ggml-backend-reg.cpp 16 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 <codecvt>
  6. #include <cstring>
  7. #include <filesystem>
  8. #include <locale>
  9. #include <memory>
  10. #include <string>
  11. #include <type_traits>
  12. #include <vector>
  13. #ifdef _WIN32
  14. # define WIN32_LEAN_AND_MEAN
  15. # ifndef NOMINMAX
  16. # define NOMINMAX
  17. # endif
  18. # include <windows.h>
  19. #elif defined(__APPLE__)
  20. # include <mach-o/dyld.h>
  21. # include <dlfcn.h>
  22. #else
  23. # include <dlfcn.h>
  24. # include <unistd.h>
  25. #endif
  26. // Backend registry
  27. #ifdef GGML_USE_CPU
  28. #include "ggml-cpu.h"
  29. #endif
  30. #ifdef GGML_USE_CUDA
  31. #include "ggml-cuda.h"
  32. #endif
  33. #ifdef GGML_USE_METAL
  34. #include "ggml-metal.h"
  35. #endif
  36. #ifdef GGML_USE_SYCL
  37. #include "ggml-sycl.h"
  38. #endif
  39. #ifdef GGML_USE_VULKAN
  40. #include "ggml-vulkan.h"
  41. #endif
  42. #ifdef GGML_USE_OPENCL
  43. #include "ggml-opencl.h"
  44. #endif
  45. #ifdef GGML_USE_BLAS
  46. #include "ggml-blas.h"
  47. #endif
  48. #ifdef GGML_USE_RPC
  49. #include "ggml-rpc.h"
  50. #endif
  51. #ifdef GGML_USE_CANN
  52. #include "ggml-cann.h"
  53. #endif
  54. #ifdef GGML_USE_KOMPUTE
  55. #include "ggml-kompute.h"
  56. #endif
  57. #ifdef _WIN32
  58. using dl_handle = std::remove_pointer_t<HMODULE>;
  59. struct dl_handle_deleter {
  60. void operator()(HMODULE handle) {
  61. FreeLibrary(handle);
  62. }
  63. };
  64. static dl_handle * dl_load_library(const std::wstring & path) {
  65. // suppress error dialogs for missing DLLs
  66. DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
  67. SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
  68. HMODULE handle = LoadLibraryW(path.c_str());
  69. SetErrorMode(old_mode);
  70. return handle;
  71. }
  72. static dl_handle * dl_load_library(const std::string & path) {
  73. std::wstring_convert<std::codecvt_utf8_utf16<wchar_t>> converter;
  74. return dl_load_library(converter.from_bytes(path));
  75. }
  76. static void * dl_get_sym(dl_handle * handle, const char * name) {
  77. DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
  78. SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
  79. void * p = (void *) GetProcAddress(handle, name);
  80. SetErrorMode(old_mode);
  81. return p;
  82. }
  83. #else
  84. using dl_handle = void;
  85. struct dl_handle_deleter {
  86. void operator()(void * handle) {
  87. dlclose(handle);
  88. }
  89. };
  90. static void * dl_load_library(const std::string & path) {
  91. dl_handle * handle = dlopen(path.c_str(), RTLD_NOW | RTLD_LOCAL);
  92. return handle;
  93. }
  94. static void * dl_get_sym(dl_handle * handle, const char * name) {
  95. return dlsym(handle, name);
  96. }
  97. #endif
  98. using dl_handle_ptr = std::unique_ptr<dl_handle, dl_handle_deleter>;
  99. struct ggml_backend_reg_entry {
  100. ggml_backend_reg_t reg;
  101. dl_handle_ptr handle;
  102. };
  103. struct ggml_backend_registry {
  104. std::vector<ggml_backend_reg_entry> backends;
  105. std::vector<ggml_backend_dev_t> devices;
  106. ggml_backend_registry() {
  107. #ifdef GGML_USE_CUDA
  108. register_backend(ggml_backend_cuda_reg());
  109. #endif
  110. #ifdef GGML_USE_METAL
  111. register_backend(ggml_backend_metal_reg());
  112. #endif
  113. #ifdef GGML_USE_SYCL
  114. register_backend(ggml_backend_sycl_reg());
  115. #endif
  116. #ifdef GGML_USE_VULKAN
  117. register_backend(ggml_backend_vk_reg());
  118. #endif
  119. #ifdef GGML_USE_OPENCL
  120. register_backend(ggml_backend_opencl_reg());
  121. #endif
  122. #ifdef GGML_USE_CANN
  123. register_backend(ggml_backend_cann_reg());
  124. #endif
  125. #ifdef GGML_USE_BLAS
  126. register_backend(ggml_backend_blas_reg());
  127. #endif
  128. #ifdef GGML_USE_RPC
  129. register_backend(ggml_backend_rpc_reg());
  130. #endif
  131. #ifdef GGML_USE_KOMPUTE
  132. register_backend(ggml_backend_kompute_reg());
  133. #endif
  134. #ifdef GGML_USE_CPU
  135. register_backend(ggml_backend_cpu_reg());
  136. #endif
  137. }
  138. ~ggml_backend_registry() {
  139. // FIXME: backends cannot be safely unloaded without a function to destroy all the backend resources,
  140. // since backend threads may still be running and accessing resources from the dynamic library
  141. for (auto & entry : backends) {
  142. if (entry.handle) {
  143. entry.handle.release(); // NOLINT
  144. }
  145. }
  146. }
  147. void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) {
  148. if (!reg) {
  149. return;
  150. }
  151. #ifndef NDEBUG
  152. GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n",
  153. __func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg));
  154. #endif
  155. backends.push_back({ reg, std::move(handle) });
  156. for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
  157. register_device(ggml_backend_reg_dev_get(reg, i));
  158. }
  159. }
  160. void register_device(ggml_backend_dev_t device) {
  161. #ifndef NDEBUG
  162. GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
  163. #endif
  164. devices.push_back(device);
  165. }
  166. ggml_backend_reg_t load_backend(const char * path, bool silent) {
  167. dl_handle_ptr handle { dl_load_library(path) };
  168. if (!handle) {
  169. if (!silent) {
  170. GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path);
  171. }
  172. return nullptr;
  173. }
  174. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  175. if (score_fn && score_fn() == 0) {
  176. if (!silent) {
  177. GGML_LOG_INFO("%s: backend %s is not supported on this system\n", __func__, path);
  178. }
  179. return nullptr;
  180. }
  181. auto backend_init_fn = (ggml_backend_init_t) dl_get_sym(handle.get(), "ggml_backend_init");
  182. if (!backend_init_fn) {
  183. if (!silent) {
  184. GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s\n", __func__, path);
  185. }
  186. return nullptr;
  187. }
  188. ggml_backend_reg_t reg = backend_init_fn();
  189. if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) {
  190. if (!silent) {
  191. if (!reg) {
  192. GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n", __func__, path);
  193. } else {
  194. GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n",
  195. __func__, path, reg->api_version, GGML_BACKEND_API_VERSION);
  196. }
  197. }
  198. return nullptr;
  199. }
  200. GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path);
  201. register_backend(reg, std::move(handle));
  202. return reg;
  203. }
  204. void unload_backend(ggml_backend_reg_t reg, bool silent) {
  205. auto it = std::find_if(backends.begin(), backends.end(),
  206. [reg](const ggml_backend_reg_entry & entry) { return entry.reg == reg; });
  207. if (it == backends.end()) {
  208. if (!silent) {
  209. GGML_LOG_ERROR("%s: backend not found\n", __func__);
  210. }
  211. return;
  212. }
  213. if (!silent) {
  214. GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg));
  215. }
  216. // remove devices
  217. devices.erase(
  218. std::remove_if(devices.begin(), devices.end(),
  219. [reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }),
  220. devices.end());
  221. // remove backend
  222. backends.erase(it);
  223. }
  224. };
  225. static ggml_backend_registry & get_reg() {
  226. static ggml_backend_registry reg;
  227. return reg;
  228. }
  229. // Internal API
  230. void ggml_backend_register(ggml_backend_reg_t reg) {
  231. get_reg().register_backend(reg);
  232. }
  233. void ggml_backend_device_register(ggml_backend_dev_t device) {
  234. get_reg().register_device(device);
  235. }
  236. // Backend (reg) enumeration
  237. static bool striequals(const char * a, const char * b) {
  238. for (; *a && *b; a++, b++) {
  239. if (std::tolower(*a) != std::tolower(*b)) {
  240. return false;
  241. }
  242. }
  243. return *a == *b;
  244. }
  245. size_t ggml_backend_reg_count() {
  246. return get_reg().backends.size();
  247. }
  248. ggml_backend_reg_t ggml_backend_reg_get(size_t index) {
  249. GGML_ASSERT(index < ggml_backend_reg_count());
  250. return get_reg().backends[index].reg;
  251. }
  252. ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) {
  253. for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
  254. ggml_backend_reg_t reg = ggml_backend_reg_get(i);
  255. if (striequals(ggml_backend_reg_name(reg), name)) {
  256. return reg;
  257. }
  258. }
  259. return nullptr;
  260. }
  261. // Device enumeration
  262. size_t ggml_backend_dev_count() {
  263. return get_reg().devices.size();
  264. }
  265. ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
  266. GGML_ASSERT(index < ggml_backend_dev_count());
  267. return get_reg().devices[index];
  268. }
  269. ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
  270. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  271. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  272. if (striequals(ggml_backend_dev_name(dev), name)) {
  273. return dev;
  274. }
  275. }
  276. return nullptr;
  277. }
  278. ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) {
  279. for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
  280. ggml_backend_dev_t dev = ggml_backend_dev_get(i);
  281. if (ggml_backend_dev_type(dev) == type) {
  282. return dev;
  283. }
  284. }
  285. return nullptr;
  286. }
  287. // Convenience functions
  288. ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) {
  289. ggml_backend_dev_t dev = ggml_backend_dev_by_name(name);
  290. if (!dev) {
  291. return nullptr;
  292. }
  293. return ggml_backend_dev_init(dev, params);
  294. }
  295. ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) {
  296. ggml_backend_dev_t dev = ggml_backend_dev_by_type(type);
  297. if (!dev) {
  298. return nullptr;
  299. }
  300. return ggml_backend_dev_init(dev, params);
  301. }
  302. ggml_backend_t ggml_backend_init_best(void) {
  303. ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU);
  304. if (!dev) {
  305. dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
  306. }
  307. if (!dev) {
  308. return nullptr;
  309. }
  310. return ggml_backend_dev_init(dev, nullptr);
  311. }
  312. // Dynamic loading
  313. ggml_backend_reg_t ggml_backend_load(const char * path) {
  314. return get_reg().load_backend(path, false);
  315. }
  316. void ggml_backend_unload(ggml_backend_reg_t reg) {
  317. get_reg().unload_backend(reg, true);
  318. }
  319. static std::string get_executable_path() {
  320. #if defined(__APPLE__)
  321. // get executable path
  322. std::vector<char> path;
  323. uint32_t size;
  324. while (true) {
  325. size = path.size();
  326. if (_NSGetExecutablePath(path.data(), &size) == 0) {
  327. break;
  328. }
  329. path.resize(size);
  330. }
  331. std::string base_path(path.data(), size);
  332. // remove executable name
  333. auto last_slash = base_path.find_last_of('/');
  334. if (last_slash != std::string::npos) {
  335. base_path = base_path.substr(0, last_slash);
  336. }
  337. return base_path + "/";
  338. #elif defined(__linux__)
  339. std::string base_path = ".";
  340. std::vector<char> path(1024);
  341. while (true) {
  342. // get executable path
  343. ssize_t len = readlink("/proc/self/exe", path.data(), path.size());
  344. if (len == -1) {
  345. break;
  346. }
  347. if (len < (ssize_t) path.size()) {
  348. base_path = std::string(path.data(), len);
  349. // remove executable name
  350. auto last_slash = base_path.find_last_of('/');
  351. if (last_slash != std::string::npos) {
  352. base_path = base_path.substr(0, last_slash);
  353. }
  354. break;
  355. }
  356. path.resize(path.size() * 2);
  357. }
  358. return base_path + "/";
  359. #elif defined(_WIN32)
  360. std::vector<char> path(MAX_PATH);
  361. DWORD len = GetModuleFileNameA(NULL, path.data(), path.size());
  362. if (len == 0) {
  363. return "";
  364. }
  365. std::string base_path(path.data(), len);
  366. // remove executable name
  367. auto last_slash = base_path.find_last_of('\\');
  368. if (last_slash != std::string::npos) {
  369. base_path = base_path.substr(0, last_slash);
  370. }
  371. return base_path + "\\";
  372. #endif
  373. }
  374. static std::string backend_filename_prefix() {
  375. #ifdef _WIN32
  376. return "ggml-";
  377. #else
  378. return "libggml-";
  379. #endif
  380. }
  381. static std::string backend_filename_suffix() {
  382. #ifdef _WIN32
  383. return ".dll";
  384. #else
  385. return ".so";
  386. #endif
  387. }
  388. static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, const char * user_search_path) {
  389. // enumerate all the files that match [lib]ggml-name-*.[so|dll] in the search paths
  390. // TODO: search system paths
  391. std::string file_prefix = backend_filename_prefix() + name + "-";
  392. std::vector<std::string> search_paths;
  393. if (user_search_path == nullptr) {
  394. search_paths.push_back("./");
  395. search_paths.push_back(get_executable_path());
  396. } else {
  397. #if defined(_WIN32)
  398. search_paths.push_back(std::string(user_search_path) + "\\");
  399. #else
  400. search_paths.push_back(std::string(user_search_path) + "/");
  401. #endif
  402. }
  403. int best_score = 0;
  404. std::string best_path;
  405. namespace fs = std::filesystem;
  406. for (const auto & search_path : search_paths) {
  407. if (!fs::exists(search_path)) {
  408. continue;
  409. }
  410. fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied);
  411. for (const auto & entry : dir_it) {
  412. if (entry.is_regular_file()) {
  413. std::string filename = entry.path().filename().string();
  414. std::string ext = entry.path().extension().string();
  415. if (filename.find(file_prefix) == 0 && ext == backend_filename_suffix()) {
  416. dl_handle_ptr handle { dl_load_library(entry.path().c_str()) };
  417. if (!handle && !silent) {
  418. GGML_LOG_ERROR("%s: failed to load %s\n", __func__, entry.path().string().c_str());
  419. }
  420. if (handle) {
  421. auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
  422. if (score_fn) {
  423. int s = score_fn();
  424. #ifndef NDEBUG
  425. GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, entry.path().string().c_str(), s);
  426. #endif
  427. if (s > best_score) {
  428. best_score = s;
  429. best_path = entry.path().string();
  430. }
  431. } else {
  432. if (!silent) {
  433. GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, entry.path().string().c_str());
  434. }
  435. }
  436. }
  437. }
  438. }
  439. }
  440. }
  441. if (best_score == 0) {
  442. // try to load the base backend
  443. for (const auto & search_path : search_paths) {
  444. std::string path = search_path + backend_filename_prefix() + name + backend_filename_suffix();
  445. if (fs::exists(path)) {
  446. return get_reg().load_backend(path.c_str(), silent);
  447. }
  448. }
  449. return nullptr;
  450. }
  451. return get_reg().load_backend(best_path.c_str(), silent);
  452. }
  453. void ggml_backend_load_all() {
  454. ggml_backend_load_all_from_path(nullptr);
  455. }
  456. void ggml_backend_load_all_from_path(const char * dir_path) {
  457. #ifdef NDEBUG
  458. bool silent = true;
  459. #else
  460. bool silent = false;
  461. #endif
  462. ggml_backend_load_best("blas", silent, dir_path);
  463. ggml_backend_load_best("cann", silent, dir_path);
  464. ggml_backend_load_best("cuda", silent, dir_path);
  465. ggml_backend_load_best("hip", silent, dir_path);
  466. ggml_backend_load_best("kompute", silent, dir_path);
  467. ggml_backend_load_best("metal", silent, dir_path);
  468. ggml_backend_load_best("rpc", silent, dir_path);
  469. ggml_backend_load_best("sycl", silent, dir_path);
  470. ggml_backend_load_best("vulkan", silent, dir_path);
  471. ggml_backend_load_best("opencl", silent, dir_path);
  472. ggml_backend_load_best("musa", silent, dir_path);
  473. ggml_backend_load_best("cpu", silent, dir_path);
  474. }