ggml-backend-reg.cpp 18 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. static const char * dl_error() {
  111. return "";
  112. }
  113. #else
  114. using dl_handle = void;
  115. struct dl_handle_deleter {
  116. void operator()(void * handle) {
  117. dlclose(handle);
  118. }
  119. };
  120. static void * dl_load_library(const fs::path & path) {
  121. dl_handle * handle = dlopen(path.string().c_str(), RTLD_NOW | RTLD_LOCAL);
  122. return handle;
  123. }
  124. static void * dl_get_sym(dl_handle * handle, const char * name) {
  125. return dlsym(handle, name);
  126. }
  127. static const char * dl_error() {
  128. const char *rslt = dlerror();
  129. return rslt != nullptr ? rslt : "";
  130. }
  131. #endif
  132. using dl_handle_ptr = std::unique_ptr<dl_handle, dl_handle_deleter>;
  133. struct ggml_backend_reg_entry {
  134. ggml_backend_reg_t reg;
  135. dl_handle_ptr handle;
  136. };
  137. struct ggml_backend_registry {
  138. std::vector<ggml_backend_reg_entry> backends;
  139. std::vector<ggml_backend_dev_t> devices;
  140. ggml_backend_registry() {
  141. #ifdef GGML_USE_CUDA
  142. register_backend(ggml_backend_cuda_reg());
  143. #endif
  144. #ifdef GGML_USE_METAL
  145. register_backend(ggml_backend_metal_reg());
  146. #endif
  147. #ifdef GGML_USE_SYCL
  148. register_backend(ggml_backend_sycl_reg());
  149. #endif
  150. #ifdef GGML_USE_VULKAN
  151. register_backend(ggml_backend_vk_reg());
  152. #endif
  153. #ifdef GGML_USE_WEBGPU
  154. register_backend(ggml_backend_webgpu_reg());
  155. #endif
  156. #ifdef GGML_USE_ZDNN
  157. register_backend(ggml_backend_zdnn_reg());
  158. #endif
  159. #ifdef GGML_USE_OPENCL
  160. register_backend(ggml_backend_opencl_reg());
  161. #endif
  162. #ifdef GGML_USE_CANN
  163. register_backend(ggml_backend_cann_reg());
  164. #endif
  165. #ifdef GGML_USE_BLAS
  166. register_backend(ggml_backend_blas_reg());
  167. #endif
  168. #ifdef GGML_USE_RPC
  169. register_backend(ggml_backend_rpc_reg());
  170. #endif
  171. #ifdef GGML_USE_CPU
  172. register_backend(ggml_backend_cpu_reg());
  173. #endif
  174. }
  175. ~ggml_backend_registry() {
  176. // FIXME: backends cannot be safely unloaded without a function to destroy all the backend resources,
  177. // since backend threads may still be running and accessing resources from the dynamic library
  178. for (auto & entry : backends) {
  179. if (entry.handle) {
  180. entry.handle.release(); // NOLINT
  181. }
  182. }
  183. }
  184. void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) {
  185. if (!reg) {
  186. return;
  187. }
  188. #ifndef NDEBUG
  189. GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n",
  190. __func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg));
  191. #endif
  192. backends.push_back({ reg, std::move(handle) });
  193. for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
  194. register_device(ggml_backend_reg_dev_get(reg, i));
  195. }
  196. }
  197. void register_device(ggml_backend_dev_t device) {
  198. #ifndef NDEBUG
  199. GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
  200. #endif
  201. devices.push_back(device);
  202. }
  203. ggml_backend_reg_t load_backend(const fs::path & path, bool silent) {
  204. dl_handle_ptr handle { dl_load_library(path) };
  205. if (!handle) {
  206. if (!silent) {
  207. GGML_LOG_ERROR("%s: failed to load %s: %s\n", __func__, path_str(path).c_str(), dl_error());
  208. }
  209. return nullptr;
  210. }
  211. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  212. if (score_fn && score_fn() == 0) {
  213. if (!silent) {
  214. GGML_LOG_INFO("%s: backend %s is not supported on this system\n", __func__, path_str(path).c_str());
  215. }
  216. return nullptr;
  217. }
  218. auto backend_init_fn = (ggml_backend_init_t) dl_get_sym(handle.get(), "ggml_backend_init");
  219. if (!backend_init_fn) {
  220. if (!silent) {
  221. GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s\n", __func__, path_str(path).c_str());
  222. }
  223. return nullptr;
  224. }
  225. ggml_backend_reg_t reg = backend_init_fn();
  226. if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) {
  227. if (!silent) {
  228. if (!reg) {
  229. GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n",
  230. __func__, path_str(path).c_str());
  231. } else {
  232. GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n",
  233. __func__, path_str(path).c_str(), reg->api_version, GGML_BACKEND_API_VERSION);
  234. }
  235. }
  236. return nullptr;
  237. }
  238. GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path_str(path).c_str());
  239. register_backend(reg, std::move(handle));
  240. return reg;
  241. }
  242. void unload_backend(ggml_backend_reg_t reg, bool silent) {
  243. auto it = std::find_if(backends.begin(), backends.end(),
  244. [reg](const ggml_backend_reg_entry & entry) { return entry.reg == reg; });
  245. if (it == backends.end()) {
  246. if (!silent) {
  247. GGML_LOG_ERROR("%s: backend not found\n", __func__);
  248. }
  249. return;
  250. }
  251. if (!silent) {
  252. GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg));
  253. }
  254. // remove devices
  255. devices.erase(
  256. std::remove_if(devices.begin(), devices.end(),
  257. [reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }),
  258. devices.end());
  259. // remove backend
  260. backends.erase(it);
  261. }
  262. };
  263. static ggml_backend_registry & get_reg() {
  264. static ggml_backend_registry reg;
  265. return reg;
  266. }
  267. // Internal API
  268. void ggml_backend_register(ggml_backend_reg_t reg) {
  269. get_reg().register_backend(reg);
  270. }
  271. void ggml_backend_device_register(ggml_backend_dev_t device) {
  272. get_reg().register_device(device);
  273. }
  274. // Backend (reg) enumeration
  275. static bool striequals(const char * a, const char * b) {
  276. for (; *a && *b; a++, b++) {
  277. if (std::tolower(*a) != std::tolower(*b)) {
  278. return false;
  279. }
  280. }
  281. return *a == *b;
  282. }
  283. size_t ggml_backend_reg_count() {
  284. return get_reg().backends.size();
  285. }
  286. ggml_backend_reg_t ggml_backend_reg_get(size_t index) {
  287. GGML_ASSERT(index < ggml_backend_reg_count());
  288. return get_reg().backends[index].reg;
  289. }
  290. ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) {
  291. for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
  292. ggml_backend_reg_t reg = ggml_backend_reg_get(i);
  293. if (striequals(ggml_backend_reg_name(reg), name)) {
  294. return reg;
  295. }
  296. }
  297. return nullptr;
  298. }
  299. // Device enumeration
  300. size_t ggml_backend_dev_count() {
  301. return get_reg().devices.size();
  302. }
  303. ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
  304. GGML_ASSERT(index < ggml_backend_dev_count());
  305. return get_reg().devices[index];
  306. }
  307. ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
  308. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  309. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  310. if (striequals(ggml_backend_dev_name(dev), name)) {
  311. return dev;
  312. }
  313. }
  314. return nullptr;
  315. }
  316. ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) {
  317. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  318. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  319. if (ggml_backend_dev_type(dev) == type) {
  320. return dev;
  321. }
  322. }
  323. return nullptr;
  324. }
  325. // Convenience functions
  326. ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) {
  327. ggml_backend_dev_t dev = ggml_backend_dev_by_name(name);
  328. if (!dev) {
  329. return nullptr;
  330. }
  331. return ggml_backend_dev_init(dev, params);
  332. }
  333. ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) {
  334. ggml_backend_dev_t dev = ggml_backend_dev_by_type(type);
  335. if (!dev) {
  336. return nullptr;
  337. }
  338. return ggml_backend_dev_init(dev, params);
  339. }
  340. ggml_backend_t ggml_backend_init_best(void) {
  341. ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU);
  342. dev = dev ? dev : ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_IGPU);
  343. dev = dev ? dev : ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
  344. if (!dev) {
  345. return nullptr;
  346. }
  347. return ggml_backend_dev_init(dev, nullptr);
  348. }
  349. // Dynamic loading
  350. ggml_backend_reg_t ggml_backend_load(const char * path) {
  351. return get_reg().load_backend(path, false);
  352. }
  353. void ggml_backend_unload(ggml_backend_reg_t reg) {
  354. get_reg().unload_backend(reg, true);
  355. }
  356. static fs::path get_executable_path() {
  357. #if defined(__APPLE__)
  358. // get executable path
  359. std::vector<char> path;
  360. uint32_t size;
  361. while (true) {
  362. size = path.size();
  363. if (_NSGetExecutablePath(path.data(), &size) == 0) {
  364. break;
  365. }
  366. path.resize(size);
  367. }
  368. std::string base_path(path.data(), size);
  369. // remove executable name
  370. auto last_slash = base_path.find_last_of('/');
  371. if (last_slash != std::string::npos) {
  372. base_path = base_path.substr(0, last_slash);
  373. }
  374. return base_path + "/";
  375. #elif defined(__linux__) || defined(__FreeBSD__)
  376. std::string base_path = ".";
  377. std::vector<char> path(1024);
  378. while (true) {
  379. // get executable path
  380. # if defined(__linux__)
  381. ssize_t len = readlink("/proc/self/exe", path.data(), path.size());
  382. # elif defined(__FreeBSD__)
  383. ssize_t len = readlink("/proc/curproc/file", path.data(), path.size());
  384. # endif
  385. if (len == -1) {
  386. break;
  387. }
  388. if (len < (ssize_t) path.size()) {
  389. base_path = std::string(path.data(), len);
  390. // remove executable name
  391. auto last_slash = base_path.find_last_of('/');
  392. if (last_slash != std::string::npos) {
  393. base_path = base_path.substr(0, last_slash);
  394. }
  395. break;
  396. }
  397. path.resize(path.size() * 2);
  398. }
  399. return base_path + "/";
  400. #elif defined(_WIN32)
  401. std::vector<wchar_t> path(MAX_PATH);
  402. DWORD len = GetModuleFileNameW(NULL, path.data(), path.size());
  403. if (len == 0) {
  404. return {};
  405. }
  406. std::wstring base_path(path.data(), len);
  407. // remove executable name
  408. auto last_slash = base_path.find_last_of('\\');
  409. if (last_slash != std::string::npos) {
  410. base_path = base_path.substr(0, last_slash);
  411. }
  412. return base_path + L"\\";
  413. #else
  414. return {};
  415. #endif
  416. }
  417. static fs::path backend_filename_prefix() {
  418. #ifdef _WIN32
  419. return fs::u8path("ggml-");
  420. #else
  421. return fs::u8path("libggml-");
  422. #endif
  423. }
  424. static fs::path backend_filename_extension() {
  425. #ifdef _WIN32
  426. return fs::u8path(".dll");
  427. #else
  428. return fs::u8path(".so");
  429. #endif
  430. }
  431. static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, const char * user_search_path) {
  432. // enumerate all the files that match [lib]ggml-name-*.[so|dll] in the search paths
  433. const fs::path name_path = fs::u8path(name);
  434. const fs::path file_prefix = backend_filename_prefix().native() + name_path.native() + fs::u8path("-").native();
  435. const fs::path file_extension = backend_filename_extension();
  436. std::vector<fs::path> search_paths;
  437. if (user_search_path == nullptr) {
  438. #ifdef GGML_BACKEND_DIR
  439. search_paths.push_back(fs::u8path(GGML_BACKEND_DIR));
  440. #endif
  441. // default search paths: executable directory, current directory
  442. search_paths.push_back(get_executable_path());
  443. search_paths.push_back(fs::current_path());
  444. } else {
  445. search_paths.push_back(fs::u8path(user_search_path));
  446. }
  447. int best_score = 0;
  448. fs::path best_path;
  449. for (const auto & search_path : search_paths) {
  450. if (!fs::exists(search_path)) {
  451. GGML_LOG_DEBUG("%s: search path %s does not exist\n", __func__, path_str(search_path).c_str());
  452. continue;
  453. }
  454. fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied);
  455. for (const auto & entry : dir_it) {
  456. if (entry.is_regular_file()) {
  457. auto filename = entry.path().filename();
  458. auto ext = entry.path().extension();
  459. if (filename.native().find(file_prefix) == 0 && ext == file_extension) {
  460. dl_handle_ptr handle { dl_load_library(entry) };
  461. if (!handle && !silent) {
  462. GGML_LOG_ERROR("%s: failed to load %s: %s\n", __func__, path_str(entry.path()).c_str(), dl_error());
  463. }
  464. if (handle) {
  465. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  466. if (score_fn) {
  467. int s = score_fn();
  468. #ifndef NDEBUG
  469. GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, path_str(entry.path()).c_str(), s);
  470. #endif
  471. if (s > best_score) {
  472. best_score = s;
  473. best_path = entry.path();
  474. }
  475. } else {
  476. if (!silent) {
  477. GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, path_str(entry.path()).c_str());
  478. }
  479. }
  480. }
  481. }
  482. }
  483. }
  484. }
  485. if (best_score == 0) {
  486. // try to load the base backend
  487. for (const auto & search_path : search_paths) {
  488. fs::path filename = backend_filename_prefix().native() + name_path.native() + backend_filename_extension().native();
  489. fs::path path = search_path / filename;
  490. if (fs::exists(path)) {
  491. return get_reg().load_backend(path, silent);
  492. }
  493. }
  494. return nullptr;
  495. }
  496. return get_reg().load_backend(best_path, silent);
  497. }
  498. void ggml_backend_load_all() {
  499. ggml_backend_load_all_from_path(nullptr);
  500. }
  501. void ggml_backend_load_all_from_path(const char * dir_path) {
  502. #ifdef NDEBUG
  503. bool silent = true;
  504. #else
  505. bool silent = false;
  506. #endif
  507. ggml_backend_load_best("blas", silent, dir_path);
  508. ggml_backend_load_best("cann", silent, dir_path);
  509. ggml_backend_load_best("cuda", silent, dir_path);
  510. ggml_backend_load_best("hip", silent, dir_path);
  511. ggml_backend_load_best("metal", silent, dir_path);
  512. ggml_backend_load_best("rpc", silent, dir_path);
  513. ggml_backend_load_best("sycl", silent, dir_path);
  514. ggml_backend_load_best("vulkan", silent, dir_path);
  515. ggml_backend_load_best("opencl", silent, dir_path);
  516. ggml_backend_load_best("musa", silent, dir_path);
  517. ggml_backend_load_best("cpu", silent, dir_path);
  518. // check the environment variable GGML_BACKEND_PATH to load an out-of-tree backend
  519. const char * backend_path = std::getenv("GGML_BACKEND_PATH");
  520. if (backend_path) {
  521. ggml_backend_load(backend_path);
  522. }
  523. }