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