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ge_api.cc 24 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 "ge/ge_api.h"
  17. #include <iostream>
  18. #include <malloc.h>
  19. #include "common/debug/log.h"
  20. #include "framework/common/debug/ge_log.h"
  21. #include "common/ge/datatype_util.h"
  22. #include "proto/ge_api.pb.h"
  23. #include "graph/model_serialize.h"
  24. #include "graph/detail/model_serialize_imp.h"
  25. #include "graph/utils/tensor_adapter.h"
  26. #include "init/gelib.h"
  27. #include "session/session_manager.h"
  28. #include "graph/opsproto_manager.h"
  29. #include "graph/utils/type_utils.h"
  30. #include "graph/manager/util/rt_context_util.h"
  31. #include "graph/common/ge_call_wrapper.h"
  32. #include "register/op_registry.h"
  33. #include "common/ge/tbe_plugin_manager.h"
  34. #include "common/util/error_manager/error_manager.h"
  35. #include "toolchain/plog.h"
  36. using domi::OpRegistry;
  37. using std::map;
  38. using std::string;
  39. using std::vector;
  40. namespace {
  41. const int32_t kMaxStrLen = 128;
  42. } // namespace
  43. static bool g_ge_initialized = false;
  44. static std::mutex g_ge_release_mutex; // GEFinalize and ~Session use
  45. namespace ge {
  46. void GetOpsProtoPath(std::string &opsproto_path) {
  47. GELOGI("Enter get ops proto path schedule");
  48. const char *path_env = std::getenv("ASCEND_OPP_PATH");
  49. if (path_env != nullptr) {
  50. std::string path = path_env;
  51. opsproto_path = (path + "/op_proto/custom/" + ":") + (path + "/op_proto/built-in/");
  52. GELOGI("Get opsproto so path from env: %s", path.c_str());
  53. return;
  54. }
  55. std::string path_base = PluginManager::GetPath();
  56. GELOGI("path_base is %s", path_base.c_str());
  57. path_base = path_base.substr(0, path_base.rfind('/'));
  58. path_base = path_base.substr(0, path_base.rfind('/') + 1);
  59. opsproto_path = (path_base + "ops/op_proto/custom/" + ":") + (path_base + "ops/op_proto/built-in/");
  60. }
  61. Status CheckOptionsValid(const std::map<string, string> &options) {
  62. // check job_id is valid
  63. auto job_id_iter = options.find(OPTION_EXEC_JOB_ID);
  64. if (job_id_iter != options.end()) {
  65. if (job_id_iter->second.length() > kMaxStrLen) {
  66. GELOGE(PARAM_INVALID, "CheckOptionsValid job_id failed, string len > %d", kMaxStrLen);
  67. return FAILED;
  68. }
  69. }
  70. return SUCCESS;
  71. }
  72. // Initialize GE, prepare for execution, call GELib::Initialize
  73. Status GEInitializeImpl(const std::map<string, string> &options) {
  74. ErrorManager::GetInstance().GenWorkStreamIdDefault();
  75. GELOGT(TRACE_INIT, "GEInitialize start");
  76. std::string path_base = ge::GELib::GetPath();
  77. auto ret = ErrorManager::GetInstance().Init(path_base);
  78. if (ret != SUCCESS) {
  79. GELOGE(GE_CLI_INIT_FAILED, "ErrorManager init fail");
  80. return ret;
  81. }
  82. // 0.check init status
  83. if (g_ge_initialized) {
  84. GELOGW("GEInitialize is called more than once");
  85. return SUCCESS;
  86. }
  87. ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOpsProtoInit);
  88. // Load OpsProto lib plugin
  89. std::string opsproto_path;
  90. GetOpsProtoPath(opsproto_path);
  91. OpsProtoManager *manager = OpsProtoManager::Instance();
  92. std::map<string, string> option_tmp;
  93. option_tmp.emplace(std::pair<string, string>(string("ge.opsProtoLibPath"), opsproto_path));
  94. GE_TIMESTAMP_START(GEInitialize);
  95. bool is_proto_init = manager->Initialize(option_tmp);
  96. GE_TIMESTAMP_END(GEInitialize, "GEInitialize::ManagerInitialize");
  97. if (!is_proto_init) {
  98. GELOGE(GE_CLI_INIT_FAILED, "geInitialize failed, ops proto path is invalid.");
  99. return FAILED;
  100. }
  101. ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOther);
  102. // check options is valid
  103. GE_TIMESTAMP_START(CheckOptionsValid);
  104. if (CheckOptionsValid(options) != SUCCESS) {
  105. return FAILED;
  106. }
  107. GE_TIMESTAMP_END(CheckOptionsValid, "GEInitialize::CheckOptionsValid");
  108. ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOpsProtoInit);
  109. GE_TIMESTAMP_START(InitPreparation);
  110. TBEPluginManager::Instance().InitPreparation(options);
  111. GE_TIMESTAMP_END(InitPreparation, "GEInitialize::InitPreparation");
  112. // call Initialize
  113. GELOGT(TRACE_RUNNING, "Initializing environment");
  114. ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOther);
  115. GE_TIMESTAMP_START(GELibInitialize);
  116. ret = ge::GELib::Initialize(options);
  117. GE_TIMESTAMP_END(GELibInitialize, "GEInitialize::GELibInitialize");
  118. if (ret != SUCCESS) {
  119. GELOGE(GE_CLI_INIT_FAILED, "geInitialize failed, error code = %u", ret);
  120. return FAILED;
  121. }
  122. // 7.check return status, return
  123. if (!g_ge_initialized) {
  124. // Initialize success, first time calling initialize
  125. g_ge_initialized = true;
  126. }
  127. GELOGT(TRACE_STOP, "GEInitialize finished");
  128. return ret;
  129. }
  130. // Initialize GE, prepare for execution, call GELib::Initialize
  131. Status GEInitialize(const std::map<string, string> &options) {
  132. ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOther);
  133. if (DlogReportInitialize() != SUCCESS) {
  134. GELOGW("Dlog report device log initialize failed.");
  135. }
  136. return GEInitializeImpl(options);
  137. }
  138. Status GEInitialize(const std::map<AscendString, AscendString> &options) {
  139. ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOther);
  140. std::map<std::string, std::string> str_options;
  141. for (auto &option : options) {
  142. if (option.first.GetString() == nullptr || option.second.GetString() == nullptr) {
  143. GELOGE(FAILED, "GEInitialize options is nullptr.");
  144. return FAILED;
  145. }
  146. std::string key = option.first.GetString();
  147. std::string val = option.second.GetString();
  148. str_options[key] = val;
  149. }
  150. if (DlogReportInitialize() != SUCCESS) {
  151. GELOGW("Dlog report device log initialize failed.");
  152. }
  153. return GEInitializeImpl(str_options);
  154. }
  155. // GE finalize, releasing all resources
  156. Status GEFinalize() {
  157. std::lock_guard<std::mutex> lock(g_ge_release_mutex);
  158. // check init status
  159. if (!g_ge_initialized) {
  160. GELOGW("[FINAL][FINAL]GEFinalize is called before GEInitialize");
  161. return SUCCESS;
  162. }
  163. ErrorManager::GetInstance().SetStage(ErrorMessage::kFinalize, ErrorMessage::kFinalize);
  164. ErrorManager::GetInstance().GenWorkStreamIdDefault();
  165. GELOGT(TRACE_INIT, "GEFinalize start");
  166. // call Finalize
  167. Status ret = SUCCESS;
  168. Status middle_ret;
  169. GELOGT(TRACE_RUNNING, "Finalizing environment");
  170. std::shared_ptr<GELib> instancePtr = ge::GELib::GetInstance();
  171. if (instancePtr == nullptr || !instancePtr->InitFlag()) {
  172. GELOGW("GEFinalize Failed: GE not initialized.");
  173. ret = GE_CLI_GE_NOT_INITIALIZED;
  174. }
  175. if (ret != GE_CLI_GE_NOT_INITIALIZED) {
  176. middle_ret = instancePtr->Finalize();
  177. GELOGI("GEFinalize finalize gelib ret=%u", middle_ret);
  178. if (middle_ret != SUCCESS) {
  179. ret = middle_ret;
  180. }
  181. }
  182. middle_ret = TBEPluginManager::Instance().Finalize();
  183. if (middle_ret != SUCCESS) {
  184. ret = middle_ret;
  185. }
  186. if (g_ge_initialized && ret == SUCCESS) {
  187. // Unified destruct rt_context
  188. RtContextUtil::GetInstance().DestroyAllRtContexts();
  189. g_ge_initialized = false;
  190. }
  191. // to avoid memory fragment, use malloc_trim to back free stack to system
  192. malloc_trim(0);
  193. if (DlogReportFinalize() != SUCCESS) {
  194. GELOGW("Dlog report device log finalize failed.");
  195. }
  196. GELOGT(TRACE_STOP, "GEFinalize finished");
  197. return ret;
  198. }
  199. std::string GEGetErrorMsg() {
  200. return ErrorManager::GetInstance().GetErrorMessage();
  201. }
  202. std::string GEGetWarningMsg() {
  203. return ErrorManager::GetInstance().GetWarningMessage();
  204. }
  205. // Initialize session,which calls innerSession
  206. Session::Session(const std::map<string, string> &options) {
  207. ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOther);
  208. GELOGT(TRACE_INIT, "Session Constructor start");
  209. ErrorManager::GetInstance().GenWorkStreamIdDefault();
  210. // check init status
  211. sessionId_ = 0;
  212. if (!g_ge_initialized) {
  213. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "GE is not initialized.");
  214. return;
  215. }
  216. // call Initialize
  217. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  218. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  219. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "Session Constructor failed");
  220. return;
  221. }
  222. GELOGT(TRACE_RUNNING, "Creating session");
  223. uint64_t session_id = 0;
  224. Status ret = instance_ptr->SessionManagerObj().CreateSession(options, session_id);
  225. GELOGT(TRACE_RUNNING, "Session id is %lu", session_id);
  226. // check return status, return, update session id if success
  227. if (ret == SUCCESS) {
  228. sessionId_ = session_id;
  229. } else {
  230. GELOGE(ret, "Session constructor failed, session Id not initialized");
  231. return;
  232. }
  233. GELOGT(TRACE_STOP, "Session Constructor finished");
  234. }
  235. Session::Session(const std::map<AscendString, AscendString> &options) {
  236. ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOther);
  237. GELOGT(TRACE_INIT, "Session Constructor start");
  238. ErrorManager::GetInstance().GenWorkStreamIdDefault();
  239. // check init status
  240. sessionId_ = 0;
  241. if (!g_ge_initialized) {
  242. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "GE is not initialized.");
  243. return;
  244. }
  245. // call Initialize
  246. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  247. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  248. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "Session Constructor failed");
  249. return;
  250. }
  251. GELOGT(TRACE_RUNNING, "Creating session");
  252. std::map<std::string, std::string> str_options;
  253. for (auto &option : options) {
  254. if (option.first.GetString() == nullptr || option.second.GetString() == nullptr) {
  255. GELOGE(FAILED, "Session options is nullptr.");
  256. return;
  257. }
  258. std::string key = option.first.GetString();
  259. std::string val = option.second.GetString();
  260. str_options[key] = val;
  261. }
  262. uint64_t session_id = 0;
  263. Status ret = instance_ptr->SessionManagerObj().CreateSession(str_options, session_id);
  264. GELOGT(TRACE_RUNNING, "Session id is %lu", session_id);
  265. // check return status, return, update session id if success
  266. if (ret == SUCCESS) {
  267. sessionId_ = session_id;
  268. } else {
  269. GELOGE(ret, "Session constructor failed, session Id not initialized");
  270. return;
  271. }
  272. GELOGT(TRACE_STOP, "Session Constructor finished");
  273. }
  274. // session destructor
  275. Session::~Session() {
  276. ErrorManager::GetInstance().SetStage(ErrorMessage::kFinalize, ErrorMessage::kFinalize);
  277. GELOGT(TRACE_INIT, "Session Destructor start");
  278. // 0.check init status
  279. if (!g_ge_initialized) {
  280. GELOGW("GE is not yet initialized or is finalized.");
  281. return;
  282. }
  283. Status ret = FAILED;
  284. std::lock_guard<std::mutex> lock(g_ge_release_mutex);
  285. try {
  286. uint64_t session_id = sessionId_;
  287. // call DestroySession
  288. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  289. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  290. GELOGW("GE is not yet initialized or is finalized.");
  291. return;
  292. }
  293. GELOGT(TRACE_RUNNING, "Session id is %lu", session_id);
  294. GELOGT(TRACE_RUNNING, "Destroying session");
  295. ret = instance_ptr->SessionManagerObj().DestroySession(session_id);
  296. } catch (google::protobuf::FatalException &e) {
  297. GELOGE(GE_CLI_SESS_DESTROY_FAILED, "SessionDestructor throws FatalException");
  298. }
  299. // check return status, return, update session id if success
  300. if (ret != SUCCESS) {
  301. GELOGE(ret, "Session Destructor failed");
  302. }
  303. GELOGT(TRACE_STOP, "Session Destructor finished");
  304. }
  305. Status Session::AddGraph(uint32_t graph_id, const Graph &graph) {
  306. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelCompile, ErrorMessage::kOther);
  307. std::map<std::string, std::string> options;
  308. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  309. return AddGraph(graph_id, graph, options);
  310. }
  311. Status Session::AddGraph(uint32_t graph_id, const Graph &graph, const std::map<std::string, std::string> &options) {
  312. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelCompile, ErrorMessage::kOther);
  313. GELOGT(TRACE_INIT, "Start to add graph in Session. graph_id: %u, session_id: %lu.", graph_id, sessionId_);
  314. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  315. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  316. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  317. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "AddGraph failed in Session.");
  318. return FAILED;
  319. }
  320. GELOGD("Adding graph to session");
  321. Status ret = instance_ptr->SessionManagerObj().AddGraph(sessionId_, graph_id, graph, options);
  322. if (ret != SUCCESS) {
  323. GELOGE(ret, "AddGraph failed in Session.");
  324. return FAILED;
  325. }
  326. GELOGD("AddGraph finished in Session.");
  327. return ret;
  328. }
  329. Status Session::AddGraph(uint32_t graph_id, const Graph &graph,
  330. const std::map<AscendString, AscendString> &options) {
  331. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelCompile, ErrorMessage::kOther);
  332. GELOGT(TRACE_INIT, "Start to add graph in Session. graph_id: %u, session_id: %lu.", graph_id, sessionId_);
  333. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  334. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  335. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  336. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "AddGraph failed in Session.");
  337. return FAILED;
  338. }
  339. GELOGD("Adding graph to session");
  340. std::map<std::string, std::string> str_options;
  341. for (auto &option : options) {
  342. if (option.first.GetString() == nullptr || option.second.GetString() == nullptr) {
  343. GELOGE(FAILED, "AddGraph options is nullptr.");
  344. return FAILED;
  345. }
  346. std::string key = option.first.GetString();
  347. std::string val = option.second.GetString();
  348. str_options[key] = val;
  349. }
  350. Status ret = instance_ptr->SessionManagerObj().AddGraph(sessionId_, graph_id, graph, str_options);
  351. if (ret != SUCCESS) {
  352. GELOGE(ret, "AddGraph failed in Session.");
  353. return FAILED;
  354. }
  355. GELOGD("AddGraph finished in Session.");
  356. return ret;
  357. }
  358. Status Session::AddGraphWithCopy(uint32_t graph_id, const Graph &graph) {
  359. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelCompile, ErrorMessage::kOther);
  360. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  361. std::map<AscendString, AscendString> options;
  362. return AddGraphWithCopy(graph_id, graph, options);
  363. }
  364. Status Session::AddGraphWithCopy(uint32_t graph_id, const Graph &graph,
  365. const std::map<AscendString, AscendString> &options) {
  366. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelCompile, ErrorMessage::kOther);
  367. GELOGT(TRACE_INIT, "Start to add graph in Session. graph_id: %u, session_id: %lu.", graph_id, sessionId_);
  368. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  369. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  370. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  371. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "AddGraph failed in Session.");
  372. return FAILED;
  373. }
  374. std::map<std::string, std::string> str_options;
  375. for (auto it = options.begin(); it != options.end(); ++it) {
  376. str_options.insert({it->first.GetString(), it->second.GetString()});
  377. }
  378. GELOGD("Adding graph to session");
  379. Status ret = instance_ptr->SessionManagerObj().AddGraphWithCopy(sessionId_, graph_id, graph, str_options);
  380. if (ret != SUCCESS) {
  381. GELOGE(ret, "AddGraph failed in Session.");
  382. return FAILED;
  383. }
  384. GELOGD("AddGraph finished in Session.");
  385. return ret;
  386. }
  387. Status Session::RemoveGraph(uint32_t graph_id) {
  388. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelCompile, ErrorMessage::kOther);
  389. GELOGT(TRACE_INIT, "Session RemoveGraph start");
  390. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  391. // call RemoveGraph
  392. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  393. if (!instance_ptr || !instance_ptr->InitFlag()) {
  394. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "Session RemoveGraph failed");
  395. return FAILED;
  396. }
  397. GELOGT(TRACE_RUNNING, "Removing Graph from session");
  398. Status ret = instance_ptr->SessionManagerObj().RemoveGraph(sessionId_, graph_id);
  399. // check return status, return
  400. if (ret != SUCCESS) {
  401. GELOGE(ret, "session RemoveGraph failed");
  402. return FAILED;
  403. }
  404. GELOGT(TRACE_STOP, "Session RemoveGraph finished");
  405. return ret;
  406. }
  407. void PrintOutputResult(std::vector<Tensor> &outputs) {
  408. if (outputs.empty() || outputs[0].GetData() == nullptr) {
  409. GELOGW("outputs is empty or data is nullptr.");
  410. return;
  411. }
  412. size_t out_buf_size = outputs[0].GetSize();
  413. TensorDesc desc(outputs[0].GetTensorDesc());
  414. DataType data_type = desc.GetDataType();
  415. auto iter = CONST_OPDATA_TYPE_SIZE_MAP.find(data_type);
  416. if (iter == CONST_OPDATA_TYPE_SIZE_MAP.end()) {
  417. GELOGI("DataType %s has not defined size", TypeUtils::DataTypeToSerialString(data_type).c_str());
  418. return;
  419. }
  420. size_t length = CONST_OPDATA_TYPE_SIZE_MAP[data_type];
  421. for (size_t i = 0; i < 10 && i < (out_buf_size / length); ++i) { // take first 10 at most
  422. switch (data_type) {
  423. case DT_BOOL:
  424. case DT_INT8:
  425. case DT_UINT8:
  426. GELOGI("output data[%zu]=%d", i, *(reinterpret_cast<int8_t *>(outputs[0].GetData()) + i));
  427. break;
  428. case DT_INT16:
  429. case DT_UINT16:
  430. GELOGI("output data[%zu]=%d", i, *(reinterpret_cast<int16_t *>(outputs[0].GetData()) + i));
  431. break;
  432. case DT_INT32:
  433. case DT_UINT32:
  434. GELOGI("output data[%zu]=%d", i, *(reinterpret_cast<int32_t *>(outputs[0].GetData()) + i));
  435. break;
  436. case DT_INT64:
  437. case DT_UINT64:
  438. GELOGI("output data[%zu]=%ld", i, *(reinterpret_cast<int64_t *>(outputs[0].GetData()) + i));
  439. break;
  440. case DT_FLOAT:
  441. GELOGI("output data[%zu]=%f", i, *(reinterpret_cast<float *>(outputs[0].GetData()) + i));
  442. break;
  443. case DT_DOUBLE:
  444. GELOGI("output data[%zu]=%lf", i, *(reinterpret_cast<double *>(outputs[0].GetData()) + i));
  445. break;
  446. default:
  447. GELOGI("Output datatype %s is not supported.", TypeUtils::DataTypeToSerialString(data_type).c_str());
  448. return;
  449. }
  450. }
  451. }
  452. Status Session::RunGraph(uint32_t graph_id, const std::vector<Tensor> &inputs, std::vector<Tensor> &outputs) {
  453. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelCompile, ErrorMessage::kOther);
  454. GELOGT(TRACE_INIT, "Session RunGraph start");
  455. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  456. std::vector<Tensor> graph_inputs = inputs;
  457. // call RunGraph
  458. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  459. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  460. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "Session RunGraph failed");
  461. return FAILED;
  462. }
  463. GELOGT(TRACE_RUNNING, "Running Graph");
  464. Status ret = instance_ptr->SessionManagerObj().RunGraph(sessionId_, graph_id, graph_inputs, outputs);
  465. // check return status
  466. if (ret != SUCCESS) {
  467. GELOGE(ret, "Session RunGraph failed");
  468. return FAILED;
  469. }
  470. // print output
  471. if (outputs.size() > 0) {
  472. PrintOutputResult(outputs);
  473. }
  474. // return
  475. GELOGT(TRACE_STOP, "Session RunGraph finished");
  476. return ret;
  477. }
  478. Status Session::RegisterCallBackFunc(const std::string &key, const pCallBackFunc &callback) {
  479. ErrorManager::GetInstance().GenWorkStreamIdDefault();
  480. return ge::GELib::GetInstance()->SessionManagerObj().RegisterCallBackFunc(sessionId_, key, callback);
  481. }
  482. Status Session::RegisterCallBackFunc(const char *key, const session::pCallBackFunc &callback) {
  483. ErrorManager::GetInstance().GenWorkStreamIdDefault();
  484. std::string str_key;
  485. if (key != nullptr) {
  486. str_key = key;
  487. }
  488. return ge::GELib::GetInstance()->SessionManagerObj().RegisterCallBackFunc(sessionId_, str_key, callback);
  489. }
  490. Status Session::BuildGraph(uint32_t graph_id, const std::vector<InputTensorInfo> &inputs) {
  491. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelCompile, ErrorMessage::kOther);
  492. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  493. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  494. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  495. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "SessionConstructor failed");
  496. return FAILED;
  497. }
  498. GELOGT(TRACE_RUNNING, "Building Graph");
  499. Status ret = instance_ptr->SessionManagerObj().BuildGraph(sessionId_, graph_id, inputs);
  500. if (ret != SUCCESS) {
  501. GELOGE(ret, "Session BuildGraph failed");
  502. return FAILED;
  503. }
  504. return SUCCESS;
  505. }
  506. Status Session::RunGraphAsync(uint32_t graph_id, const std::vector<InputTensorInfo> &inputs,
  507. RunAsyncCallback callback) {
  508. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelExecute, ErrorMessage::kModelExecute);
  509. ErrorManager::GetInstance().GenWorkStreamIdBySessionGraph(sessionId_, graph_id);
  510. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  511. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  512. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "SessionConstructor failed");
  513. return FAILED;
  514. }
  515. GELOGT(TRACE_RUNNING, "Run Graph Asynchronously");
  516. GELOGW(
  517. "The callback function will not be checked. Please ensure that the implementation of the function is trusted.");
  518. Status ret = ge::GELib::GetInstance()->SessionManagerObj().RunGraphAsync(sessionId_, graph_id, inputs, callback);
  519. if (ret != SUCCESS) {
  520. GELOGE(ret, "SessionManager RunGraphAsync failed");
  521. return FAILED;
  522. }
  523. return SUCCESS;
  524. }
  525. Status Session::GetVariables(const std::vector<std::string> &var_names, std::vector<Tensor> &var_values) {
  526. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelExecute, ErrorMessage::kModelExecute);
  527. ErrorManager::GetInstance().GenWorkStreamIdDefault();
  528. auto instance_ptr = ge::GELib::GetInstance();
  529. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  530. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "SessionConstructor failed");
  531. return FAILED;
  532. }
  533. GELOGT(TRACE_RUNNING, "Get Variables");
  534. Status ret = ge::GELib::GetInstance()->SessionManagerObj().GetVariables(sessionId_, var_names, var_values);
  535. if (ret != SUCCESS) {
  536. GELOGE(ret, "SessionManager RunGraphAsync failed");
  537. return FAILED;
  538. }
  539. return SUCCESS;
  540. }
  541. Status Session::GetVariables(const std::vector<AscendString> &var_names, std::vector<Tensor> &var_values) {
  542. ErrorManager::GetInstance().SetStage(ErrorMessage::kModelExecute, ErrorMessage::kModelExecute);
  543. ErrorManager::GetInstance().GenWorkStreamIdDefault();
  544. auto instance_ptr = ge::GELib::GetInstance();
  545. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  546. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "SessionConstructor failed");
  547. return FAILED;
  548. }
  549. GELOGT(TRACE_RUNNING, "Get Variables");
  550. std::vector<ge::string> str_var_names;
  551. for (auto &var_name : var_names) {
  552. if (var_name.GetString() == nullptr) {
  553. GELOGE(FAILED, "GetVariables name is nullptr.");
  554. return FAILED;
  555. }
  556. str_var_names.emplace_back(var_name.GetString());
  557. }
  558. Status ret = ge::GELib::GetInstance()->SessionManagerObj().GetVariables(sessionId_, str_var_names, var_values);
  559. if (ret != SUCCESS) {
  560. GELOGE(ret, "SessionManager RunGraphAsync failed");
  561. return FAILED;
  562. }
  563. return SUCCESS;
  564. }
  565. bool Session::IsGraphNeedRebuild(uint32_t graph_id) {
  566. return ge::GELib::GetInstance()->SessionManagerObj().IsGraphNeedRebuild(sessionId_, graph_id);
  567. }
  568. } // 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