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dnnengine_manager.cc 22 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 "framework/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. #include "framework/common/types.h"
  32. namespace {
  33. const char *const kSchedulerUnits = "schedule_units";
  34. const char *const kId = "id";
  35. const char *const kName = "name";
  36. const char *const kExAttrs = "ex_attrs";
  37. const char *const kIndependent = "independent";
  38. const char *const kSkipAssignStream = "skip_assign_stream";
  39. const char *const kCalEngines = "cal_engines";
  40. const char *const kAttch = "attach";
  41. const char *const kVectorCore = "VectorCore";
  42. const char *const kVectorEngine = "VectorEngine";
  43. const char *const kAIcoreEngine = "AIcoreEngine";
  44. const char *const kHostCpuEngineName = "DNN_VM_HOST_CPU";
  45. const char *const kHostCpuOpKernelLibName = "DNN_VM_HOST_CPU_OP_STORE";
  46. } // namespace
  47. namespace ge {
  48. namespace {
  49. const std::set<std::string> kNotCpuOp = {DATA, CONSTANT, CONSTANTOP, VARIABLE, NETOUTPUT};
  50. bool ExecOnHostCpu(const OpDescPtr &op_desc) {
  51. bool is_host_cpu_op = (kNotCpuOp.find(op_desc->GetType()) == kNotCpuOp.end());
  52. return ge::GetContext().GetHostExecFlag() && is_host_cpu_op;
  53. }
  54. } // namespace
  55. DNNEngineManager::DNNEngineManager() : init_flag_(false) {}
  56. DNNEngineManager::~DNNEngineManager() {
  57. engines_attrs_map_.clear();
  58. schedulers_.clear();
  59. }
  60. Status DNNEngineManager::Initialize(const std::map<std::string, std::string> &options) {
  61. // Multiple initializations are not supported
  62. if (init_flag_) {
  63. GELOGW("DNNEngineManager has been initialized.");
  64. return SUCCESS;
  65. }
  66. // Load engine so
  67. std::string so_path = "plugin/nnengine/";
  68. std::string path = PluginManager::GetPath();
  69. path.append(so_path);
  70. std::string so_api_func = "GetDNNEngineObjs";
  71. std::vector<std::string> so_func{so_api_func};
  72. Status status = plugin_mgr_.Load(path, so_func);
  73. if (status != SUCCESS) {
  74. GELOGE(status, "[Load][EngineSo]Failed, lib path %s", path.c_str());
  75. REPORT_CALL_ERROR("E19999", "Load engine so failed, lib path %s", path.c_str());
  76. return status;
  77. }
  78. status = plugin_mgr_.InvokeAll<std::map<std::string, DNNEnginePtr> &>(so_api_func, engines_map_);
  79. if (status != SUCCESS) {
  80. GELOGE(status, "[Get][DNNEngineObjs]Failed, so_api_func %s", so_api_func.c_str());
  81. REPORT_CALL_ERROR("E19999", "Get DNNEngineObjs failed, so_api_func %s", so_api_func.c_str());
  82. return status;
  83. }
  84. GELOGI("The number of DNNEngineObjs is %zu.", engines_map_.size());
  85. // Engines initialize
  86. for (auto iter = engines_map_.begin(); iter != engines_map_.end(); ++iter) {
  87. if (iter->second == nullptr) {
  88. GELOGI("Engine: %s point to nullptr", (iter->first).c_str());
  89. continue;
  90. }
  91. GELOGI("DNNEngine name: %s.", (iter->first).c_str());
  92. status = iter->second->Initialize(options);
  93. if (status != SUCCESS) {
  94. GELOGE(status, "[Init][Engine]Failed, engine %s", (iter->first).c_str());
  95. REPORT_CALL_ERROR("E19999", "Initialize engine %s failed", (iter->first).c_str());
  96. return status;
  97. }
  98. // Check engines' attribute
  99. DNNEngineAttribute attrs;
  100. iter->second->GetAttributes(attrs);
  101. if (attrs.runtime_type == RuntimeType::DEVICE) {
  102. if ((attrs.mem_type.size()) != 1 || (attrs.mem_type[0] != GE_ENGINE_ATTR_MEM_TYPE_HBM)) {
  103. GELOGE(GE_ENG_MEMTYPE_ERROR, "[Check][Param]Engine %s in aicore, but the memory type is "
  104. "not HBM, mem_type_size %lu", (iter->first).c_str(), attrs.mem_type.size());
  105. REPORT_INNER_ERROR("E19999", "Engine %s in aicore, but the memory type is not HBM, "
  106. "mem_type_size %lu", (iter->first).c_str(), attrs.mem_type.size());
  107. return GE_ENG_MEMTYPE_ERROR;
  108. }
  109. }
  110. }
  111. status = ParserJsonFile();
  112. if (status != SUCCESS) {
  113. GELOGE(status, "[Parse][JsonFile]Failed");
  114. return status;
  115. }
  116. status = CheckJsonFile();
  117. if (status != SUCCESS) {
  118. GELOGE(status, "[Check][JsonFile]Failed");
  119. return status;
  120. }
  121. init_flag_ = true;
  122. return SUCCESS;
  123. }
  124. Status DNNEngineManager::Finalize() {
  125. // Finalize is not allowed, initialize first is necessary
  126. if (!init_flag_) {
  127. GELOGW("DNNEngineManager has been finalized.");
  128. return SUCCESS;
  129. }
  130. for (auto iter = engines_map_.begin(); iter != engines_map_.end(); ++iter) {
  131. if (iter->second != nullptr) {
  132. GELOGI("DNNEngine name: %s.", (iter->first).c_str());
  133. Status status = iter->second->Finalize();
  134. if (status != SUCCESS) {
  135. GELOGE(status, "[Finalize][Engine]Failed, engine %s", (iter->first).c_str());
  136. REPORT_CALL_ERROR("E19999", "Finalize engine %s failed", (iter->first).c_str());
  137. return status;
  138. }
  139. }
  140. }
  141. init_flag_ = false;
  142. engines_map_.clear();
  143. return SUCCESS;
  144. }
  145. std::shared_ptr<ge::DNNEngine> DNNEngineManager::GetEngine(const std::string &name) const {
  146. auto iter = engines_map_.find(name);
  147. if (iter != engines_map_.end()) {
  148. return iter->second;
  149. }
  150. GELOGW("Failed to get engine object by engine name. %s.", name.c_str());
  151. return nullptr;
  152. }
  153. bool DNNEngineManager::IsEngineRegistered(const std::string &name) {
  154. auto iter = engines_map_.find(name);
  155. if (iter != engines_map_.end()) {
  156. return true;
  157. }
  158. GELOGW("Engine: %s is not Registered", name.c_str());
  159. return false;
  160. }
  161. void DNNEngineManager::InitPerformanceStaistic() {
  162. std::lock_guard<std::mutex> lock(mutex_);
  163. checksupport_cost_.clear();
  164. }
  165. const map<string, uint64_t> &DNNEngineManager::GetCheckSupportCost() const {
  166. std::lock_guard<std::mutex> lock(mutex_);
  167. return checksupport_cost_;
  168. }
  169. std::string DNNEngineManager::GetDNNEngineName(const ge::NodePtr &node_ptr) {
  170. std::lock_guard<std::mutex> lock(mutex_);
  171. GE_IF_BOOL_EXEC(node_ptr == nullptr, GELOGE(GE_CLI_GE_NOT_INITIALIZED, "DNNEngineManager: node_ptr is nullptr");
  172. return "");
  173. auto op_desc = node_ptr->GetOpDesc();
  174. GE_IF_BOOL_EXEC(op_desc == nullptr, GELOGE(GE_CLI_GE_NOT_INITIALIZED, "DNNEngineManager: op_desc is nullptr");
  175. return "");
  176. // Use the OpsKernelManager in GELib to get the opInfos for this opCode
  177. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  178. if ((instance_ptr == nullptr) || (!instance_ptr->InitFlag())) {
  179. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][DNNEngineName]Failed, gelib not init before");
  180. REPORT_INNER_ERROR("E19999", "Get DNNEngineName failed, gelib not init before");
  181. return "";
  182. }
  183. OpsKernelManager &ops_kernel_manager = instance_ptr->OpsKernelManagerObj();
  184. std::vector<OpInfo> op_infos = ops_kernel_manager.GetOpsKernelInfo(op_desc->GetType());
  185. if (op_infos.empty()) {
  186. GELOGI("DNNEngineManager: Can not get op info by op type %s", op_desc->GetType().c_str());
  187. return "";
  188. }
  189. GE_IF_BOOL_EXEC(ExecOnHostCpu(op_desc), return GetHostCpuEngineName(op_infos, op_desc));
  190. std::string ge_core_type;
  191. Status ret = ge::GetContext().GetOption(ge::CORE_TYPE, ge_core_type);
  192. GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGD("get the option CORE_TYPE fail, set it to default value VECTOR_ENGINE"));
  193. std::string exclude_core_Type = (ge_core_type == kVectorCore) ? kAIcoreEngine : kVectorEngine;
  194. GELOGD("engine type will exclude: %s", exclude_core_Type.c_str());
  195. auto root_graph = ge::GraphUtils::FindRootGraph(node_ptr->GetOwnerComputeGraph());
  196. std::map<std::string, std::string> unsupported_reasons;
  197. for (const auto &it : op_infos) {
  198. if (it.engine == exclude_core_Type) {
  199. continue;
  200. }
  201. auto &kernel_map = ops_kernel_manager.GetAllOpsKernelInfoStores();
  202. auto &kernel_name = it.opKernelLib;
  203. auto kernel_info_store = kernel_map.find(kernel_name);
  204. if (kernel_info_store != kernel_map.end()) {
  205. std::string unsupported_reason;
  206. // It will be replaced by engine' checksupport
  207. uint64_t start_time = GetCurrentTimestamp();
  208. if (kernel_info_store->second->CheckSupported(node_ptr, unsupported_reason)) {
  209. checksupport_cost_[kernel_name] += GetCurrentTimestamp() - start_time;
  210. op_desc->SetOpEngineName(it.engine);
  211. op_desc->SetOpKernelLibName(kernel_name);
  212. // set attrs for taking information when load txt to graph object
  213. (void) AttrUtils::SetStr(op_desc, ATTR_NAME_ENGINE_NAME_FOR_LX, it.engine);
  214. (void) AttrUtils::SetStr(op_desc, ATTR_NAME_KKERNEL_LIB_NAME_FOR_LX, kernel_name);
  215. GELOGD("DNNEngineManager:Set OpKernelLibName %s and engine name %s to op_desc %s", kernel_name.c_str(),
  216. it.engine.c_str(), op_desc->GetName().c_str());
  217. return it.engine;
  218. } else {
  219. checksupport_cost_[kernel_name] += GetCurrentTimestamp() - start_time;
  220. unsupported_reasons.emplace(kernel_name, unsupported_reason);
  221. GELOGI("DNNEngineManager:Check support failed, kernel_name is %s, op type is %s, op name is %s",
  222. kernel_name.c_str(), op_desc->GetType().c_str(), op_desc->GetName().c_str());
  223. if (!op_desc->HasAttr("_is_ge_op")) {
  224. ErrorManager::GetInstance().ATCReportErrMessage("W11001", {"opname"}, {op_desc->GetName()});
  225. }
  226. }
  227. } else {
  228. GELOGW(
  229. "DNNEngineManager:Can not find any supported ops kernel info store by kernel_name %s,"
  230. "op type is %s, op name is %s",
  231. kernel_name.c_str(), op_desc->GetType().c_str(), op_desc->GetName().c_str());
  232. }
  233. }
  234. // concat unsupported reasons analyzed data selection
  235. string reason;
  236. for (const auto &it : unsupported_reasons) {
  237. reason += it.first + ":" + it.second + ";";
  238. ErrorManager::GetInstance().ATCReportErrMessage(
  239. "E13002", {"optype", "opskernel", "reason"}, {op_desc->GetType(), it.first, it.second});
  240. GELOGE(GE_GRAPH_ASSIGN_ENGINE_FAILED, "[Check][OpSupported]Op type %s of ops kernel %s "
  241. "is unsupported, reason : %s",
  242. op_desc->GetType().c_str(), it.first.c_str(), it.second.c_str());
  243. }
  244. analyzer::DataInfo analyze_info{root_graph->GetSessionID(), root_graph->GetGraphID(),
  245. analyzer::CHECKSUPPORT, node_ptr, reason};
  246. // do not change original process
  247. (void)Analyzer::GetInstance()->DoAnalyze(analyze_info);
  248. ErrorManager::GetInstance().ATCReportErrMessage(
  249. "E13003", {"opname", "optype"}, {op_desc->GetName(), op_desc->GetType()});
  250. GELOGE(GE_GRAPH_ASSIGN_ENGINE_FAILED, "[Get][DNNEngineName]Can't find any supported ops kernel "
  251. "and engine of %s, type is %s",
  252. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  253. return "";
  254. }
  255. std::string DNNEngineManager::GetHostCpuEngineName(const std::vector<OpInfo> &op_infos,
  256. const OpDescPtr &op_desc) const {
  257. for (const auto &it : op_infos) {
  258. if ((it.engine == kHostCpuEngineName) && (it.opKernelLib == kHostCpuOpKernelLibName)) {
  259. op_desc->SetOpEngineName(kHostCpuEngineName);
  260. op_desc->SetOpKernelLibName(kHostCpuOpKernelLibName);
  261. GELOGI("DNNEngineManager: Set OpKernelLibName %s and OpEngineName %s to %s",
  262. kHostCpuOpKernelLibName, kHostCpuEngineName, op_desc->GetName().c_str());
  263. return kHostCpuEngineName;
  264. }
  265. }
  266. GELOGE(FAILED, "[Get][HostCpuEngineName]Failed, HostCpuEngine not support [%s, %s]",
  267. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  268. REPORT_INNER_ERROR("E19999", "Get HostCpuEngineName failed, HostCpuEngine not support [%s, %s]",
  269. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  270. return "";
  271. }
  272. const std::map<std::string, SchedulerConf> &DNNEngineManager::GetSchedulers() const { return schedulers_; }
  273. Status DNNEngineManager::ParserJsonFile() {
  274. GELOGI("Begin to parser json file");
  275. std::string json_file_path = "plugin/nnengine/ge_config/engine_conf.json";
  276. std::string path = PluginManager::GetPath();
  277. path.append(json_file_path);
  278. nlohmann::json scheduler_json_file;
  279. Status status = ReadJsonFile(path, &scheduler_json_file);
  280. if (status != SUCCESS) {
  281. GELOGE(FAILED, "[Read][JsonFile]Failed, file %s", path.c_str());
  282. REPORT_CALL_ERROR("E19999", "Read json file %s failed", path.c_str());
  283. return FAILED;
  284. }
  285. if (scheduler_json_file.is_null()) {
  286. // when engine_conf.json is not exist, just return success
  287. GELOGW("Json file is null");
  288. return SUCCESS;
  289. }
  290. try {
  291. nlohmann::json scheduler_utils_json = scheduler_json_file[kSchedulerUnits];
  292. if (scheduler_utils_json.is_null()) {
  293. GELOGE(FAILED, "[Check[Param]Find scheduler units failed, the message is null, file %s", path.c_str());
  294. REPORT_INNER_ERROR("E19999", "Find scheduler units failed, the message is null, file %s", path.c_str());
  295. return FAILED;
  296. }
  297. if (!scheduler_utils_json.is_array()) {
  298. GELOGE(FAILED, "[Check][Param]The message of kSchedulerUnits is not array and "
  299. "the file path is %s", path.c_str());
  300. REPORT_INNER_ERROR("E19999", "The message of kSchedulerUnits is not array and "
  301. "the file path is %s", path.c_str());
  302. return FAILED;
  303. }
  304. auto size = scheduler_json_file[kSchedulerUnits].size();
  305. for (size_t i = 0; i < size; i++) {
  306. SchedulerConf scheduler_conf;
  307. std::map<std::string, EngineConfPtr> engine_conf_map;
  308. nlohmann::json engines_json_map = scheduler_utils_json[i][kCalEngines];
  309. if (engines_json_map.is_null()) {
  310. GELOGE(FAILED, "[Check][Param]The message of cal_engines is null, file %s", path.c_str());
  311. REPORT_INNER_ERROR("E19999", "The message of cal_engines is null, file %s", path.c_str());
  312. return FAILED;
  313. }
  314. std::string scheduler_id_temp = scheduler_utils_json[i][kId];
  315. if (!scheduler_id_temp.empty()) {
  316. scheduler_conf.id = scheduler_id_temp;
  317. } else {
  318. GELOGE(FAILED, "[Check][Param]Scheduler ID is null, file %s", path.c_str());
  319. REPORT_INNER_ERROR("E19999", "Scheduler ID is null, file %s", path.c_str());
  320. return FAILED;
  321. }
  322. status = ParserEngineMessage(engines_json_map, scheduler_id_temp, engine_conf_map);
  323. if (status != SUCCESS) {
  324. GELOGE(FAILED, "[Parse][EngineMessage]Failed, scheduler_id_temp %s", scheduler_id_temp.c_str());
  325. REPORT_CALL_ERROR("E19999", "Parse engine message failed, scheduler_id_temp %s",
  326. scheduler_id_temp.c_str());
  327. return FAILED;
  328. }
  329. scheduler_conf.name = scheduler_utils_json[i][kName];
  330. scheduler_conf.ex_attrs = scheduler_utils_json[i][kExAttrs];
  331. scheduler_conf.cal_engines = engine_conf_map;
  332. auto it = schedulers_.find(scheduler_id_temp);
  333. if (it != schedulers_.end()) {
  334. GELOGE(FAILED, "[Check][Param]There are the same scheduler ts %s in the json file",
  335. scheduler_id_temp.c_str());
  336. REPORT_INNER_ERROR("E19999", "[Check][Param]There are the same scheduler ts %s "
  337. "in the json file", scheduler_id_temp.c_str());
  338. return FAILED;
  339. }
  340. schedulers_.emplace(scheduler_id_temp, scheduler_conf);
  341. }
  342. } catch (const nlohmann::detail::type_error &e) {
  343. GELOGE(FAILED, "[Parse][JsonFile]Failed, file %s, reason %s", path.c_str(), e.what());
  344. REPORT_CALL_ERROR("E19999", "Parse json file %s failed, reason %s", path.c_str(), e.what());
  345. return FAILED;
  346. }
  347. GELOGI("Parser json file SUCCESS");
  348. return SUCCESS;
  349. }
  350. Status DNNEngineManager::ParserEngineMessage(const json engines_json, const std::string &scheduler_mark,
  351. std::map<std::string, EngineConfPtr> &engines) {
  352. GELOGI("Begin to parser engine massage");
  353. if (engines_json.is_null()) {
  354. GELOGE(FAILED, "[Check][Param]The message of cal_engines is null");
  355. REPORT_INNER_ERROR("E19999", "The message of cal_engines is null");
  356. return FAILED;
  357. }
  358. try {
  359. if (engines_json.is_array()) {
  360. for (size_t i = 0; i < engines_json.size(); i++) {
  361. nlohmann::json engines_elems = engines_json[i];
  362. EngineConfPtr engine_conf_ptr = MakeShared<EngineConf>();
  363. if (engine_conf_ptr == nullptr) {
  364. return FAILED;
  365. }
  366. std::string engine_id = engines_elems[kId];
  367. if (!engine_id.empty()) {
  368. engine_conf_ptr->id = engine_id;
  369. } else {
  370. GELOGE(FAILED, "[Check][Param]Engine ID is null");
  371. REPORT_INNER_ERROR("E19999", "Engine ID is null");
  372. return FAILED;
  373. }
  374. if (engines_elems.find(kName) != engines_elems.end()) {
  375. engine_conf_ptr->name = engines_elems[kName];
  376. } else {
  377. GELOGW("The engine %s name is null", engine_id.c_str());
  378. }
  379. if (engines_elems.find(kIndependent) != engines_elems.end()) {
  380. engine_conf_ptr->independent = engines_elems[kIndependent];
  381. }
  382. if (engines_elems.find(kAttch) != engines_elems.end()) {
  383. engine_conf_ptr->attach = engines_elems[kAttch];
  384. }
  385. if (engines_elems.find(kSkipAssignStream) != engines_elems.end()) {
  386. engine_conf_ptr->skip_assign_stream = engines_elems[kSkipAssignStream];
  387. }
  388. engine_conf_ptr->scheduler_id = scheduler_mark;
  389. auto it = engines.find(engine_id);
  390. if (it != engines.end()) {
  391. GELOGE(FAILED, "[Check][Param]There are the same engine %s message in the json file",
  392. engine_id.c_str());
  393. REPORT_INNER_ERROR("E19999", "There are the same engine %s message in the json file",
  394. engine_id.c_str());
  395. return FAILED;
  396. }
  397. engines.emplace(engine_id, engine_conf_ptr);
  398. }
  399. } else {
  400. GELOGE(FAILED, "[Check][Param]The message of cal_engines is not array in the json file");
  401. REPORT_INNER_ERROR("E19999", "The message of cal_engines is not array in the json file");
  402. return FAILED;
  403. }
  404. } catch (const json::exception &e) {
  405. GELOGE(FAILED, "[Construct][JsonContent]Failed, reason %s", e.what());
  406. REPORT_INNER_ERROR("E19999", "Construct json content failed, reason %s", e.what());
  407. return FAILED;
  408. }
  409. GELOGI("Parser engine massage success");
  410. return SUCCESS;
  411. }
  412. Status DNNEngineManager::ReadJsonFile(const std::string &file_path, JsonHandle handle) {
  413. GELOGD("Begin to read json file");
  414. if (file_path.empty()) {
  415. GELOGE(FAILED, "[Check][Param]Json path is empty");
  416. REPORT_INNER_ERROR("E19999", "Json path is empty");
  417. return FAILED;
  418. }
  419. nlohmann::json *json_file = reinterpret_cast<nlohmann::json *>(handle);
  420. if (json_file == nullptr) {
  421. GELOGE(FAILED, "[Check][Param]Json file is nullptr");
  422. REPORT_CALL_ERROR("E19999", "Json file is nullptr");
  423. return FAILED;
  424. }
  425. const char *file = file_path.data();
  426. if ((mmAccess2(file, M_F_OK)) != EN_OK) {
  427. if (engines_map_.size() != 0) {
  428. GELOGE(FAILED, "[Check][Param]The json file %s not exists, err %s",
  429. file_path.c_str(), strerror(errno));
  430. REPORT_CALL_ERROR("E19999", "Json file %s not exists, err %s",
  431. file_path.c_str(), strerror(errno));
  432. return FAILED;
  433. } else {
  434. GELOGW("The json file %s is not needed.", file_path.c_str());
  435. return SUCCESS;
  436. }
  437. }
  438. std::ifstream ifs(file_path);
  439. if (!ifs.is_open()) {
  440. GELOGE(FAILED, "[Open][JsonFile]Failed, file %s", file_path.c_str());
  441. REPORT_CALL_ERROR("E19999", "Open json file %s failed", file_path.c_str());
  442. return FAILED;
  443. }
  444. try {
  445. ifs >> *json_file;
  446. } catch (const json::exception &e) {
  447. GELOGE(FAILED, "[Read][JsonFile]Failed, reason %s", e.what());
  448. REPORT_CALL_ERROR("E19999", "Read json file failed, reason %s", e.what());
  449. ifs.close();
  450. return FAILED;
  451. }
  452. ifs.close();
  453. GELOGD("Read json file success");
  454. return SUCCESS;
  455. }
  456. Status DNNEngineManager::CheckJsonFile() {
  457. GELOGD("Begin to check json file");
  458. for (auto &it : engines_map_) {
  459. std::string engine_name = it.first;
  460. int count = 0;
  461. for (auto &iter : schedulers_) {
  462. auto engine_map = iter.second.cal_engines;
  463. auto iter_engine_name = engine_map.find(engine_name);
  464. if (iter_engine_name != engine_map.end()) {
  465. count++;
  466. }
  467. }
  468. if (count == 0) {
  469. GELOGE(FAILED, "[Check][JsonFile]The engine message %s is not found in the json file",
  470. engine_name.c_str());
  471. REPORT_INNER_ERROR("E19999", "The engine message %s is not found in the json file",
  472. engine_name.c_str());
  473. return FAILED;
  474. }
  475. if (count > 1) {
  476. GELOGE(FAILED, "[Check][JsonFile]The same engine message %s exists in the json file",
  477. engine_name.c_str());
  478. REPORT_INNER_ERROR("E19999", "The same engine message %s exists in the json file",
  479. engine_name.c_str());
  480. return FAILED;
  481. }
  482. }
  483. GELOGD("Check json file success");
  484. return SUCCESS;
  485. }
  486. } // 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