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gelib.cc 21 kB

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  1. /**
  2. * Copyright 2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #include "init/gelib.h"
  17. #include <dlfcn.h>
  18. #include <cstdlib>
  19. #include <mutex>
  20. #include <set>
  21. #include <sstream>
  22. #include <string>
  23. #include <utility>
  24. #include "common/ge/ge_util.h"
  25. #include "common/ge/plugin_manager.h"
  26. #include "common/profiling/profiling_manager.h"
  27. #include "common/properties_manager.h"
  28. #include "framework/common/debug/ge_log.h"
  29. #include "framework/common/debug/log.h"
  30. #include "framework/common/util.h"
  31. #include "framework/omg/ge_init.h"
  32. #include "analyzer/analyzer.h"
  33. #include "ge/ge_api_types.h"
  34. #include "ge_local_engine/engine/host_cpu_engine.h"
  35. #include "graph/common/ge_call_wrapper.h"
  36. #include "graph/ge_context.h"
  37. #include "graph/ge_global_options.h"
  38. #include "graph/load/model_manager/model_manager.h"
  39. #include "graph/manager/graph_mem_manager.h"
  40. #include "graph/manager/host_mem_manager.h"
  41. #include "graph/manager/graph_var_manager.h"
  42. #include "runtime/kernel.h"
  43. #include "opskernel_manager/ops_kernel_builder_manager.h"
  44. #include "external/runtime/rt_error_codes.h"
  45. using Json = nlohmann::json;
  46. namespace ge {
  47. namespace {
  48. const int kDecimal = 10;
  49. const int kSocVersionLen = 50;
  50. const int kDefaultDeviceIdForTrain = 0;
  51. const int kDefaultDeviceIdForInfer = -1;
  52. const char *const kGlobalOptionFpCeilingModeDefault = "2";
  53. } // namespace
  54. static std::shared_ptr<GELib> instancePtr_ = nullptr;
  55. // Initial each module of GE, if one failed, release all
  56. Status GELib::Initialize(const map<string, string> &options) {
  57. GELOGI("initial start");
  58. GEEVENT("[GEPERFTRACE] GE Init Start");
  59. // Multiple initializations are not allowed
  60. instancePtr_ = MakeShared<GELib>();
  61. if (instancePtr_ == nullptr) {
  62. GELOGE(GE_CLI_INIT_FAILED, "[Create][GELib]GeLib initialize failed, malloc shared_ptr failed.");
  63. REPORT_INNER_ERROR("E19999", "GELib Init failed for new GeLib failed.");
  64. return GE_CLI_INIT_FAILED;
  65. }
  66. ErrorManager::GetInstance().SetStage(error_message::kInitialize, error_message::kSystemInit);
  67. map<string, string> new_options;
  68. Status ret = instancePtr_->SetRTSocVersion(options, new_options);
  69. if (ret != SUCCESS) {
  70. GELOGE(ret, "[Set][RTSocVersion]GeLib initial: SetRTSocVersion failed.");
  71. REPORT_CALL_ERROR("E19999", "SetRTSocVersion failed.");
  72. return ret;
  73. }
  74. ret = instancePtr_->SetAiCoreNum(new_options);
  75. if (ret != SUCCESS) {
  76. GELOGE(ret, "[Set][AiCoreNum]GeLib initial: SetAiCoreNum failed.");
  77. REPORT_CALL_ERROR("E19999", "SetAiCoreNum failed.");
  78. return ret;
  79. }
  80. instancePtr_->SetDefaultPrecisionMode(new_options);
  81. if (new_options.find("ge.fpCeilingMode") == new_options.end()) {
  82. new_options["ge.fpCeilingMode"] = kGlobalOptionFpCeilingModeDefault;
  83. }
  84. GetMutableGlobalOptions().insert(new_options.begin(), new_options.end());
  85. GetThreadLocalContext().SetGlobalOption(GetMutableGlobalOptions());
  86. GE_TIMESTAMP_START(Init);
  87. ret = instancePtr_->InnerInitialize(new_options);
  88. if (ret != SUCCESS) {
  89. GELOGE(ret, "[Init][GeLib]GeLib initial failed.");
  90. REPORT_CALL_ERROR("E19999", "GELib::InnerInitialize failed.");
  91. instancePtr_ = nullptr;
  92. return ret;
  93. }
  94. GE_TIMESTAMP_EVENT_END(Init, "GELib::Initialize");
  95. return SUCCESS;
  96. }
  97. Status GELib::InnerInitialize(const map<string, string> &options) {
  98. // Multiple initializations are not allowed
  99. if (init_flag_) {
  100. GELOGW("multi initializations");
  101. return SUCCESS;
  102. }
  103. ErrorManager::GetInstance().SetStage(error_message::kInitialize, error_message::kSystemInit);
  104. GELOGI("GE System initial.");
  105. GE_TIMESTAMP_START(SystemInitialize);
  106. Status initSystemStatus = SystemInitialize(options);
  107. GE_TIMESTAMP_END(SystemInitialize, "InnerInitialize::SystemInitialize");
  108. if (initSystemStatus != SUCCESS) {
  109. GELOGE(initSystemStatus, "[Init][GESystem]GE system initial failed.");
  110. RollbackInit();
  111. return initSystemStatus;
  112. }
  113. ErrorManager::GetInstance().SetStage(error_message::kInitialize, error_message::kEngineInit);
  114. GELOGI("engineManager initial.");
  115. GE_TIMESTAMP_START(EngineInitialize);
  116. Status initEmStatus = engineManager_.Initialize(options);
  117. GE_TIMESTAMP_END(EngineInitialize, "InnerInitialize::EngineInitialize");
  118. if (initEmStatus != SUCCESS) {
  119. GELOGE(initEmStatus, "[Init][EngineManager]GE engine manager initial failed.");
  120. REPORT_CALL_ERROR("E19999", "EngineManager initialize failed.");
  121. RollbackInit();
  122. return initEmStatus;
  123. }
  124. ErrorManager::GetInstance().SetStage(error_message::kInitialize, error_message::kOpsKernelInit);
  125. GELOGI("opsManager initial.");
  126. GE_TIMESTAMP_START(OpsManagerInitialize);
  127. Status initOpsStatus = opsManager_.Initialize(options);
  128. GE_TIMESTAMP_END(OpsManagerInitialize, "InnerInitialize::OpsManagerInitialize");
  129. if (initOpsStatus != SUCCESS) {
  130. GELOGE(initOpsStatus, "[Init][OpsManager]GE ops manager initial failed.");
  131. REPORT_CALL_ERROR("E19999", "OpsManager initialize failed.");
  132. RollbackInit();
  133. return initOpsStatus;
  134. }
  135. ErrorManager::GetInstance().SetStage(error_message::kInitialize, error_message::kOpsKernelBuilderInit);
  136. GELOGI("opsBuilderManager initial.");
  137. GE_TIMESTAMP_START(OpsKernelBuilderManagerInitialize);
  138. Status initOpsBuilderStatus = OpsKernelBuilderManager::Instance().Initialize(options);
  139. GE_TIMESTAMP_END(OpsKernelBuilderManagerInitialize, "InnerInitialize::OpsKernelBuilderManager");
  140. if (initOpsBuilderStatus != SUCCESS) {
  141. GELOGE(initOpsBuilderStatus, "[Init][OpsKernelBuilderManager]GE ops builder manager initial failed.");
  142. REPORT_CALL_ERROR("E19999", "OpsBuilderManager initialize failed.");
  143. RollbackInit();
  144. return initOpsBuilderStatus;
  145. }
  146. ErrorManager::GetInstance().SetStage(error_message::kInitialize, error_message::kOther);
  147. GELOGI("sessionManager initial.");
  148. GE_TIMESTAMP_START(SessionManagerInitialize);
  149. Status initSmStatus = sessionManager_.Initialize(options);
  150. GE_TIMESTAMP_END(SessionManagerInitialize, "InnerInitialize::SessionManagerInitialize");
  151. if (initSmStatus != SUCCESS) {
  152. GELOGE(initSmStatus, "[Init][SessionManager] GE session manager initial failed.");
  153. REPORT_CALL_ERROR("E19999", "SessionManager initialize failed.");
  154. RollbackInit();
  155. return initSmStatus;
  156. }
  157. GELOGI("Start to initialize HostCpuEngine");
  158. GE_TIMESTAMP_START(HostCpuEngineInitialize);
  159. Status initHostCpuEngineStatus = HostCpuEngine::GetInstance().Initialize();
  160. GE_TIMESTAMP_END(HostCpuEngineInitialize, "InnerInitialize::HostCpuEngineInitialize");
  161. if (initHostCpuEngineStatus != SUCCESS) {
  162. GELOGE(initHostCpuEngineStatus, "[Init][HostCpuEngine]Failed to initialize HostCpuEngine.");
  163. REPORT_CALL_ERROR("E19999", "HostCpuEngine initialize failed.");
  164. RollbackInit();
  165. return initHostCpuEngineStatus;
  166. }
  167. GELOGI("Start to init Analyzer!");
  168. Status init_analyzer_status = ge::Analyzer::GetInstance()->Initialize();
  169. if (init_analyzer_status != SUCCESS) {
  170. GELOGE(init_analyzer_status, "[Init][Analyzer]Failed to initialize Analyzer.");
  171. REPORT_CALL_ERROR("E19999", "ge::Analyzer initialize failed.");
  172. RollbackInit();
  173. return init_analyzer_status;
  174. }
  175. init_flag_ = true;
  176. return SUCCESS;
  177. }
  178. Status GELib::SystemInitialize(const map<string, string> &options) {
  179. Status status = FAILED;
  180. auto iter = options.find(OPTION_GRAPH_RUN_MODE);
  181. if (iter != options.end()) {
  182. if (GraphRunMode(std::strtol(iter->second.c_str(), nullptr, kDecimal)) >= TRAIN) {
  183. is_train_mode_ = true;
  184. }
  185. }
  186. InitOptions(options);
  187. // In train and infer, profiling is always needed.
  188. InitProfiling(this->options_);
  189. auto model_manager = ModelManager::GetInstance();
  190. GE_CHECK_NOTNULL(model_manager);
  191. GE_IF_BOOL_EXEC(model_manager->EnableExceptionDump(options) != SUCCESS,
  192. REPORT_CALL_ERROR("E19999", "ModelManager EnableExceptionDump failed.");
  193. GELOGE(FAILED, "[Enable][ExceptionDump] failed.");
  194. return FAILED);
  195. // 1.`is_train_mode_` means case: train
  196. // 2.`(!is_train_mode_) && (options_.device_id != kDefaultDeviceIdForInfer)` means case: online infer
  197. // these two case with logical device id
  198. if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
  199. status = InitSystemWithOptions(this->options_);
  200. } else {
  201. status = InitSystemWithoutOptions();
  202. }
  203. return status;
  204. }
  205. void GELib::InitProfiling(Options &options) {
  206. GELOGI("Init Profiling. session Id: %ld, device id:%d ", options.session_id, options.device_id);
  207. std::lock_guard<std::mutex> lock(status_mutex_);
  208. GetContext().Init();
  209. // Profiling init
  210. if (ProfilingManager::Instance().Init(options) != SUCCESS) {
  211. GELOGW("Profiling init failed.");
  212. }
  213. }
  214. void GELib::SetDefaultPrecisionMode(map<string, string> &new_options) {
  215. auto iter = new_options.find(PRECISION_MODE);
  216. if (iter != new_options.end()) {
  217. GELOGI("Find precision_mode in options, value is %s", iter->second.c_str());
  218. return;
  219. }
  220. iter = new_options.find(OPTION_GRAPH_RUN_MODE);
  221. if (iter != new_options.end()) {
  222. if (GraphRunMode(std::strtol(iter->second.c_str(), nullptr, kDecimal)) >= TRAIN) {
  223. // only train mode need to be set allow_fp32_to_fp16.
  224. GELOGI("This is train mode, precision_mode need to be set allow_fp32_to_fp16");
  225. new_options.insert(std::make_pair(PRECISION_MODE, "allow_fp32_to_fp16"));
  226. return;
  227. }
  228. }
  229. GELOGI("This is not train mode, precision_mode need to be set force_fp16");
  230. new_options.insert(std::make_pair(PRECISION_MODE, "force_fp16"));
  231. return;
  232. }
  233. Status GELib::SetRTSocVersion(const map<string, string> &options, map<string, string> &new_options) {
  234. GELOGI("Start to set SOC_VERSION");
  235. new_options.insert(options.begin(), options.end());
  236. auto it = new_options.find(ge::SOC_VERSION);
  237. if (it != new_options.end()) {
  238. GE_CHK_RT_RET(rtSetSocVersion(it->second.c_str()));
  239. GELOGI("Succeeded in setting SOC_VERSION[%s] to runtime.", it->second.c_str());
  240. } else {
  241. GELOGI("SOC_VERSION is not exist in options");
  242. char version[kSocVersionLen] = {0};
  243. rtError_t rt_ret = rtGetSocVersion(version, kSocVersionLen);
  244. GE_IF_BOOL_EXEC(rt_ret != RT_ERROR_NONE,
  245. REPORT_CALL_ERROR("E19999", "rtGetSocVersion failed.");
  246. GELOGE(rt_ret, "[Get][SocVersion]rtGetSocVersion failed");
  247. return FAILED;)
  248. GELOGI("Succeeded in getting SOC_VERSION[%s] from runtime.", version);
  249. new_options.insert(std::make_pair(ge::SOC_VERSION, version));
  250. }
  251. return SUCCESS;
  252. }
  253. Status GELib::SetAiCoreNum(map<string, string> &options) {
  254. // Already set or get AICORE_NUM from options in offline mode
  255. if (options.find(AICORE_NUM) != options.end()) {
  256. return SUCCESS;
  257. }
  258. uint32_t aicore_num = 0;
  259. rtError_t ret = rtGetAiCoreCount(&aicore_num);
  260. if (ret == ACL_ERROR_RT_FEATURE_NOT_SUPPORT) { // offline without ATC Input of AiCoreNum
  261. return SUCCESS;
  262. } else if (ret == RT_ERROR_NONE) { // online-mode
  263. options.emplace(std::make_pair(AICORE_NUM, std::to_string(aicore_num)));
  264. return SUCCESS;
  265. }
  266. GELOGE(FAILED, "[Get][AiCoreCount]rtGetAiCoreCount failed.");
  267. REPORT_CALL_ERROR("E19999", "rtGetAiCoreCount failed.");
  268. return FAILED;
  269. }
  270. void GELib::InitOptions(const map<string, string> &options) {
  271. this->options_.session_id = 0;
  272. auto iter = options.find(OPTION_EXEC_SESSION_ID);
  273. if (iter != options.end()) {
  274. this->options_.session_id = std::strtoll(iter->second.c_str(), nullptr, kDecimal);
  275. }
  276. this->options_.device_id = is_train_mode_ ? kDefaultDeviceIdForTrain : kDefaultDeviceIdForInfer;
  277. iter = options.find(OPTION_EXEC_DEVICE_ID);
  278. if (iter != options.end()) {
  279. this->options_.device_id = static_cast<int32_t>(std::strtol(iter->second.c_str(), nullptr, kDecimal));
  280. }
  281. iter = options.find(OPTION_EXEC_JOB_ID);
  282. if (iter != options.end()) {
  283. this->options_.job_id = iter->second.c_str();
  284. }
  285. this->options_.isUseHcom = false;
  286. iter = options.find(OPTION_EXEC_IS_USEHCOM);
  287. if (iter != options.end()) {
  288. std::istringstream(iter->second) >> this->options_.isUseHcom;
  289. }
  290. this->options_.isUseHvd = false;
  291. iter = options.find(OPTION_EXEC_IS_USEHVD);
  292. if (iter != options.end()) {
  293. std::istringstream(iter->second) >> this->options_.isUseHvd;
  294. }
  295. this->options_.deployMode = false;
  296. iter = options.find(OPTION_EXEC_DEPLOY_MODE);
  297. if (iter != options.end()) {
  298. std::istringstream(iter->second) >> this->options_.deployMode;
  299. }
  300. iter = options.find(OPTION_EXEC_POD_NAME);
  301. if (iter != options.end()) {
  302. this->options_.podName = iter->second.c_str();
  303. }
  304. iter = options.find(OPTION_EXEC_PROFILING_MODE);
  305. if (iter != options.end()) {
  306. this->options_.profiling_mode = iter->second.c_str();
  307. }
  308. iter = options.find(OPTION_EXEC_PROFILING_OPTIONS);
  309. if (iter != options.end()) {
  310. this->options_.profiling_options = iter->second.c_str();
  311. }
  312. iter = options.find(OPTION_EXEC_RANK_ID);
  313. if (iter != options.end()) {
  314. this->options_.rankId = std::strtoll(iter->second.c_str(), nullptr, kDecimal);
  315. }
  316. iter = options.find(OPTION_EXEC_RANK_TABLE_FILE);
  317. if (iter != options.end()) {
  318. this->options_.rankTableFile = iter->second.c_str();
  319. }
  320. this->options_.enable_atomic = true;
  321. iter = options.find(OPTION_EXEC_ATOMIC_FLAG);
  322. GE_IF_BOOL_EXEC(iter != options.end(),
  323. this->options_.enable_atomic = std::strtol(iter->second.c_str(), nullptr, kDecimal));
  324. GELOGI("ge InnerInitialize, the enable_atomic_flag in options_ is %d", this->options_.enable_atomic);
  325. }
  326. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status GELib::InitSystemWithOptions(Options &options) {
  327. std::string mode = is_train_mode_ ? "Training" : "Online infer";
  328. GELOGI("%s init GELib. session Id:%ld, device id :%d ", mode.c_str(), options.session_id, options.device_id);
  329. GEEVENT("System init with options begin, job id %s", options.job_id.c_str());
  330. std::lock_guard<std::mutex> lock(status_mutex_);
  331. GE_IF_BOOL_EXEC(is_system_inited && !is_shutdown,
  332. GELOGW("System init with options is already inited and not shutdown.");
  333. return SUCCESS);
  334. std::vector<rtMemType_t> mem_type;
  335. mem_type.push_back(RT_MEMORY_HBM);
  336. mem_type.push_back(RT_MEMORY_P2P_DDR);
  337. Status initMmStatus = MemManager::Instance().Initialize(mem_type);
  338. if (initMmStatus != SUCCESS) {
  339. GELOGE(initMmStatus, "[Init][MemManager] MemoryAllocatorManager initialize failed.");
  340. REPORT_CALL_ERROR("E19999", "MemManager initialize failed.");
  341. return initMmStatus;
  342. }
  343. GE_CHK_STATUS_RET(HostMemManager::Instance().Initialize());
  344. // set device id
  345. GELOGI("set logical device id:%u", options.device_id);
  346. GetContext().SetCtxDeviceId(static_cast<uint32_t>(options.device_id));
  347. GE_CHK_RT_RET(rtSetDevice(options.device_id));
  348. // In the scenario that the automatic add fusion is set, but there is no cleanaddr operator,
  349. // maybe need to check it
  350. is_system_inited = true;
  351. is_shutdown = false;
  352. GELOGI("%s init GELib success.", mode.c_str());
  353. return SUCCESS;
  354. }
  355. Status GELib::SystemShutdownWithOptions(const Options &options) {
  356. std::string mode = is_train_mode_ ? "Training" : "Online infer";
  357. GELOGI("%s finalize GELib begin.", mode.c_str());
  358. std::lock_guard<std::mutex> lock(status_mutex_);
  359. GE_IF_BOOL_EXEC(is_shutdown || !is_system_inited,
  360. GELOGW("System Shutdown with options is already is_shutdown or system does not inited. "
  361. "is_shutdown:%d is_omm_inited:%d",
  362. is_shutdown, is_system_inited);
  363. return SUCCESS);
  364. GE_CHK_RT(rtDeviceReset(options.device_id));
  365. is_system_inited = false;
  366. is_shutdown = true;
  367. GELOGI("%s finalize GELib success.", mode.c_str());
  368. return SUCCESS;
  369. }
  370. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status GELib::InitSystemWithoutOptions() {
  371. GELOGI("Inference Init GELib begin.");
  372. std::vector<rtMemType_t> mem_type;
  373. mem_type.push_back(RT_MEMORY_HBM);
  374. mem_type.push_back(RT_MEMORY_P2P_DDR);
  375. Status initMmStatus = MemManager::Instance().Initialize(mem_type);
  376. if (initMmStatus != SUCCESS) {
  377. GELOGE(initMmStatus, "[Init][MemoryManager] initialize failed.");
  378. REPORT_CALL_ERROR("E19999", "MemManager initialize failed.");
  379. return initMmStatus;
  380. }
  381. GE_CHK_STATUS_RET(HostMemManager::Instance().Initialize());
  382. static bool is_inited = false;
  383. if (is_inited) {
  384. GELOGW("System init without options is already inited, don't need to init again.");
  385. return SUCCESS;
  386. }
  387. is_inited = true;
  388. GELOGI("Inference init GELib success.");
  389. return SUCCESS;
  390. }
  391. string GELib::GetPath() { return PluginManager::GetPath(); }
  392. // Finalize all modules
  393. Status GELib::Finalize() {
  394. ErrorManager::GetInstance().SetStage(error_message::kFinalize, error_message::kFinalize);
  395. GELOGI("finalization start");
  396. // Finalization is not allowed before initialization
  397. if (!init_flag_) {
  398. GELOGW("not initialize");
  399. return SUCCESS;
  400. }
  401. if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
  402. GE_CHK_RT_RET(rtSetDevice(options_.device_id));
  403. }
  404. Status final_state = SUCCESS;
  405. Status mid_state;
  406. GELOGI("engineManager finalization.");
  407. mid_state = engineManager_.Finalize();
  408. if (mid_state != SUCCESS) {
  409. GELOGW("engineManager finalize failed");
  410. final_state = mid_state;
  411. }
  412. GELOGI("sessionManager finalization.");
  413. mid_state = sessionManager_.Finalize();
  414. if (mid_state != SUCCESS) {
  415. GELOGW("sessionManager finalize failed");
  416. final_state = mid_state;
  417. }
  418. GELOGI("opsBuilderManager finalization.");
  419. mid_state = OpsKernelBuilderManager::Instance().Finalize();
  420. if (mid_state != SUCCESS) {
  421. GELOGW("opsBuilderManager finalize failed");
  422. final_state = mid_state;
  423. }
  424. GELOGI("opsManager finalization.");
  425. mid_state = opsManager_.Finalize();
  426. if (mid_state != SUCCESS) {
  427. GELOGW("opsManager finalize failed");
  428. final_state = mid_state;
  429. }
  430. GELOGI("VarManagerPool finalization.");
  431. VarManagerPool::Instance().Destory();
  432. GELOGI("MemManager finalization.");
  433. MemManager::Instance().Finalize();
  434. GELOGI("HostMemManager finalization.");
  435. HostMemManager::Instance().Finalize();
  436. GELOGI("HostCpuEngine finalization.");
  437. HostCpuEngine::GetInstance().Finalize();
  438. GELOGI("Analyzer finalization");
  439. Analyzer::GetInstance()->Finalize();
  440. // Shut down profiling
  441. ShutDownProfiling();
  442. if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
  443. GELOGI("System ShutDown.");
  444. mid_state = SystemShutdownWithOptions(this->options_);
  445. if (mid_state != SUCCESS) {
  446. GELOGW("System shutdown with options failed");
  447. final_state = mid_state;
  448. }
  449. }
  450. is_train_mode_ = false;
  451. GetMutableGlobalOptions().erase(ENABLE_SINGLE_STREAM);
  452. if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
  453. GE_CHK_RT_RET(rtDeviceReset(options_.device_id));
  454. }
  455. instancePtr_ = nullptr;
  456. init_flag_ = false;
  457. if (final_state != SUCCESS) {
  458. GELOGE(FAILED, "[Check][State]finalization failed.");
  459. REPORT_INNER_ERROR("E19999", "GELib::Finalize failed.");
  460. return final_state;
  461. }
  462. GELOGI("finalization success.");
  463. return SUCCESS;
  464. }
  465. void GELib::ShutDownProfiling() {
  466. std::lock_guard<std::mutex> lock(status_mutex_);
  467. if (ProfilingManager::Instance().ProfilingOn()) {
  468. ProfilingManager::Instance().StopProfiling();
  469. ProfilingManager::Instance().PluginUnInit();
  470. }
  471. }
  472. // Get Singleton Instance
  473. std::shared_ptr<GELib> GELib::GetInstance() { return instancePtr_; }
  474. void GELib::RollbackInit() {
  475. if (engineManager_.init_flag_) {
  476. (void)engineManager_.Finalize();
  477. }
  478. if (opsManager_.init_flag_) {
  479. (void)opsManager_.Finalize();
  480. }
  481. if (sessionManager_.init_flag_) {
  482. (void)sessionManager_.Finalize();
  483. }
  484. MemManager::Instance().Finalize();
  485. HostMemManager::Instance().Finalize();
  486. VarManagerPool::Instance().Destory();
  487. }
  488. Status GEInit::Initialize(const map<string, string> &options) {
  489. Status ret = SUCCESS;
  490. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  491. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  492. ret = GELib::Initialize(options);
  493. }
  494. return ret;
  495. }
  496. Status GEInit::Finalize() {
  497. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  498. if (instance_ptr != nullptr) {
  499. return instance_ptr->Finalize();
  500. }
  501. return SUCCESS;
  502. }
  503. string GEInit::GetPath() {
  504. return GELib::GetPath();
  505. }
  506. } // namespace ge

图引擎模块(GE)是MindSpore的一个子模块,其代码由C++实现,位于前端模块ME和底层硬件之间,起到承接作用。图引擎模块以ME下发的图作为输入,然后进行一系列的深度图优化操作,最后输出一张可以在底层硬件上高效运行的图。GE针对昇腾AI处理器的硬件结构特点,做了特定的优化工作,以此来充分发挥出昇腾AI处理器的强大算力。在进行模型训练/推理时,GE会被自动调用而用户并不感知。GE主要由GE API和GE Core两部分组成,详细的架构图如下所示