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dnnengine_manager.cc 21 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 "engine_manager/dnnengine_manager.h"
  17. #include <unistd.h>
  18. #include <cstdio>
  19. #include <fstream>
  20. #include <map>
  21. #include <utility>
  22. #include "common/debug/log.h"
  23. #include "common/ge/ge_util.h"
  24. #include "common/util/error_manager/error_manager.h"
  25. #include "framework/common/debug/ge_log.h"
  26. #include "analyzer/analyzer.h"
  27. #include "graph/ge_context.h"
  28. #include "graph/utils/graph_utils.h"
  29. #include "graph/utils/node_utils.h"
  30. #include "init/gelib.h"
  31. namespace {
  32. const char *const kSchedulerUnits = "schedule_units";
  33. const char *const kId = "id";
  34. const char *const kName = "name";
  35. const char *const kExAttrs = "ex_attrs";
  36. const char *const kIndependent = "independent";
  37. const char *const kSkipAssignStream = "skip_assign_stream";
  38. const char *const kCalEngines = "cal_engines";
  39. const char *const kAttch = "attach";
  40. const char *const kVectorCore = "VectorCore";
  41. const char *const kVectorEngine = "VectorEngine";
  42. const char *const kAIcoreEngine = "AIcoreEngine";
  43. const char *const kHostCpuEngineName = "DNN_VM_HOST_CPU";
  44. const char *const kHostCpuOpKernelLibName = "DNN_VM_HOST_CPU_OP_STORE";
  45. } // namespace
  46. namespace ge {
  47. DNNEngineManager::DNNEngineManager() : init_flag_(false) {}
  48. DNNEngineManager::~DNNEngineManager() {
  49. engines_attrs_map_.clear();
  50. schedulers_.clear();
  51. }
  52. Status DNNEngineManager::Initialize(const std::map<std::string, std::string> &options) {
  53. // Multiple initializations are not supported
  54. if (init_flag_) {
  55. GELOGW("DNNEngineManager has been initialized.");
  56. return SUCCESS;
  57. }
  58. // Load engine so
  59. std::string so_path = "plugin/nnengine/";
  60. std::string path = PluginManager::GetPath();
  61. path.append(so_path);
  62. std::string so_api_func = "GetDNNEngineObjs";
  63. std::vector<std::string> so_func{so_api_func};
  64. Status status = plugin_mgr_.Load(path, so_func);
  65. if (status != SUCCESS) {
  66. GELOGE(status, "[Load][EngineSo]Failed, lib path %s", path.c_str());
  67. REPORT_CALL_ERROR("E19999", "Load engine so failed, lib path %s", path.c_str());
  68. return status;
  69. }
  70. status = plugin_mgr_.InvokeAll<std::map<std::string, DNNEnginePtr> &>(so_api_func, engines_map_);
  71. if (status != SUCCESS) {
  72. GELOGE(status, "[Get][DNNEngineObjs]Failed, so_api_func %s", so_api_func.c_str());
  73. REPORT_CALL_ERROR("E19999", "Get DNNEngineObjs failed, so_api_func %s", so_api_func.c_str());
  74. return status;
  75. }
  76. GELOGI("The number of DNNEngineObjs is %zu.", engines_map_.size());
  77. // Engines initialize
  78. for (auto iter = engines_map_.begin(); iter != engines_map_.end(); ++iter) {
  79. if (iter->second == nullptr) {
  80. GELOGI("Engine: %s point to nullptr", (iter->first).c_str());
  81. continue;
  82. }
  83. GELOGI("DNNEngine name: %s.", (iter->first).c_str());
  84. status = iter->second->Initialize(options);
  85. if (status != SUCCESS) {
  86. GELOGE(status, "[Init][Engine]Failed, engine %s", (iter->first).c_str());
  87. REPORT_CALL_ERROR("E19999", "Initialize engine %s failed", (iter->first).c_str());
  88. return status;
  89. }
  90. // Check engines' attribute
  91. DNNEngineAttribute attrs;
  92. iter->second->GetAttributes(attrs);
  93. if (attrs.runtime_type == RuntimeType::DEVICE) {
  94. if ((attrs.mem_type.size()) != 1 || (attrs.mem_type[0] != GE_ENGINE_ATTR_MEM_TYPE_HBM)) {
  95. GELOGE(GE_ENG_MEMTYPE_ERROR, "[Check][Param]Engine %s in aicore, but the memory type is "
  96. "not HBM, mem_type_size %lu", (iter->first).c_str(), attrs.mem_type.size());
  97. REPORT_INNER_ERROR("E19999", "Engine %s in aicore, but the memory type is not HBM, "
  98. "mem_type_size %lu", (iter->first).c_str(), attrs.mem_type.size());
  99. return GE_ENG_MEMTYPE_ERROR;
  100. }
  101. }
  102. }
  103. status = ParserJsonFile();
  104. if (status != SUCCESS) {
  105. GELOGE(status, "[Parse][JsonFile]Failed");
  106. return status;
  107. }
  108. status = CheckJsonFile();
  109. if (status != SUCCESS) {
  110. GELOGE(status, "[Check][JsonFile]Failed");
  111. return status;
  112. }
  113. init_flag_ = true;
  114. return SUCCESS;
  115. }
  116. Status DNNEngineManager::Finalize() {
  117. // Finalize is not allowed, initialize first is necessary
  118. if (!init_flag_) {
  119. GELOGW("DNNEngineManager has been finalized.");
  120. return SUCCESS;
  121. }
  122. for (auto iter = engines_map_.begin(); iter != engines_map_.end(); ++iter) {
  123. if (iter->second != nullptr) {
  124. GELOGI("DNNEngine name: %s.", (iter->first).c_str());
  125. Status status = iter->second->Finalize();
  126. if (status != SUCCESS) {
  127. GELOGE(status, "[Finalize][Engine]Failed, engine %s", (iter->first).c_str());
  128. REPORT_CALL_ERROR("E19999", "Finalize engine %s failed", (iter->first).c_str());
  129. return status;
  130. }
  131. }
  132. }
  133. init_flag_ = false;
  134. engines_map_.clear();
  135. return SUCCESS;
  136. }
  137. std::shared_ptr<ge::DNNEngine> DNNEngineManager::GetEngine(const std::string &name) const {
  138. auto iter = engines_map_.find(name);
  139. if (iter != engines_map_.end()) {
  140. return iter->second;
  141. }
  142. GELOGW("Failed to get engine object by engine name. %s.", name.c_str());
  143. return nullptr;
  144. }
  145. bool DNNEngineManager::IsEngineRegistered(const std::string &name) {
  146. auto iter = engines_map_.find(name);
  147. if (iter != engines_map_.end()) {
  148. return true;
  149. }
  150. GELOGW("Engine: %s is not Registered", name.c_str());
  151. return false;
  152. }
  153. void DNNEngineManager::InitPerformanceStaistic() {
  154. std::lock_guard<std::mutex> lock(mutex_);
  155. checksupport_cost_.clear();
  156. }
  157. const map<string, uint64_t> &DNNEngineManager::GetCheckSupportCost() const {
  158. std::lock_guard<std::mutex> lock(mutex_);
  159. return checksupport_cost_;
  160. }
  161. std::string DNNEngineManager::GetDNNEngineName(const ge::NodePtr &node_ptr) {
  162. std::lock_guard<std::mutex> lock(mutex_);
  163. GE_IF_BOOL_EXEC(node_ptr == nullptr, GELOGE(GE_CLI_GE_NOT_INITIALIZED, "DNNEngineManager: node_ptr is nullptr");
  164. return "");
  165. auto op_desc = node_ptr->GetOpDesc();
  166. GE_IF_BOOL_EXEC(op_desc == nullptr, GELOGE(GE_CLI_GE_NOT_INITIALIZED, "DNNEngineManager: op_desc is nullptr");
  167. return "");
  168. // Use the OpsKernelManager in GELib to get the opInfos for this opCode
  169. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  170. if ((instance_ptr == nullptr) || (!instance_ptr->InitFlag())) {
  171. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][DNNEngineName]Failed, gelib not init before");
  172. REPORT_INNER_ERROR("E19999", "Get DNNEngineName failed, gelib not init before");
  173. return "";
  174. }
  175. OpsKernelManager &ops_kernel_manager = instance_ptr->OpsKernelManagerObj();
  176. std::vector<OpInfo> op_infos = ops_kernel_manager.GetOpsKernelInfo(op_desc->GetType());
  177. if (op_infos.empty()) {
  178. GELOGI("DNNEngineManager: Can not get op info by op type %s", op_desc->GetType().c_str());
  179. return "";
  180. }
  181. GE_IF_BOOL_EXEC(ge::GetContext().GetHostExecFlag(), return GetHostCpuEngineName(op_infos, op_desc));
  182. std::string ge_core_type;
  183. Status ret = ge::GetContext().GetOption(ge::CORE_TYPE, ge_core_type);
  184. GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGD("get the option CORE_TYPE fail, set it to default value VECTOR_ENGINE"));
  185. std::string exclude_core_Type = (ge_core_type == kVectorCore) ? kAIcoreEngine : kVectorEngine;
  186. GELOGD("engine type will exclude: %s", exclude_core_Type.c_str());
  187. auto root_graph = ge::GraphUtils::FindRootGraph(node_ptr->GetOwnerComputeGraph());
  188. std::map<std::string, std::string> unsupported_reasons;
  189. for (const auto &it : op_infos) {
  190. if (it.engine == exclude_core_Type) {
  191. continue;
  192. }
  193. auto &kernel_map = ops_kernel_manager.GetAllOpsKernelInfoStores();
  194. auto &kernel_name = it.opKernelLib;
  195. auto kernel_info_store = kernel_map.find(kernel_name);
  196. if (kernel_info_store != kernel_map.end()) {
  197. std::string unsupported_reason;
  198. // It will be replaced by engine' checksupport
  199. uint64_t start_time = GetCurrentTimestamp();
  200. if (kernel_info_store->second->CheckSupported(node_ptr, unsupported_reason)) {
  201. checksupport_cost_[kernel_name] += GetCurrentTimestamp() - start_time;
  202. op_desc->SetOpEngineName(it.engine);
  203. op_desc->SetOpKernelLibName(kernel_name);
  204. // set attrs for taking information when load txt to graph object
  205. (void) AttrUtils::SetStr(op_desc, ATTR_NAME_ENGINE_NAME_FOR_LX, it.engine);
  206. (void) AttrUtils::SetStr(op_desc, ATTR_NAME_KKERNEL_LIB_NAME_FOR_LX, kernel_name);
  207. GELOGD("DNNEngineManager:Set OpKernelLibName %s and engine name %s to op_desc %s", kernel_name.c_str(),
  208. it.engine.c_str(), op_desc->GetName().c_str());
  209. return it.engine;
  210. } else {
  211. checksupport_cost_[kernel_name] += GetCurrentTimestamp() - start_time;
  212. unsupported_reasons.emplace(kernel_name, unsupported_reason);
  213. GELOGI("DNNEngineManager:Check support failed, kernel_name is %s, op type is %s, op name is %s",
  214. kernel_name.c_str(), op_desc->GetType().c_str(), op_desc->GetName().c_str());
  215. if (!op_desc->HasAttr("_is_ge_op")) {
  216. ErrorManager::GetInstance().ATCReportErrMessage("W11001", {"opname"}, {op_desc->GetName()});
  217. }
  218. }
  219. } else {
  220. GELOGW(
  221. "DNNEngineManager:Can not find any supported ops kernel info store by kernel_name %s,"
  222. "op type is %s, op name is %s",
  223. kernel_name.c_str(), op_desc->GetType().c_str(), op_desc->GetName().c_str());
  224. }
  225. }
  226. // concat unsupported reasons analyzed data selection
  227. string reason;
  228. for (const auto &it : unsupported_reasons) {
  229. reason += it.first + ":" + it.second + ";";
  230. ErrorManager::GetInstance().ATCReportErrMessage(
  231. "E13002", {"optype", "opskernel", "reason"}, {op_desc->GetType(), it.first, it.second});
  232. GELOGE(GE_GRAPH_ASSIGN_ENGINE_FAILED, "[Check][OpSupported]Op type %s of ops kernel %s "
  233. "is unsupported, reason : %s",
  234. op_desc->GetType().c_str(), it.first.c_str(), it.second.c_str());
  235. }
  236. analyzer::DataInfo analyze_info{root_graph->GetSessionID(), root_graph->GetGraphID(),
  237. analyzer::CHECKSUPPORT, node_ptr, reason};
  238. // do not change original process
  239. (void)Analyzer::GetInstance()->DoAnalyze(analyze_info);
  240. ErrorManager::GetInstance().ATCReportErrMessage(
  241. "E13003", {"opname", "optype"}, {op_desc->GetName(), op_desc->GetType()});
  242. GELOGE(GE_GRAPH_ASSIGN_ENGINE_FAILED, "[Get][DNNEngineName]Can't find any supported ops kernel "
  243. "and engine of %s, type is %s",
  244. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  245. return "";
  246. }
  247. std::string DNNEngineManager::GetHostCpuEngineName(const std::vector<OpInfo> &op_infos,
  248. const OpDescPtr &op_desc) const {
  249. for (const auto &it : op_infos) {
  250. if ((it.engine == kHostCpuEngineName) && (it.opKernelLib == kHostCpuOpKernelLibName)) {
  251. op_desc->SetOpEngineName(kHostCpuEngineName);
  252. op_desc->SetOpKernelLibName(kHostCpuOpKernelLibName);
  253. GELOGI("DNNEngineManager: Set OpKernelLibName %s and OpEngineName %s to %s",
  254. kHostCpuOpKernelLibName, kHostCpuEngineName, op_desc->GetName().c_str());
  255. return kHostCpuEngineName;
  256. }
  257. }
  258. GELOGE(FAILED, "[Get][HostCpuEngineName]Failed, HostCpuEngine not support [%s, %s]",
  259. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  260. REPORT_INNER_ERROR("E19999", "Get HostCpuEngineName failed, HostCpuEngine not support [%s, %s]",
  261. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  262. return "";
  263. }
  264. const std::map<std::string, SchedulerConf> &DNNEngineManager::GetSchedulers() const { return schedulers_; }
  265. Status DNNEngineManager::ParserJsonFile() {
  266. GELOGI("Begin to parser json file");
  267. std::string json_file_path = "plugin/nnengine/ge_config/engine_conf.json";
  268. std::string path = PluginManager::GetPath();
  269. path.append(json_file_path);
  270. nlohmann::json scheduler_json_file;
  271. Status status = ReadJsonFile(path, &scheduler_json_file);
  272. if (status != SUCCESS) {
  273. GELOGE(FAILED, "[Read][JsonFile]Failed, file %s", path.c_str());
  274. REPORT_CALL_ERROR("E19999", "Read json file %s failed", path.c_str());
  275. return FAILED;
  276. }
  277. if (scheduler_json_file.is_null()) {
  278. // when engine_conf.json is not exist, just return success
  279. GELOGW("Json file is null");
  280. return SUCCESS;
  281. }
  282. try {
  283. nlohmann::json scheduler_utils_json = scheduler_json_file[kSchedulerUnits];
  284. if (scheduler_utils_json.is_null()) {
  285. GELOGE(FAILED, "[Check[Param]Find scheduler units failed, the message is null, file %s", path.c_str());
  286. REPORT_INNER_ERROR("E19999", "Find scheduler units failed, the message is null, file %s", path.c_str());
  287. return FAILED;
  288. }
  289. if (!scheduler_utils_json.is_array()) {
  290. GELOGE(FAILED, "[Check][Param]The message of kSchedulerUnits is not array and "
  291. "the file path is %s", path.c_str());
  292. REPORT_INNER_ERROR("E19999", "The message of kSchedulerUnits is not array and "
  293. "the file path is %s", path.c_str());
  294. return FAILED;
  295. }
  296. auto size = scheduler_json_file[kSchedulerUnits].size();
  297. for (size_t i = 0; i < size; i++) {
  298. SchedulerConf scheduler_conf;
  299. std::map<std::string, EngineConfPtr> engine_conf_map;
  300. nlohmann::json engines_json_map = scheduler_utils_json[i][kCalEngines];
  301. if (engines_json_map.is_null()) {
  302. GELOGE(FAILED, "[Check][Param]The message of cal_engines is null, file %s", path.c_str());
  303. REPORT_INNER_ERROR("E19999", "The message of cal_engines is null, file %s", path.c_str());
  304. return FAILED;
  305. }
  306. std::string scheduler_id_temp = scheduler_utils_json[i][kId];
  307. if (!scheduler_id_temp.empty()) {
  308. scheduler_conf.id = scheduler_id_temp;
  309. } else {
  310. GELOGE(FAILED, "[Check][Param]Scheduler ID is null, file %s", path.c_str());
  311. REPORT_INNER_ERROR("E19999", "Scheduler ID is null, file %s", path.c_str());
  312. return FAILED;
  313. }
  314. status = ParserEngineMessage(engines_json_map, scheduler_id_temp, engine_conf_map);
  315. if (status != SUCCESS) {
  316. GELOGE(FAILED, "[Parse][EngineMessage]Failed, scheduler_id_temp %s", scheduler_id_temp.c_str());
  317. REPORT_CALL_ERROR("E19999", "Parse engine message failed, scheduler_id_temp %s",
  318. scheduler_id_temp.c_str());
  319. return FAILED;
  320. }
  321. scheduler_conf.name = scheduler_utils_json[i][kName];
  322. scheduler_conf.ex_attrs = scheduler_utils_json[i][kExAttrs];
  323. scheduler_conf.cal_engines = engine_conf_map;
  324. auto it = schedulers_.find(scheduler_id_temp);
  325. if (it != schedulers_.end()) {
  326. GELOGE(FAILED, "[Check][Param]There are the same scheduler ts %s in the json file",
  327. scheduler_id_temp.c_str());
  328. REPORT_INNER_ERROR("E19999", "[Check][Param]There are the same scheduler ts %s "
  329. "in the json file", scheduler_id_temp.c_str());
  330. return FAILED;
  331. }
  332. schedulers_.emplace(scheduler_id_temp, scheduler_conf);
  333. }
  334. } catch (const nlohmann::detail::type_error &e) {
  335. GELOGE(FAILED, "[Parse][JsonFile]Failed, file %s, reason %s", path.c_str(), e.what());
  336. REPORT_CALL_ERROR("E19999", "Parse json file %s failed, reason %s", path.c_str(), e.what());
  337. return FAILED;
  338. }
  339. GELOGI("Parser json file SUCCESS");
  340. return SUCCESS;
  341. }
  342. Status DNNEngineManager::ParserEngineMessage(const json engines_json, const std::string &scheduler_mark,
  343. std::map<std::string, EngineConfPtr> &engines) {
  344. GELOGI("Begin to parser engine massage");
  345. if (engines_json.is_null()) {
  346. GELOGE(FAILED, "[Check][Param]The message of cal_engines is null");
  347. REPORT_INNER_ERROR("E19999", "The message of cal_engines is null");
  348. return FAILED;
  349. }
  350. try {
  351. if (engines_json.is_array()) {
  352. for (size_t i = 0; i < engines_json.size(); i++) {
  353. nlohmann::json engines_elems = engines_json[i];
  354. EngineConfPtr engine_conf_ptr = MakeShared<EngineConf>();
  355. if (engine_conf_ptr == nullptr) {
  356. return FAILED;
  357. }
  358. std::string engine_id = engines_elems[kId];
  359. if (!engine_id.empty()) {
  360. engine_conf_ptr->id = engine_id;
  361. } else {
  362. GELOGE(FAILED, "[Check][Param]Engine ID is null");
  363. REPORT_INNER_ERROR("E19999", "Engine ID is null");
  364. return FAILED;
  365. }
  366. if (engines_elems.find(kName) != engines_elems.end()) {
  367. engine_conf_ptr->name = engines_elems[kName];
  368. } else {
  369. GELOGW("The engine %s name is null", engine_id.c_str());
  370. }
  371. if (engines_elems.find(kIndependent) != engines_elems.end()) {
  372. engine_conf_ptr->independent = engines_elems[kIndependent];
  373. }
  374. if (engines_elems.find(kAttch) != engines_elems.end()) {
  375. engine_conf_ptr->attach = engines_elems[kAttch];
  376. }
  377. if (engines_elems.find(kSkipAssignStream) != engines_elems.end()) {
  378. engine_conf_ptr->skip_assign_stream = engines_elems[kSkipAssignStream];
  379. }
  380. engine_conf_ptr->scheduler_id = scheduler_mark;
  381. auto it = engines.find(engine_id);
  382. if (it != engines.end()) {
  383. GELOGE(FAILED, "[Check][Param]There are the same engine %s message in the json file",
  384. engine_id.c_str());
  385. REPORT_INNER_ERROR("E19999", "There are the same engine %s message in the json file",
  386. engine_id.c_str());
  387. return FAILED;
  388. }
  389. engines.emplace(engine_id, engine_conf_ptr);
  390. }
  391. } else {
  392. GELOGE(FAILED, "[Check][Param]The message of cal_engines is not array in the json file");
  393. REPORT_INNER_ERROR("E19999", "The message of cal_engines is not array in the json file");
  394. return FAILED;
  395. }
  396. } catch (const json::exception &e) {
  397. GELOGE(FAILED, "[Construct][JsonContent]Failed, reason %s", e.what());
  398. REPORT_INNER_ERROR("E19999", "Construct json content failed, reason %s", e.what());
  399. return FAILED;
  400. }
  401. GELOGI("Parser engine massage success");
  402. return SUCCESS;
  403. }
  404. Status DNNEngineManager::ReadJsonFile(const std::string &file_path, JsonHandle handle) {
  405. GELOGD("Begin to read json file");
  406. if (file_path.empty()) {
  407. GELOGE(FAILED, "[Check][Param]Json path is empty");
  408. REPORT_INNER_ERROR("E19999", "Json path is empty");
  409. return FAILED;
  410. }
  411. nlohmann::json *json_file = reinterpret_cast<nlohmann::json *>(handle);
  412. if (json_file == nullptr) {
  413. GELOGE(FAILED, "[Check][Param]Json file is nullptr");
  414. REPORT_CALL_ERROR("E19999", "Json file is nullptr");
  415. return FAILED;
  416. }
  417. const char *file = file_path.data();
  418. if ((mmAccess2(file, M_F_OK)) != EN_OK) {
  419. if (engines_map_.size() != 0) {
  420. GELOGE(FAILED, "[Check][Param]The json file %s not exists, err %s",
  421. file_path.c_str(), strerror(errno));
  422. REPORT_CALL_ERROR("E19999", "Json file %s not exists, err %s",
  423. file_path.c_str(), strerror(errno));
  424. return FAILED;
  425. } else {
  426. GELOGW("The json file %s is not needed.", file_path.c_str());
  427. return SUCCESS;
  428. }
  429. }
  430. std::ifstream ifs(file_path);
  431. if (!ifs.is_open()) {
  432. GELOGE(FAILED, "[Open][JsonFile]Failed, file %s", file_path.c_str());
  433. REPORT_CALL_ERROR("E19999", "Open json file %s failed", file_path.c_str());
  434. return FAILED;
  435. }
  436. try {
  437. ifs >> *json_file;
  438. } catch (const json::exception &e) {
  439. GELOGE(FAILED, "[Read][JsonFile]Failed, reason %s", e.what());
  440. REPORT_CALL_ERROR("E19999", "Read json file failed, reason %s", e.what());
  441. ifs.close();
  442. return FAILED;
  443. }
  444. ifs.close();
  445. GELOGD("Read json file success");
  446. return SUCCESS;
  447. }
  448. Status DNNEngineManager::CheckJsonFile() {
  449. GELOGD("Begin to check json file");
  450. for (auto &it : engines_map_) {
  451. std::string engine_name = it.first;
  452. int count = 0;
  453. for (auto &iter : schedulers_) {
  454. auto engine_map = iter.second.cal_engines;
  455. auto iter_engine_name = engine_map.find(engine_name);
  456. if (iter_engine_name != engine_map.end()) {
  457. count++;
  458. }
  459. }
  460. if (count == 0) {
  461. GELOGE(FAILED, "[Check][JsonFile]The engine message %s is not found in the json file",
  462. engine_name.c_str());
  463. REPORT_INNER_ERROR("E19999", "The engine message %s is not found in the json file",
  464. engine_name.c_str());
  465. return FAILED;
  466. }
  467. if (count > 1) {
  468. GELOGE(FAILED, "[Check][JsonFile]The same engine message %s exists in the json file",
  469. engine_name.c_str());
  470. REPORT_INNER_ERROR("E19999", "The same engine message %s exists in the json file",
  471. engine_name.c_str());
  472. return FAILED;
  473. }
  474. }
  475. GELOGD("Check json file success");
  476. return SUCCESS;
  477. }
  478. } // 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