ggml-backend-reg.cpp 17 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593
  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_OPENCL
  45. #include "ggml-opencl.h"
  46. #endif
  47. #ifdef GGML_USE_BLAS
  48. #include "ggml-blas.h"
  49. #endif
  50. #ifdef GGML_USE_RPC
  51. #include "ggml-rpc.h"
  52. #endif
  53. #ifdef GGML_USE_CANN
  54. #include "ggml-cann.h"
  55. #endif
  56. // disable C++17 deprecation warning for std::codecvt_utf8
  57. #if defined(__clang__)
  58. # pragma clang diagnostic push
  59. # pragma clang diagnostic ignored "-Wdeprecated-declarations"
  60. #elif defined(__GNUC__)
  61. # pragma GCC diagnostic push
  62. # pragma GCC diagnostic ignored "-Wdeprecated-declarations"
  63. #endif
  64. namespace fs = std::filesystem;
  65. static std::string path_str(const fs::path & path) {
  66. std::string u8path;
  67. try {
  68. #if defined(__cpp_lib_char8_t)
  69. // C++20 and later: u8string() returns std::u8string
  70. std::u8string u8str = path.u8string();
  71. u8path = std::string(reinterpret_cast<const char*>(u8str.c_str()));
  72. #else
  73. // C++17: u8string() returns std::string
  74. u8path = path.u8string();
  75. #endif
  76. } catch (...) {
  77. }
  78. return u8path;
  79. }
  80. #if defined(__clang__)
  81. # pragma clang diagnostic pop
  82. #elif defined(__GNUC__)
  83. # pragma GCC diagnostic pop
  84. #endif
  85. #ifdef _WIN32
  86. using dl_handle = std::remove_pointer_t<HMODULE>;
  87. struct dl_handle_deleter {
  88. void operator()(HMODULE handle) {
  89. FreeLibrary(handle);
  90. }
  91. };
  92. static dl_handle * dl_load_library(const fs::path & path) {
  93. // suppress error dialogs for missing DLLs
  94. DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
  95. SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
  96. HMODULE handle = LoadLibraryW(path.wstring().c_str());
  97. SetErrorMode(old_mode);
  98. return handle;
  99. }
  100. static void * dl_get_sym(dl_handle * handle, const char * name) {
  101. DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
  102. SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
  103. void * p = (void *) GetProcAddress(handle, name);
  104. SetErrorMode(old_mode);
  105. return p;
  106. }
  107. #else
  108. using dl_handle = void;
  109. struct dl_handle_deleter {
  110. void operator()(void * handle) {
  111. dlclose(handle);
  112. }
  113. };
  114. static void * dl_load_library(const fs::path & path) {
  115. dl_handle * handle = dlopen(path.string().c_str(), RTLD_NOW | RTLD_LOCAL);
  116. return handle;
  117. }
  118. static void * dl_get_sym(dl_handle * handle, const char * name) {
  119. return dlsym(handle, name);
  120. }
  121. #endif
  122. using dl_handle_ptr = std::unique_ptr<dl_handle, dl_handle_deleter>;
  123. struct ggml_backend_reg_entry {
  124. ggml_backend_reg_t reg;
  125. dl_handle_ptr handle;
  126. };
  127. struct ggml_backend_registry {
  128. std::vector<ggml_backend_reg_entry> backends;
  129. std::vector<ggml_backend_dev_t> devices;
  130. ggml_backend_registry() {
  131. #ifdef GGML_USE_CUDA
  132. register_backend(ggml_backend_cuda_reg());
  133. #endif
  134. #ifdef GGML_USE_METAL
  135. register_backend(ggml_backend_metal_reg());
  136. #endif
  137. #ifdef GGML_USE_SYCL
  138. register_backend(ggml_backend_sycl_reg());
  139. #endif
  140. #ifdef GGML_USE_VULKAN
  141. register_backend(ggml_backend_vk_reg());
  142. #endif
  143. #ifdef GGML_USE_WEBGPU
  144. register_backend(ggml_backend_webgpu_reg());
  145. #endif
  146. #ifdef GGML_USE_OPENCL
  147. register_backend(ggml_backend_opencl_reg());
  148. #endif
  149. #ifdef GGML_USE_CANN
  150. register_backend(ggml_backend_cann_reg());
  151. #endif
  152. #ifdef GGML_USE_BLAS
  153. register_backend(ggml_backend_blas_reg());
  154. #endif
  155. #ifdef GGML_USE_RPC
  156. register_backend(ggml_backend_rpc_reg());
  157. #endif
  158. #ifdef GGML_USE_CPU
  159. register_backend(ggml_backend_cpu_reg());
  160. #endif
  161. }
  162. ~ggml_backend_registry() {
  163. // FIXME: backends cannot be safely unloaded without a function to destroy all the backend resources,
  164. // since backend threads may still be running and accessing resources from the dynamic library
  165. for (auto & entry : backends) {
  166. if (entry.handle) {
  167. entry.handle.release(); // NOLINT
  168. }
  169. }
  170. }
  171. void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) {
  172. if (!reg) {
  173. return;
  174. }
  175. #ifndef NDEBUG
  176. GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n",
  177. __func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg));
  178. #endif
  179. backends.push_back({ reg, std::move(handle) });
  180. for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
  181. register_device(ggml_backend_reg_dev_get(reg, i));
  182. }
  183. }
  184. void register_device(ggml_backend_dev_t device) {
  185. #ifndef NDEBUG
  186. GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
  187. #endif
  188. devices.push_back(device);
  189. }
  190. ggml_backend_reg_t load_backend(const fs::path & path, bool silent) {
  191. dl_handle_ptr handle { dl_load_library(path) };
  192. if (!handle) {
  193. if (!silent) {
  194. GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path_str(path).c_str());
  195. }
  196. return nullptr;
  197. }
  198. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  199. if (score_fn && score_fn() == 0) {
  200. if (!silent) {
  201. GGML_LOG_INFO("%s: backend %s is not supported on this system\n", __func__, path_str(path).c_str());
  202. }
  203. return nullptr;
  204. }
  205. auto backend_init_fn = (ggml_backend_init_t) dl_get_sym(handle.get(), "ggml_backend_init");
  206. if (!backend_init_fn) {
  207. if (!silent) {
  208. GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s\n", __func__, path_str(path).c_str());
  209. }
  210. return nullptr;
  211. }
  212. ggml_backend_reg_t reg = backend_init_fn();
  213. if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) {
  214. if (!silent) {
  215. if (!reg) {
  216. GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n",
  217. __func__, path_str(path).c_str());
  218. } else {
  219. GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n",
  220. __func__, path_str(path).c_str(), reg->api_version, GGML_BACKEND_API_VERSION);
  221. }
  222. }
  223. return nullptr;
  224. }
  225. GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path_str(path).c_str());
  226. register_backend(reg, std::move(handle));
  227. return reg;
  228. }
  229. void unload_backend(ggml_backend_reg_t reg, bool silent) {
  230. auto it = std::find_if(backends.begin(), backends.end(),
  231. [reg](const ggml_backend_reg_entry & entry) { return entry.reg == reg; });
  232. if (it == backends.end()) {
  233. if (!silent) {
  234. GGML_LOG_ERROR("%s: backend not found\n", __func__);
  235. }
  236. return;
  237. }
  238. if (!silent) {
  239. GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg));
  240. }
  241. // remove devices
  242. devices.erase(
  243. std::remove_if(devices.begin(), devices.end(),
  244. [reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }),
  245. devices.end());
  246. // remove backend
  247. backends.erase(it);
  248. }
  249. };
  250. static ggml_backend_registry & get_reg() {
  251. static ggml_backend_registry reg;
  252. return reg;
  253. }
  254. // Internal API
  255. void ggml_backend_register(ggml_backend_reg_t reg) {
  256. get_reg().register_backend(reg);
  257. }
  258. void ggml_backend_device_register(ggml_backend_dev_t device) {
  259. get_reg().register_device(device);
  260. }
  261. // Backend (reg) enumeration
  262. static bool striequals(const char * a, const char * b) {
  263. for (; *a && *b; a++, b++) {
  264. if (std::tolower(*a) != std::tolower(*b)) {
  265. return false;
  266. }
  267. }
  268. return *a == *b;
  269. }
  270. size_t ggml_backend_reg_count() {
  271. return get_reg().backends.size();
  272. }
  273. ggml_backend_reg_t ggml_backend_reg_get(size_t index) {
  274. GGML_ASSERT(index < ggml_backend_reg_count());
  275. return get_reg().backends[index].reg;
  276. }
  277. ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) {
  278. for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
  279. ggml_backend_reg_t reg = ggml_backend_reg_get(i);
  280. if (striequals(ggml_backend_reg_name(reg), name)) {
  281. return reg;
  282. }
  283. }
  284. return nullptr;
  285. }
  286. // Device enumeration
  287. size_t ggml_backend_dev_count() {
  288. return get_reg().devices.size();
  289. }
  290. ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
  291. GGML_ASSERT(index < ggml_backend_dev_count());
  292. return get_reg().devices[index];
  293. }
  294. ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
  295. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  296. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  297. if (striequals(ggml_backend_dev_name(dev), name)) {
  298. return dev;
  299. }
  300. }
  301. return nullptr;
  302. }
  303. ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) {
  304. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  305. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  306. if (ggml_backend_dev_type(dev) == type) {
  307. return dev;
  308. }
  309. }
  310. return nullptr;
  311. }
  312. // Convenience functions
  313. ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) {
  314. ggml_backend_dev_t dev = ggml_backend_dev_by_name(name);
  315. if (!dev) {
  316. return nullptr;
  317. }
  318. return ggml_backend_dev_init(dev, params);
  319. }
  320. ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) {
  321. ggml_backend_dev_t dev = ggml_backend_dev_by_type(type);
  322. if (!dev) {
  323. return nullptr;
  324. }
  325. return ggml_backend_dev_init(dev, params);
  326. }
  327. ggml_backend_t ggml_backend_init_best(void) {
  328. ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU);
  329. if (!dev) {
  330. dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
  331. }
  332. if (!dev) {
  333. return nullptr;
  334. }
  335. return ggml_backend_dev_init(dev, nullptr);
  336. }
  337. // Dynamic loading
  338. ggml_backend_reg_t ggml_backend_load(const char * path) {
  339. return get_reg().load_backend(path, false);
  340. }
  341. void ggml_backend_unload(ggml_backend_reg_t reg) {
  342. get_reg().unload_backend(reg, true);
  343. }
  344. static fs::path get_executable_path() {
  345. #if defined(__APPLE__)
  346. // get executable path
  347. std::vector<char> path;
  348. uint32_t size;
  349. while (true) {
  350. size = path.size();
  351. if (_NSGetExecutablePath(path.data(), &size) == 0) {
  352. break;
  353. }
  354. path.resize(size);
  355. }
  356. std::string base_path(path.data(), size);
  357. // remove executable name
  358. auto last_slash = base_path.find_last_of('/');
  359. if (last_slash != std::string::npos) {
  360. base_path = base_path.substr(0, last_slash);
  361. }
  362. return base_path + "/";
  363. #elif defined(__linux__) || defined(__FreeBSD__)
  364. std::string base_path = ".";
  365. std::vector<char> path(1024);
  366. while (true) {
  367. // get executable path
  368. # if defined(__linux__)
  369. ssize_t len = readlink("/proc/self/exe", path.data(), path.size());
  370. # elif defined(__FreeBSD__)
  371. ssize_t len = readlink("/proc/curproc/file", path.data(), path.size());
  372. # endif
  373. if (len == -1) {
  374. break;
  375. }
  376. if (len < (ssize_t) path.size()) {
  377. base_path = std::string(path.data(), len);
  378. // remove executable name
  379. auto last_slash = base_path.find_last_of('/');
  380. if (last_slash != std::string::npos) {
  381. base_path = base_path.substr(0, last_slash);
  382. }
  383. break;
  384. }
  385. path.resize(path.size() * 2);
  386. }
  387. return base_path + "/";
  388. #elif defined(_WIN32)
  389. std::vector<wchar_t> path(MAX_PATH);
  390. DWORD len = GetModuleFileNameW(NULL, path.data(), path.size());
  391. if (len == 0) {
  392. return {};
  393. }
  394. std::wstring base_path(path.data(), len);
  395. // remove executable name
  396. auto last_slash = base_path.find_last_of('\\');
  397. if (last_slash != std::string::npos) {
  398. base_path = base_path.substr(0, last_slash);
  399. }
  400. return base_path + L"\\";
  401. #else
  402. return {};
  403. #endif
  404. }
  405. static fs::path backend_filename_prefix() {
  406. #ifdef _WIN32
  407. return fs::u8path("ggml-");
  408. #else
  409. return fs::u8path("libggml-");
  410. #endif
  411. }
  412. static fs::path backend_filename_extension() {
  413. #ifdef _WIN32
  414. return fs::u8path(".dll");
  415. #else
  416. return fs::u8path(".so");
  417. #endif
  418. }
  419. static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, const char * user_search_path) {
  420. // enumerate all the files that match [lib]ggml-name-*.[so|dll] in the search paths
  421. const fs::path name_path = fs::u8path(name);
  422. const fs::path file_prefix = backend_filename_prefix().native() + name_path.native() + fs::u8path("-").native();
  423. const fs::path file_extension = backend_filename_extension();
  424. std::vector<fs::path> search_paths;
  425. if (user_search_path == nullptr) {
  426. #ifdef GGML_BACKEND_DIR
  427. search_paths.push_back(fs::u8path(GGML_BACKEND_DIR));
  428. #endif
  429. // default search paths: executable directory, current directory
  430. search_paths.push_back(get_executable_path());
  431. search_paths.push_back(fs::current_path());
  432. } else {
  433. search_paths.push_back(fs::u8path(user_search_path));
  434. }
  435. int best_score = 0;
  436. fs::path best_path;
  437. for (const auto & search_path : search_paths) {
  438. if (!fs::exists(search_path)) {
  439. GGML_LOG_DEBUG("%s: search path %s does not exist\n", __func__, path_str(search_path).c_str());
  440. continue;
  441. }
  442. fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied);
  443. for (const auto & entry : dir_it) {
  444. if (entry.is_regular_file()) {
  445. auto filename = entry.path().filename();
  446. auto ext = entry.path().extension();
  447. if (filename.native().find(file_prefix) == 0 && ext == file_extension) {
  448. dl_handle_ptr handle { dl_load_library(entry) };
  449. if (!handle && !silent) {
  450. GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path_str(entry.path()).c_str());
  451. }
  452. if (handle) {
  453. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  454. if (score_fn) {
  455. int s = score_fn();
  456. #ifndef NDEBUG
  457. GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, path_str(entry.path()).c_str(), s);
  458. #endif
  459. if (s > best_score) {
  460. best_score = s;
  461. best_path = entry.path();
  462. }
  463. } else {
  464. if (!silent) {
  465. GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, path_str(entry.path()).c_str());
  466. }
  467. }
  468. }
  469. }
  470. }
  471. }
  472. }
  473. if (best_score == 0) {
  474. // try to load the base backend
  475. for (const auto & search_path : search_paths) {
  476. fs::path filename = backend_filename_prefix().native() + name_path.native() + backend_filename_extension().native();
  477. fs::path path = search_path / filename;
  478. if (fs::exists(path)) {
  479. return get_reg().load_backend(path, silent);
  480. }
  481. }
  482. return nullptr;
  483. }
  484. return get_reg().load_backend(best_path, silent);
  485. }
  486. void ggml_backend_load_all() {
  487. ggml_backend_load_all_from_path(nullptr);
  488. }
  489. void ggml_backend_load_all_from_path(const char * dir_path) {
  490. #ifdef NDEBUG
  491. bool silent = true;
  492. #else
  493. bool silent = false;
  494. #endif
  495. ggml_backend_load_best("blas", silent, dir_path);
  496. ggml_backend_load_best("cann", silent, dir_path);
  497. ggml_backend_load_best("cuda", silent, dir_path);
  498. ggml_backend_load_best("hip", silent, dir_path);
  499. ggml_backend_load_best("metal", silent, dir_path);
  500. ggml_backend_load_best("rpc", silent, dir_path);
  501. ggml_backend_load_best("sycl", silent, dir_path);
  502. ggml_backend_load_best("vulkan", silent, dir_path);
  503. ggml_backend_load_best("opencl", silent, dir_path);
  504. ggml_backend_load_best("musa", silent, dir_path);
  505. ggml_backend_load_best("cpu", silent, dir_path);
  506. // check the environment variable GGML_BACKEND_PATH to load an out-of-tree backend
  507. const char * backend_path = std::getenv("GGML_BACKEND_PATH");
  508. if (backend_path) {
  509. ggml_backend_load(backend_path);
  510. }
  511. }