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gelib.cc 16 kB

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  1. /**
  2. * Copyright 2019-2020 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 "analyzer/analyzer.h"
  32. #include "ge/ge_api_types.h"
  33. #include "ge_local_engine/engine/host_cpu_engine.h"
  34. #include "graph/common/ge_call_wrapper.h"
  35. #include "graph/ge_context.h"
  36. #include "graph/ge_global_options.h"
  37. #include "graph/load/new_model_manager/model_manager.h"
  38. #include "graph/manager/graph_mem_allocator.h"
  39. #include "graph/manager/graph_var_manager.h"
  40. #include "omm/csa_interact.h"
  41. #include "runtime/kernel.h"
  42. using Json = nlohmann::json;
  43. namespace ge {
  44. namespace {
  45. const int kDecimal = 10;
  46. const int kSocVersionLen = 50;
  47. const int kDefaultDeviceIdForTrain = 0;
  48. const int kDefaultDeviceIdForInfer = -1;
  49. const uint32_t kAicoreOverflow = (0x1 << 0);
  50. const uint32_t kAtomicOverflow = (0x1 << 1);
  51. const uint32_t kAllOverflow = (kAicoreOverflow | kAtomicOverflow);
  52. } // namespace
  53. static std::shared_ptr<GELib> instancePtr_ = nullptr;
  54. // Initial each module of GE, if one failed, release all
  55. Status GELib::Initialize(const map<string, string> &options) {
  56. GELOGI("initial start");
  57. GEEVENT("[GEPERFTRACE] GE Init Start");
  58. // Multiple initializations are not allowed
  59. instancePtr_ = MakeShared<GELib>();
  60. if (instancePtr_ == nullptr) {
  61. GELOGE(GE_CLI_INIT_FAILED, "GeLib initialize failed, malloc shared_ptr failed.");
  62. return GE_CLI_INIT_FAILED;
  63. }
  64. map<string, string> new_options;
  65. Status ret = instancePtr_->SetRTSocVersion(options, new_options);
  66. if (ret != SUCCESS) {
  67. GELOGE(ret, "GeLib initial failed.");
  68. return ret;
  69. }
  70. GetMutableGlobalOptions().insert(new_options.begin(), new_options.end());
  71. GetThreadLocalContext().SetGlobalOption(GetMutableGlobalOptions());
  72. GE_TIMESTAMP_START(Init);
  73. ret = instancePtr_->InnerInitialize(new_options);
  74. if (ret != SUCCESS) {
  75. GELOGE(ret, "GeLib initial failed.");
  76. instancePtr_ = nullptr;
  77. return ret;
  78. }
  79. GE_TIMESTAMP_EVENT_END(Init, "GELib::Initialize");
  80. return SUCCESS;
  81. }
  82. Status GELib::InnerInitialize(const map<string, string> &options) {
  83. // Multiple initializations are not allowed
  84. if (init_flag_) {
  85. GELOGW("multi initializations");
  86. return SUCCESS;
  87. }
  88. GELOGI("GE System initial.");
  89. GE_TIMESTAMP_START(SystemInitialize);
  90. Status initSystemStatus = SystemInitialize(options);
  91. GE_TIMESTAMP_END(SystemInitialize, "InnerInitialize::SystemInitialize");
  92. if (initSystemStatus != SUCCESS) {
  93. GELOGE(initSystemStatus);
  94. RollbackInit();
  95. return initSystemStatus;
  96. }
  97. GELOGI("engineManager initial.");
  98. GE_TIMESTAMP_START(EngineInitialize);
  99. Status initEmStatus = engineManager_.Initialize(options);
  100. GE_TIMESTAMP_END(EngineInitialize, "InnerInitialize::EngineInitialize");
  101. if (initEmStatus != SUCCESS) {
  102. GELOGE(initEmStatus);
  103. RollbackInit();
  104. return initEmStatus;
  105. }
  106. GELOGI("opsManager initial.");
  107. GE_TIMESTAMP_START(OpsManagerInitialize);
  108. Status initOpsStatus = opsManager_.Initialize(options);
  109. GE_TIMESTAMP_END(OpsManagerInitialize, "InnerInitialize::OpsManagerInitialize");
  110. if (initOpsStatus != SUCCESS) {
  111. GELOGE(initOpsStatus);
  112. RollbackInit();
  113. return initOpsStatus;
  114. }
  115. GELOGI("sessionManager initial.");
  116. GE_TIMESTAMP_START(SessionManagerInitialize);
  117. Status initSmStatus = sessionManager_.Initialize(options);
  118. GE_TIMESTAMP_END(SessionManagerInitialize, "InnerInitialize::SessionManagerInitialize");
  119. if (initSmStatus != SUCCESS) {
  120. GELOGE(initSmStatus);
  121. RollbackInit();
  122. return initSmStatus;
  123. }
  124. GELOGI("Start to initialize HostCpuEngine");
  125. GE_TIMESTAMP_START(HostCpuEngineInitialize);
  126. Status initHostCpuEngineStatus = HostCpuEngine::GetInstance().Initialize();
  127. GE_TIMESTAMP_END(HostCpuEngineInitialize, "InnerInitialize::HostCpuEngineInitialize");
  128. if (initHostCpuEngineStatus != SUCCESS) {
  129. GELOGE(initHostCpuEngineStatus, "Failed to initialize HostCpuEngine");
  130. RollbackInit();
  131. return initHostCpuEngineStatus;
  132. }
  133. GELOGI("Start to init Analyzer!");
  134. Status init_analyzer_status = ge::Analyzer::GetInstance()->Initialize();
  135. if (init_analyzer_status != SUCCESS) {
  136. GELOGE(init_analyzer_status, "Failed to initialize HostCpuEngine");
  137. RollbackInit();
  138. return init_analyzer_status;
  139. }
  140. init_flag_ = true;
  141. return SUCCESS;
  142. }
  143. Status GELib::SystemInitialize(const map<string, string> &options) {
  144. Status status = FAILED;
  145. auto iter = options.find(OPTION_GRAPH_RUN_MODE);
  146. if (iter != options.end()) {
  147. if (GraphRunMode(std::strtol(iter->second.c_str(), nullptr, kDecimal)) >= TRAIN) {
  148. is_train_mode_ = true;
  149. }
  150. }
  151. InitOptions(options);
  152. // In train and infer, profiling is always needed.
  153. InitProfiling(this->options_);
  154. auto model_manager = ModelManager::GetInstance();
  155. GE_CHECK_NOTNULL(model_manager);
  156. GE_IF_BOOL_EXEC(model_manager->EnableExceptionDump(options) != SUCCESS,
  157. GELOGE(FAILED, "Enable exception dump failed");
  158. return FAILED);
  159. // 1.`is_train_mode_` means case: train
  160. // 2.`(!is_train_mode_) && (options_.device_id != kDefaultDeviceIdForInfer)` means case: online infer
  161. // these two case with logical device id
  162. if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
  163. status = InitSystemWithOptions(this->options_);
  164. } else {
  165. status = InitSystemWithoutOptions();
  166. }
  167. return status;
  168. }
  169. void GELib::InitProfiling(Options &options) {
  170. GELOGI("Init Profiling. session Id: %ld, device id:%d ", options.session_id, options.device_id);
  171. std::lock_guard<std::mutex> lock(status_mutex_);
  172. GetContext().Init();
  173. // Profiling init
  174. if (ProfilingManager::Instance().Init(options) != SUCCESS) {
  175. GELOGW("Profiling init failed.");
  176. }
  177. }
  178. Status GELib::SetRTSocVersion(const map<string, string> &options, map<string, string> &new_options) {
  179. GELOGI("Start to set SOC_VERSION");
  180. new_options.insert(options.begin(), options.end());
  181. auto it = new_options.find(ge::SOC_VERSION);
  182. if (it != new_options.end()) {
  183. GE_CHK_RT_RET(rtSetSocVersion(it->second.c_str()));
  184. GELOGI("Succeeded in setting SOC_VERSION[%s] to runtime.", it->second.c_str());
  185. } else {
  186. GELOGI("SOC_VERSION is not exist in options");
  187. char version[kSocVersionLen] = {0};
  188. rtError_t rt_ret = rtGetSocVersion(version, kSocVersionLen);
  189. GE_IF_BOOL_EXEC(rt_ret != RT_ERROR_NONE, GELOGE(rt_ret, "rtGetSocVersion failed"); return FAILED;)
  190. GELOGI("Succeeded in getting SOC_VERSION[%s] from runtime.", version);
  191. new_options.insert(std::make_pair(ge::SOC_VERSION, version));
  192. }
  193. return SUCCESS;
  194. }
  195. void GELib::InitOptions(const map<string, string> &options) {
  196. this->options_.session_id = 0;
  197. auto iter = options.find(OPTION_EXEC_SESSION_ID);
  198. if (iter != options.end()) {
  199. this->options_.session_id = std::strtoll(iter->second.c_str(), nullptr, kDecimal);
  200. }
  201. this->options_.device_id = is_train_mode_ ? kDefaultDeviceIdForTrain : kDefaultDeviceIdForInfer;
  202. iter = options.find(OPTION_EXEC_DEVICE_ID);
  203. if (iter != options.end()) {
  204. this->options_.device_id = static_cast<int32_t>(std::strtol(iter->second.c_str(), nullptr, kDecimal));
  205. }
  206. iter = options.find(OPTION_EXEC_JOB_ID);
  207. if (iter != options.end()) {
  208. this->options_.job_id = iter->second.c_str();
  209. }
  210. this->options_.isUseHcom = false;
  211. iter = options.find(OPTION_EXEC_IS_USEHCOM);
  212. if (iter != options.end()) {
  213. std::istringstream(iter->second) >> this->options_.isUseHcom;
  214. }
  215. this->options_.isUseHvd = false;
  216. iter = options.find(OPTION_EXEC_IS_USEHVD);
  217. if (iter != options.end()) {
  218. std::istringstream(iter->second) >> this->options_.isUseHvd;
  219. }
  220. this->options_.deployMode = false;
  221. iter = options.find(OPTION_EXEC_DEPLOY_MODE);
  222. if (iter != options.end()) {
  223. std::istringstream(iter->second) >> this->options_.deployMode;
  224. }
  225. iter = options.find(OPTION_EXEC_POD_NAME);
  226. if (iter != options.end()) {
  227. this->options_.podName = iter->second.c_str();
  228. }
  229. iter = options.find(OPTION_EXEC_PROFILING_MODE);
  230. if (iter != options.end()) {
  231. this->options_.profiling_mode = iter->second.c_str();
  232. }
  233. iter = options.find(OPTION_EXEC_PROFILING_OPTIONS);
  234. if (iter != options.end()) {
  235. this->options_.profiling_options = iter->second.c_str();
  236. }
  237. iter = options.find(OPTION_EXEC_RANK_ID);
  238. if (iter != options.end()) {
  239. this->options_.rankId = std::strtoll(iter->second.c_str(), nullptr, kDecimal);
  240. }
  241. iter = options.find(OPTION_EXEC_RANK_TABLE_FILE);
  242. if (iter != options.end()) {
  243. this->options_.rankTableFile = iter->second.c_str();
  244. }
  245. this->options_.enable_atomic = true;
  246. iter = options.find(OPTION_EXEC_ATOMIC_FLAG);
  247. GE_IF_BOOL_EXEC(iter != options.end(),
  248. this->options_.enable_atomic = std::strtol(iter->second.c_str(), nullptr, kDecimal));
  249. GELOGI("ge InnerInitialize, the enable_atomic_flag in options_ is %d", this->options_.enable_atomic);
  250. }
  251. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status GELib::InitSystemWithOptions(Options &options) {
  252. std::string mode = is_train_mode_ ? "Training" : "Online infer";
  253. GELOGI("%s init GELib. session Id:%ld, device id :%d ", mode.c_str(), options.session_id, options.device_id);
  254. GEEVENT("System init with options begin, job id %s", options.job_id.c_str());
  255. std::lock_guard<std::mutex> lock(status_mutex_);
  256. GE_IF_BOOL_EXEC(is_system_inited && !is_shutdown,
  257. GELOGW("System init with options is already inited and not shutdown.");
  258. return SUCCESS);
  259. std::vector<rtMemType_t> mem_type;
  260. mem_type.push_back(RT_MEMORY_HBM);
  261. Status initMmStatus = MemManager::Instance().Initialize(mem_type);
  262. if (initMmStatus != SUCCESS) {
  263. GELOGE(initMmStatus, "[Initialize] MemoryAllocatorManager initialize failed.");
  264. return initMmStatus;
  265. }
  266. // Update CSA file
  267. CsaInteract::GetInstance().Init(options.device_id, GetContext().TraceId());
  268. Status ret = CsaInteract::GetInstance().WriteJobState(JOBSTATE_RUNNING, JOBSUBSTATE_ENV_INIT);
  269. GE_LOGE_IF(ret != SUCCESS, "write job state failed, ret:%u", ret);
  270. // set device id
  271. GELOGI("set logical device id:%u", options.device_id);
  272. GetContext().SetCtxDeviceId(static_cast<uint32_t>(options.device_id));
  273. GE_CHK_RT_RET(rtSetDevice(options.device_id));
  274. // In the scenario that the automatic add fusion is set, but there is no cleanaddr operator,
  275. // maybe need to check it
  276. is_system_inited = true;
  277. is_shutdown = false;
  278. GELOGI("%s init GELib success.", mode.c_str());
  279. return SUCCESS;
  280. }
  281. Status GELib::SystemShutdownWithOptions(const Options &options) {
  282. std::string mode = is_train_mode_ ? "Training" : "Online infer";
  283. GELOGI("%s finalize GELib begin.", mode.c_str());
  284. std::lock_guard<std::mutex> lock(status_mutex_);
  285. GE_IF_BOOL_EXEC(is_shutdown || !is_system_inited,
  286. GELOGW("System Shutdown with options is already is_shutdown or system does not inited. "
  287. "is_shutdown:%d is_omm_inited:%d",
  288. is_shutdown, is_system_inited);
  289. return SUCCESS);
  290. GE_CHK_RT(rtDeviceReset(options.device_id));
  291. // Update CSA file
  292. Status ret = CsaInteract::GetInstance().WriteJobState(JOBSTATE_SUCCEED);
  293. GE_LOGE_IF(ret != SUCCESS, "write job state failed, ret:%u", ret);
  294. is_system_inited = false;
  295. is_shutdown = true;
  296. GELOGI("%s finalize GELib success.", mode.c_str());
  297. return SUCCESS;
  298. }
  299. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status GELib::InitSystemWithoutOptions() {
  300. GELOGI("Inference Init GELib begin.");
  301. std::vector<rtMemType_t> mem_type;
  302. mem_type.push_back(RT_MEMORY_HBM);
  303. Status initMmStatus = MemManager::Instance().Initialize(mem_type);
  304. if (initMmStatus != SUCCESS) {
  305. GELOGE(initMmStatus, "[Initialize] MemoryAllocatorManager initialize failed.");
  306. return initMmStatus;
  307. }
  308. static bool is_inited = false;
  309. if (is_inited) {
  310. GELOGW("System init without options is already inited, don't need to init again.");
  311. return SUCCESS;
  312. }
  313. is_inited = true;
  314. GELOGI("Inference init GELib success.");
  315. return SUCCESS;
  316. }
  317. string GELib::GetPath() { return PluginManager::GetPath(); }
  318. // Finalize all modules
  319. Status GELib::Finalize() {
  320. GELOGI("finalization start");
  321. // Finalization is not allowed before initialization
  322. if (!init_flag_) {
  323. GELOGW("not initialize");
  324. return SUCCESS;
  325. }
  326. if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
  327. GE_CHK_RT_RET(rtSetDevice(options_.device_id));
  328. }
  329. Status final_state = SUCCESS;
  330. Status mid_state;
  331. GELOGI("engineManager finalization.");
  332. mid_state = engineManager_.Finalize();
  333. if (mid_state != SUCCESS) {
  334. GELOGW("engineManager finalize failed");
  335. final_state = mid_state;
  336. }
  337. GELOGI("sessionManager finalization.");
  338. mid_state = sessionManager_.Finalize();
  339. if (mid_state != SUCCESS) {
  340. GELOGW("sessionManager finalize failed");
  341. final_state = mid_state;
  342. }
  343. GELOGI("opsManager finalization.");
  344. mid_state = opsManager_.Finalize();
  345. if (mid_state != SUCCESS) {
  346. GELOGW("opsManager finalize failed");
  347. final_state = mid_state;
  348. }
  349. GELOGI("VarManagerPool finalization.");
  350. VarManagerPool::Instance().Destory();
  351. GELOGI("MemManager finalization.");
  352. MemManager::Instance().Finalize();
  353. GELOGI("HostCpuEngine finalization.");
  354. HostCpuEngine::GetInstance().Finalize();
  355. GELOGI("Analyzer finalization");
  356. Analyzer::GetInstance()->Finalize();
  357. // Shut down profiling
  358. ShutDownProfiling();
  359. if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
  360. GELOGI("System ShutDown.");
  361. mid_state = SystemShutdownWithOptions(this->options_);
  362. if (mid_state != SUCCESS) {
  363. GELOGW("System shutdown with options failed");
  364. final_state = mid_state;
  365. }
  366. }
  367. is_train_mode_ = false;
  368. GetMutableGlobalOptions().erase(ENABLE_SINGLE_STREAM);
  369. if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
  370. GE_CHK_RT_RET(rtDeviceReset(options_.device_id));
  371. }
  372. instancePtr_ = nullptr;
  373. init_flag_ = false;
  374. if (final_state != SUCCESS) {
  375. GELOGE(FAILED, "finalization failed.");
  376. return final_state;
  377. }
  378. GELOGI("finalization success.");
  379. return SUCCESS;
  380. }
  381. void GELib::ShutDownProfiling() {
  382. std::lock_guard<std::mutex> lock(status_mutex_);
  383. if (!ProfilingManager::Instance().ProfilingOpTraceOn() && ProfilingManager::Instance().ProfilingOn()) {
  384. ProfilingManager::Instance().StopProfiling();
  385. }
  386. if (ProfilingManager::Instance().ProfilingOn()) {
  387. ProfilingManager::Instance().PluginUnInit(GE_PROFILING_MODULE);
  388. }
  389. }
  390. // Get Singleton Instance
  391. std::shared_ptr<GELib> GELib::GetInstance() { return instancePtr_; }
  392. void GELib::RollbackInit() {
  393. if (engineManager_.init_flag_) {
  394. (void)engineManager_.Finalize();
  395. }
  396. if (opsManager_.init_flag_) {
  397. (void)opsManager_.Finalize();
  398. }
  399. if (sessionManager_.init_flag_) {
  400. (void)sessionManager_.Finalize();
  401. }
  402. MemManager::Instance().Finalize();
  403. VarManagerPool::Instance().Destory();
  404. }
  405. } // 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