1
0

ggml-backend-reg.cpp 17 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586
  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_OPENCL
  42. #include "ggml-opencl.h"
  43. #endif
  44. #ifdef GGML_USE_BLAS
  45. #include "ggml-blas.h"
  46. #endif
  47. #ifdef GGML_USE_RPC
  48. #include "ggml-rpc.h"
  49. #endif
  50. #ifdef GGML_USE_CANN
  51. #include "ggml-cann.h"
  52. #endif
  53. #ifdef GGML_USE_KOMPUTE
  54. #include "ggml-kompute.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. #endif
  61. namespace fs = std::filesystem;
  62. static std::string path_str(const fs::path & path) {
  63. std::string u8path;
  64. try {
  65. #if defined(__cpp_lib_char8_t)
  66. // C++20 and later: u8string() returns std::u8string
  67. std::u8string u8str = path.u8string();
  68. u8path = std::string(reinterpret_cast<const char*>(u8str.c_str()));
  69. #else
  70. // C++17: u8string() returns std::string
  71. u8path = path.u8string();
  72. #endif
  73. } catch (...) {
  74. }
  75. return u8path;
  76. }
  77. #if defined(__clang__)
  78. # pragma clang diagnostic pop
  79. #endif
  80. #ifdef _WIN32
  81. using dl_handle = std::remove_pointer_t<HMODULE>;
  82. struct dl_handle_deleter {
  83. void operator()(HMODULE handle) {
  84. FreeLibrary(handle);
  85. }
  86. };
  87. static dl_handle * dl_load_library(const fs::path & path) {
  88. // suppress error dialogs for missing DLLs
  89. DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
  90. SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
  91. HMODULE handle = LoadLibraryW(path.wstring().c_str());
  92. SetErrorMode(old_mode);
  93. return handle;
  94. }
  95. static void * dl_get_sym(dl_handle * handle, const char * name) {
  96. DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
  97. SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
  98. void * p = (void *) GetProcAddress(handle, name);
  99. SetErrorMode(old_mode);
  100. return p;
  101. }
  102. #else
  103. using dl_handle = void;
  104. struct dl_handle_deleter {
  105. void operator()(void * handle) {
  106. dlclose(handle);
  107. }
  108. };
  109. static void * dl_load_library(const fs::path & path) {
  110. dl_handle * handle = dlopen(path.string().c_str(), RTLD_NOW | RTLD_LOCAL);
  111. return handle;
  112. }
  113. static void * dl_get_sym(dl_handle * handle, const char * name) {
  114. return dlsym(handle, name);
  115. }
  116. #endif
  117. using dl_handle_ptr = std::unique_ptr<dl_handle, dl_handle_deleter>;
  118. struct ggml_backend_reg_entry {
  119. ggml_backend_reg_t reg;
  120. dl_handle_ptr handle;
  121. };
  122. struct ggml_backend_registry {
  123. std::vector<ggml_backend_reg_entry> backends;
  124. std::vector<ggml_backend_dev_t> devices;
  125. ggml_backend_registry() {
  126. #ifdef GGML_USE_CUDA
  127. register_backend(ggml_backend_cuda_reg());
  128. #endif
  129. #ifdef GGML_USE_METAL
  130. register_backend(ggml_backend_metal_reg());
  131. #endif
  132. #ifdef GGML_USE_SYCL
  133. register_backend(ggml_backend_sycl_reg());
  134. #endif
  135. #ifdef GGML_USE_VULKAN
  136. register_backend(ggml_backend_vk_reg());
  137. #endif
  138. #ifdef GGML_USE_OPENCL
  139. register_backend(ggml_backend_opencl_reg());
  140. #endif
  141. #ifdef GGML_USE_CANN
  142. register_backend(ggml_backend_cann_reg());
  143. #endif
  144. #ifdef GGML_USE_BLAS
  145. register_backend(ggml_backend_blas_reg());
  146. #endif
  147. #ifdef GGML_USE_RPC
  148. register_backend(ggml_backend_rpc_reg());
  149. #endif
  150. #ifdef GGML_USE_KOMPUTE
  151. register_backend(ggml_backend_kompute_reg());
  152. #endif
  153. #ifdef GGML_USE_CPU
  154. register_backend(ggml_backend_cpu_reg());
  155. #endif
  156. }
  157. ~ggml_backend_registry() {
  158. // FIXME: backends cannot be safely unloaded without a function to destroy all the backend resources,
  159. // since backend threads may still be running and accessing resources from the dynamic library
  160. for (auto & entry : backends) {
  161. if (entry.handle) {
  162. entry.handle.release(); // NOLINT
  163. }
  164. }
  165. }
  166. void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) {
  167. if (!reg) {
  168. return;
  169. }
  170. #ifndef NDEBUG
  171. GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n",
  172. __func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg));
  173. #endif
  174. backends.push_back({ reg, std::move(handle) });
  175. for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
  176. register_device(ggml_backend_reg_dev_get(reg, i));
  177. }
  178. }
  179. void register_device(ggml_backend_dev_t device) {
  180. #ifndef NDEBUG
  181. GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
  182. #endif
  183. devices.push_back(device);
  184. }
  185. ggml_backend_reg_t load_backend(const fs::path & path, bool silent) {
  186. dl_handle_ptr handle { dl_load_library(path) };
  187. if (!handle) {
  188. if (!silent) {
  189. GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path_str(path).c_str());
  190. }
  191. return nullptr;
  192. }
  193. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  194. if (score_fn && score_fn() == 0) {
  195. if (!silent) {
  196. GGML_LOG_INFO("%s: backend %s is not supported on this system\n", __func__, path_str(path).c_str());
  197. }
  198. return nullptr;
  199. }
  200. auto backend_init_fn = (ggml_backend_init_t) dl_get_sym(handle.get(), "ggml_backend_init");
  201. if (!backend_init_fn) {
  202. if (!silent) {
  203. GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s\n", __func__, path_str(path).c_str());
  204. }
  205. return nullptr;
  206. }
  207. ggml_backend_reg_t reg = backend_init_fn();
  208. if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) {
  209. if (!silent) {
  210. if (!reg) {
  211. GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n",
  212. __func__, path_str(path).c_str());
  213. } else {
  214. GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n",
  215. __func__, path_str(path).c_str(), reg->api_version, GGML_BACKEND_API_VERSION);
  216. }
  217. }
  218. return nullptr;
  219. }
  220. GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path_str(path).c_str());
  221. register_backend(reg, std::move(handle));
  222. return reg;
  223. }
  224. void unload_backend(ggml_backend_reg_t reg, bool silent) {
  225. auto it = std::find_if(backends.begin(), backends.end(),
  226. [reg](const ggml_backend_reg_entry & entry) { return entry.reg == reg; });
  227. if (it == backends.end()) {
  228. if (!silent) {
  229. GGML_LOG_ERROR("%s: backend not found\n", __func__);
  230. }
  231. return;
  232. }
  233. if (!silent) {
  234. GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg));
  235. }
  236. // remove devices
  237. devices.erase(
  238. std::remove_if(devices.begin(), devices.end(),
  239. [reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }),
  240. devices.end());
  241. // remove backend
  242. backends.erase(it);
  243. }
  244. };
  245. static ggml_backend_registry & get_reg() {
  246. static ggml_backend_registry reg;
  247. return reg;
  248. }
  249. // Internal API
  250. void ggml_backend_register(ggml_backend_reg_t reg) {
  251. get_reg().register_backend(reg);
  252. }
  253. void ggml_backend_device_register(ggml_backend_dev_t device) {
  254. get_reg().register_device(device);
  255. }
  256. // Backend (reg) enumeration
  257. static bool striequals(const char * a, const char * b) {
  258. for (; *a && *b; a++, b++) {
  259. if (std::tolower(*a) != std::tolower(*b)) {
  260. return false;
  261. }
  262. }
  263. return *a == *b;
  264. }
  265. size_t ggml_backend_reg_count() {
  266. return get_reg().backends.size();
  267. }
  268. ggml_backend_reg_t ggml_backend_reg_get(size_t index) {
  269. GGML_ASSERT(index < ggml_backend_reg_count());
  270. return get_reg().backends[index].reg;
  271. }
  272. ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) {
  273. for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
  274. ggml_backend_reg_t reg = ggml_backend_reg_get(i);
  275. if (striequals(ggml_backend_reg_name(reg), name)) {
  276. return reg;
  277. }
  278. }
  279. return nullptr;
  280. }
  281. // Device enumeration
  282. size_t ggml_backend_dev_count() {
  283. return get_reg().devices.size();
  284. }
  285. ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
  286. GGML_ASSERT(index < ggml_backend_dev_count());
  287. return get_reg().devices[index];
  288. }
  289. ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
  290. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  291. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  292. if (striequals(ggml_backend_dev_name(dev), name)) {
  293. return dev;
  294. }
  295. }
  296. return nullptr;
  297. }
  298. ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) {
  299. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  300. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  301. if (ggml_backend_dev_type(dev) == type) {
  302. return dev;
  303. }
  304. }
  305. return nullptr;
  306. }
  307. // Convenience functions
  308. ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) {
  309. ggml_backend_dev_t dev = ggml_backend_dev_by_name(name);
  310. if (!dev) {
  311. return nullptr;
  312. }
  313. return ggml_backend_dev_init(dev, params);
  314. }
  315. ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) {
  316. ggml_backend_dev_t dev = ggml_backend_dev_by_type(type);
  317. if (!dev) {
  318. return nullptr;
  319. }
  320. return ggml_backend_dev_init(dev, params);
  321. }
  322. ggml_backend_t ggml_backend_init_best(void) {
  323. ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU);
  324. if (!dev) {
  325. dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
  326. }
  327. if (!dev) {
  328. return nullptr;
  329. }
  330. return ggml_backend_dev_init(dev, nullptr);
  331. }
  332. // Dynamic loading
  333. ggml_backend_reg_t ggml_backend_load(const char * path) {
  334. return get_reg().load_backend(path, false);
  335. }
  336. void ggml_backend_unload(ggml_backend_reg_t reg) {
  337. get_reg().unload_backend(reg, true);
  338. }
  339. static fs::path get_executable_path() {
  340. #if defined(__APPLE__)
  341. // get executable path
  342. std::vector<char> path;
  343. uint32_t size;
  344. while (true) {
  345. size = path.size();
  346. if (_NSGetExecutablePath(path.data(), &size) == 0) {
  347. break;
  348. }
  349. path.resize(size);
  350. }
  351. std::string base_path(path.data(), size);
  352. // remove executable name
  353. auto last_slash = base_path.find_last_of('/');
  354. if (last_slash != std::string::npos) {
  355. base_path = base_path.substr(0, last_slash);
  356. }
  357. return base_path + "/";
  358. #elif defined(__linux__) || defined(__FreeBSD__)
  359. std::string base_path = ".";
  360. std::vector<char> path(1024);
  361. while (true) {
  362. // get executable path
  363. # if defined(__linux__)
  364. ssize_t len = readlink("/proc/self/exe", path.data(), path.size());
  365. # elif defined(__FreeBSD__)
  366. ssize_t len = readlink("/proc/curproc/file", path.data(), path.size());
  367. # endif
  368. if (len == -1) {
  369. break;
  370. }
  371. if (len < (ssize_t) path.size()) {
  372. base_path = std::string(path.data(), len);
  373. // remove executable name
  374. auto last_slash = base_path.find_last_of('/');
  375. if (last_slash != std::string::npos) {
  376. base_path = base_path.substr(0, last_slash);
  377. }
  378. break;
  379. }
  380. path.resize(path.size() * 2);
  381. }
  382. return base_path + "/";
  383. #elif defined(_WIN32)
  384. std::vector<wchar_t> path(MAX_PATH);
  385. DWORD len = GetModuleFileNameW(NULL, path.data(), path.size());
  386. if (len == 0) {
  387. return {};
  388. }
  389. std::wstring base_path(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. return base_path + L"\\";
  396. #else
  397. return {};
  398. #endif
  399. }
  400. static fs::path backend_filename_prefix() {
  401. #ifdef _WIN32
  402. return fs::u8path("ggml-");
  403. #else
  404. return fs::u8path("libggml-");
  405. #endif
  406. }
  407. static fs::path backend_filename_extension() {
  408. #ifdef _WIN32
  409. return fs::u8path(".dll");
  410. #else
  411. return fs::u8path(".so");
  412. #endif
  413. }
  414. static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, const char * user_search_path) {
  415. // enumerate all the files that match [lib]ggml-name-*.[so|dll] in the search paths
  416. const fs::path name_path = fs::u8path(name);
  417. const fs::path file_prefix = backend_filename_prefix().native() + name_path.native() + fs::u8path("-").native();
  418. const fs::path file_extension = backend_filename_extension();
  419. std::vector<fs::path> search_paths;
  420. if (user_search_path == nullptr) {
  421. // default search paths: executable directory, current directory
  422. search_paths.push_back(get_executable_path());
  423. search_paths.push_back(fs::current_path());
  424. } else {
  425. search_paths.push_back(fs::u8path(user_search_path));
  426. }
  427. int best_score = 0;
  428. fs::path best_path;
  429. for (const auto & search_path : search_paths) {
  430. if (!fs::exists(search_path)) {
  431. GGML_LOG_DEBUG("%s: search path %s does not exist\n", __func__, path_str(search_path).c_str());
  432. continue;
  433. }
  434. fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied);
  435. for (const auto & entry : dir_it) {
  436. if (entry.is_regular_file()) {
  437. auto filename = entry.path().filename();
  438. auto ext = entry.path().extension();
  439. if (filename.native().find(file_prefix) == 0 && ext == file_extension) {
  440. dl_handle_ptr handle { dl_load_library(entry) };
  441. if (!handle && !silent) {
  442. GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path_str(entry.path()).c_str());
  443. }
  444. if (handle) {
  445. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  446. if (score_fn) {
  447. int s = score_fn();
  448. #ifndef NDEBUG
  449. GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, path_str(entry.path()).c_str(), s);
  450. #endif
  451. if (s > best_score) {
  452. best_score = s;
  453. best_path = entry.path();
  454. }
  455. } else {
  456. if (!silent) {
  457. GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, path_str(entry.path()).c_str());
  458. }
  459. }
  460. }
  461. }
  462. }
  463. }
  464. }
  465. if (best_score == 0) {
  466. // try to load the base backend
  467. for (const auto & search_path : search_paths) {
  468. fs::path filename = backend_filename_prefix().native() + name_path.native() + backend_filename_extension().native();
  469. fs::path path = search_path / filename;
  470. if (fs::exists(path)) {
  471. return get_reg().load_backend(path, silent);
  472. }
  473. }
  474. return nullptr;
  475. }
  476. return get_reg().load_backend(best_path, silent);
  477. }
  478. void ggml_backend_load_all() {
  479. ggml_backend_load_all_from_path(nullptr);
  480. }
  481. void ggml_backend_load_all_from_path(const char * dir_path) {
  482. #ifdef NDEBUG
  483. bool silent = true;
  484. #else
  485. bool silent = false;
  486. #endif
  487. ggml_backend_load_best("blas", silent, dir_path);
  488. ggml_backend_load_best("cann", silent, dir_path);
  489. ggml_backend_load_best("cuda", silent, dir_path);
  490. ggml_backend_load_best("hip", silent, dir_path);
  491. ggml_backend_load_best("kompute", silent, dir_path);
  492. ggml_backend_load_best("metal", silent, dir_path);
  493. ggml_backend_load_best("rpc", silent, dir_path);
  494. ggml_backend_load_best("sycl", silent, dir_path);
  495. ggml_backend_load_best("vulkan", silent, dir_path);
  496. ggml_backend_load_best("opencl", silent, dir_path);
  497. ggml_backend_load_best("musa", silent, dir_path);
  498. ggml_backend_load_best("cpu", silent, dir_path);
  499. // check the environment variable GGML_BACKEND_PATH to load an out-of-tree backend
  500. const char * backend_path = std::getenv("GGML_BACKEND_PATH");
  501. if (backend_path) {
  502. ggml_backend_load(backend_path);
  503. }
  504. }