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