifdef GGML_USE_SYCL
  141. register_backend(ggml_backend_sycl_reg());
  142. #endif
  143. #ifdef GGML_USE_VULKAN
  144. register_backend(ggml_backend_vk_reg());
  145. #endif
  146. #ifdef GGML_USE_WEBGPU
  147. register_backend(ggml_backend_webgpu_reg());
  148. #endif
  149. #ifdef GGML_USE_ZDNN
  150. register_backend(ggml_backend_zdnn_reg());
  151. #endif
  152. #ifdef GGML_USE_OPENCL
  153. register_backend(ggml_backend_opencl_reg());
  154. #endif
  155. #ifdef GGML_USE_CANN
  156. register_backend(ggml_backend_cann_reg());
  157. #endif
  158. #ifdef GGML_USE_BLAS
  159. register_backend(ggml_backend_blas_reg());
  160. #endif
  161. #ifdef GGML_USE_RPC
  162. register_backend(ggml_backend_rpc_reg());
  163. #endif
  164. #ifdef GGML_USE_CPU
  165. register_backend(ggml_backend_cpu_reg());
  166. #endif
  167. }
  168. ~ggml_backend_registry() {
  169. // FIXME: backends cannot be safely unloaded without a function to destroy all the backend resources,
  170. // since backend threads may still be running and accessing resources from the dynamic library
  171. for (auto & entry : backends) {
  172. if (entry.handle) {
  173. entry.handle.release(); // NOLINT
  174. }
  175. }
  176. }
  177. void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) {
  178. if (!reg) {
  179. return;
  180. }
  181. #ifndef NDEBUG
  182. GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n",
  183. __func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg));
  184. #endif
  185. backends.push_back({ reg, std::move(handle) });
  186. for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
  187. register_device(ggml_backend_reg_dev_get(reg, i));
  188. }
  189. }
  190. void register_device(ggml_backend_dev_t device) {
  191. #ifndef NDEBUG
  192. GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
  193. #endif
  194. devices.push_back(device);
  195. }
  196. ggml_backend_reg_t load_backend(const fs::path & path, bool silent) {
  197. dl_handle_ptr handle { dl_load_library(path) };
  198. if (!handle) {
  199. if (!silent) {
  200. GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path_str(path).c_str());
  201. }
  202. return nullptr;
  203. }
  204. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  205. if (score_fn && score_fn() == 0) {
  206. if (!silent) {
  207. GGML_LOG_INFO("%s: backend %s is not supported on this system\n", __func__, path_str(path).c_str());
  208. }
  209. return nullptr;
  210. }
  211. auto backend_init_fn = (ggml_backend_init_t) dl_get_sym(handle.get(), "ggml_backend_init");
  212. if (!backend_init_fn) {
  213. if (!silent) {
  214. GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s\n", __func__, path_str(path).c_str());
  215. }
  216. return nullptr;
  217. }
  218. ggml_backend_reg_t reg = backend_init_fn();
  219. if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) {
  220. if (!silent) {
  221. if (!reg) {
  222. GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n",
  223. __func__, path_str(path).c_str());
  224. } else {
  225. GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n",
  226. __func__, path_str(path).c_str(), reg->api_version, GGML_BACKEND_API_VERSION);
  227. }
  228. }
  229. return nullptr;
  230. }
  231. GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path_str(path).c_str());
  232. register_backend(reg, std::move(handle));
  233. return reg;
  234. }
  235. void unload_backend(ggml_backend_reg_t reg, bool silent) {
  236. auto it = std::find_if(backends.begin(), backends.end(),
  237. [reg](const ggml_backend_reg_entry & entry) { return entry.reg == reg; });
  238. if (it == backends.end()) {
  239. if (!silent) {
  240. GGML_LOG_ERROR("%s: backend not found\n", __func__);
  241. }
  242. return;
  243. }
  244. if (!silent) {
  245. GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg));
  246. }
  247. // remove devices
  248. devices.erase(
  249. std::remove_if(devices.begin(), devices.end(),
  250. [reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }),
  251. devices.end());
  252. // remove backend
  253. backends.erase(it);
  254. }
  255. };
  256. static ggml_backend_registry & get_reg() {
  257. static ggml_backend_registry reg;
  258. return reg;
  259. }
  260. // Internal API
  261. void ggml_backend_register(ggml_backend_reg_t reg) {
  262. get_reg().register_backend(reg);
  263. }
  264. void ggml_backend_device_register(ggml_backend_dev_t device) {
  265. get_reg().register_device(device);
  266. }
  267. // Backend (reg) enumeration
  268. static bool striequals(const char * a, const char * b) {
  269. for (; *a && *b; a++, b++) {
  270. if (std::tolower(*a) != std::tolower(*b)) {
  271. return false;
  272. }
  273. }
  274. return *a == *b;
  275. }
  276. size_t ggml_backend_reg_count() {
  277. return get_reg().backends.size();
  278. }
  279. ggml_backend_reg_t ggml_backend_reg_get(size_t index) {
  280. GGML_ASSERT(index < ggml_backend_reg_count());
  281. return get_reg().backends[index].reg;
  282. }
  283. ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) {
  284. for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
  285. ggml_backend_reg_t reg = ggml_backend_reg_get(i);
  286. if (striequals(ggml_backend_reg_name(reg), name)) {
  287. return reg;
  288. }
  289. }
  290. return nullptr;
  291. }
  292. // Device enumeration
  293. size_t ggml_backend_dev_count() {
  294. return get_reg().devices.size();
  295. }
  296. ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
  297. GGML_ASSERT(index < ggml_backend_dev_count());
  298. return get_reg().devices[index];
  299. }
  300. ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
  301. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  302. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  303. if (striequals(ggml_backend_dev_name(dev), name)) {
  304. return dev;
  305. }
  306. }
  307. return nullptr;
  308. }
  309. ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) {
  310. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  311. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  312. if (ggml_backend_dev_type(dev) == type) {
  313. return dev;
  314. }
  315. }
  316. return nullptr;
  317. }
  318. // Convenience functions
  319. ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) {
  320. ggml_backend_dev_t dev = ggml_backend_dev_by_name(name);
  321. if (!dev) {
  322. return nullptr;
  323. }
  324. return ggml_backend_dev_init(dev, params);
  325. }
  326. ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) {
  327. ggml_backend_dev_t dev = ggml_backend_dev_by_type(type);
  328. if (!dev) {
  329. return nullptr;
  330. }
  331. return ggml_backend_dev_init(dev, params);
  332. }
  333. ggml_backend_t ggml_backend_init_best(void) {
  334. ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU);
  335. if (!dev) {
  336. dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
  337. }
  338. if (!dev) {
  339. return nullptr;
  340. }
  341. return ggml_backend_dev_init(dev, nullptr);
  342. }
  343. // Dynamic loading
  344. ggml_backend_reg_t ggml_backend_load(const char * path) {
  345. return get_reg().load_backend(path, false);
  346. }
  347. void ggml_backend_unload(ggml_backend_reg_t reg) {
  348. get_reg().unload_backend(reg, true);
  349. }
  350. static fs::path get_executable_path() {
  351. #if defined(__APPLE__)
  352. // get executable path
  353. std::vector<char> path;
  354. uint32_t size;
  355. while (true) {
  356. size = path.size();
  357. if (_NSGetExecutablePath(path.data(), &size) == 0) {
  358. break;
  359. }
  360. path.resize(size);
  361. }
  362. std::string base_path(path.data(), size);
  363. // remove executable name
  364. auto last_slash = base_path.find_last_of('/');
  365. if (last_slash != std::string::npos) {
  366. base_path = base_path.substr(0, last_slash);
  367. }
  368. return base_path + "/";
  369. #elif defined(__linux__) || defined(__FreeBSD__)
  370. std::string base_path = ".";
  371. std::vector<char> path(1024);
  372. while (true) {
  373. // get executable path
  374. # if defined(__linux__)
  375. ssize_t len = readlink("/proc/self/exe", path.data(), path.size());
  376. # elif defined(__FreeBSD__)
  377. ssize_t len = readlink("/proc/curproc/file", path.data(), path.size());
  378. # endif
  379. if (len == -1) {
  380. break;
  381. }
  382. if (len < (ssize_t) path.size()) {
  383. base_path = std::string(path.data(), len);
  384. // remove executable name
  385. auto last_slash = base_path.find_last_of('/');
  386. if (last_slash != std::string::npos) {
  387. base_path = base_path.substr(0, last_slash);
  388. }
  389. break;
  390. }
  391. path.resize(path.size() * 2);
  392. }
  393. return base_path + "/";
  394. #elif defined(_WIN32)
  395. std::vector<wchar_t> path(MAX_PATH);
  396. DWORD len = GetModuleFileNameW(NULL, path.data(), path.size());
  397. if (len == 0) {
  398. return {};
  399. }
  400. std::wstring base_path(path.data(), len);
  401. // remove executable name
  402. auto last_slash = base_path.find_last_of('\\');
  403. if (last_slash != std::string::npos) {
  404. base_path = base_path.substr(0, last_slash);
  405. }
  406. return base_path + L"\\";
  407. #else
  408. return {};
  409. #endif
  410. }
  411. static fs::path backend_filename_prefix() {
  412. #ifdef _WIN32
  413. return fs::u8path("ggml-");
  414. #else
  415. return fs::u8path("libggml-");
  416. #endif
  417. }
  418. static fs::path backend_filename_extension() {
  419. #ifdef _WIN32
  420. return fs::u8path(".dll");
  421. #else
  422. return fs::u8path(".so");
  423. #endif
  424. }
  425. static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, const char * user_search_path) {
  426. // enumerate all the files that match [lib]ggml-name-*.[so|dll] in the search paths
  427. const fs::path name_path = fs::u8path(name);
  428. const fs::path file_prefix = backend_filename_prefix().native() + name_path.native() + fs::u8path("-").native();
  429. const fs::path file_extension = backend_filename_extension();
  430. std::vector<fs::path> search_paths;
  431. if (user_search_path == nullptr) {
  432. #ifdef GGML_BACKEND_DIR
  433. search_paths.push_back(fs::u8path(GGML_BACKEND_DIR));
  434. #endif
  435. // default search paths: executable directory, current directory
  436. search_paths.push_back(get_executable_path());
  437. search_paths.push_back(fs::current_path());
  438. } else {
  439. search_paths.push_back(fs::u8path(user_search_path));
  440. }
  441. int best_score = 0;
  442. fs::path best_path;
  443. for (const auto & search_path : search_paths) {
  444. if (!fs::exists(search_path)) {
  445. GGML_LOG_DEBUG("%s: search path %s does not exist\n", __func__, path_str(search_path).c_str());
  446. continue;
  447. }
  448. fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied);
  449. for (const auto & entry : dir_it) {
  450. if (entry.is_regular_file()) {
  451. auto filename = entry.path().filename();
  452. auto ext = entry.path().extension();
  453. if (filename.native().find(file_prefix) == 0 && ext == file_extension) {
  454. dl_handle_ptr handle { dl_load_library(entry) };
  455. if (!handle && !silent) {
  456. GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path_str(entry.path()).c_str());
  457. }
  458. if (handle) {
  459. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  460. if (score_fn) {
  461. int s = score_fn();
  462. #ifndef NDEBUG
  463. GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, path_str(entry.path()).c_str(), s);
  464. #endif
  465. if (s > best_score) {
  466. best_score = s;
  467. best_path = entry.path();
  468. }
  469. } else {
  470. if (!silent) {
  471. GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, path_str(entry.path()).c_str());
  472. }
  473. }
  474. }
  475. }
  476. }
  477. }
  478. }
  479. if (best_score == 0) {
  480. // try to load the base backend
  481. for (const auto & search_path : search_paths) {
  482. fs::path filename = backend_filename_prefix().native() + name_path.native() + backend_filename_extension().native();
  483. fs::path path = search_path / filename;
  484. if (fs::exists(path)) {
  485. return get_reg().load_backend(path, silent);
  486. }
  487. }
  488. return nullptr;
  489. }
  490. return get_reg().load_backend(best_path, silent);
  491. }
  492. void ggml_backend_load_all() {
  493. ggml_backend_load_all_from_path(nullptr);
  494. }
  495. void ggml_backend_load_all_from_path(const char * dir_path) {
  496. #ifdef NDEBUG
  497. bool silent = true;
  498. #else
  499. bool silent = false;
  500. #endif
  501. ggml_backend_load_best("blas", silent, dir_path);
  502. ggml_backend_load_best("cann", silent, dir_path);
  503. ggml_backend_load_best("cuda", silent, dir_path);
  504. ggml_backend_load_best("hip", silent, dir_path);
  505. ggml_backend_load_best("metal", silent, dir_path);
  506. ggml_backend_load_best("rpc", silent, dir_path);
  507. ggml_backend_load_best("sycl", silent, dir_path);
  508. ggml_backend_load_best("vulkan", silent, dir_path);
  509. ggml_backend_load_best("opencl", silent, dir_path);
  510. ggml_backend_load_best("musa", silent, dir_path);
  511. ggml_backend_load_best("cpu", silent, dir_path);
  512. // check the environment variable GGML_BACKEND_PATH to load an out-of-tree backend
  513. const char * backend_path = std::getenv("GGML_BACKEND_PATH");
  514. if (backend_path) {
  515. ggml_backend_load(backend_path);
  516. }
  517. }