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ops_kernel_manager.cc 20 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 "opskernel_manager/ops_kernel_manager.h"
  17. #include "init/gelib.h"
  18. #include "proto/optimizer_priority.pb.h"
  19. namespace {
  20. const char *const kInitialize = "Initialize";
  21. const char *const kGetOpsKernelInfoStores = "GetOpsKernelInfoStores";
  22. const char *const kGetGraphOptimizerObjs = "GetGraphOptimizerObjs";
  23. const char *const kFinalize = "Finalize";
  24. const char *const kGetCompositeEngines = "GetCompositeEngines";
  25. std::mutex ops_kernel_info_mutex;
  26. } // namespace
  27. namespace ge {
  28. OpsKernelManager::OpsKernelManager()
  29. : plugin_manager_(), op_tiling_manager_(), init_flag_(false), enable_fe_flag_(false), enable_aicpu_flag_(false) {}
  30. OpsKernelManager::~OpsKernelManager() {
  31. graph_optimizers_.clear();
  32. ops_kernel_store_.clear();
  33. atomic_graph_optimizers_.clear();
  34. composite_graph_optimizers_.clear();
  35. atomic_graph_optimizers_by_priority_.clear();
  36. atomic_first_optimizers_by_priority_.clear();
  37. composite_engines_.clear();
  38. ops_kernel_info_.clear();
  39. }
  40. OpsKernelManager &OpsKernelManager::GetInstance() {
  41. static OpsKernelManager instance;
  42. return instance;
  43. }
  44. Status OpsKernelManager::Initialize(const map<string, string> &options_const) {
  45. if (init_flag_) {
  46. GELOGW("OpsKernelManager has been initialized.");
  47. return SUCCESS;
  48. }
  49. std::map<string, string> options(options_const);
  50. Status ret = InitPluginOptions(options);
  51. if (ret != SUCCESS) {
  52. GELOGE(ret, "[Init][PluginOptions] parse pluginFlag from ge options failed.");
  53. REPORT_CALL_ERROR("E19999", "InitPluginOptions failed.");
  54. return ret;
  55. }
  56. vector<string> func_check_list = {kInitialize, kGetOpsKernelInfoStores, kGetGraphOptimizerObjs, kFinalize};
  57. string extern_engine_path;
  58. auto iter = options.find(OPTION_EXEC_IS_USEHCOM);
  59. if (iter == options.end()) {
  60. GELOGI("OPTION_EXEC_IS_USEHCOM is not set, default is single P");
  61. options.emplace("ge.exec.isUseHcom", to_string(0));
  62. }
  63. iter = options.find(OPTION_EXEC_IS_USEHVD);
  64. if (iter == options.end()) {
  65. GELOGI("OPTION_EXEC_IS_USEHVD is not set, default is single P");
  66. options.emplace("ge.exec.isUseHvd", to_string(0));
  67. }
  68. GetExternalEnginePath(extern_engine_path, options);
  69. GELOGI("OPTION_EXEC_EXTERN_PLUGIN_PATH=%s.", extern_engine_path.c_str());
  70. op_tiling_manager_.LoadSo();
  71. ret = plugin_manager_.LoadSo(extern_engine_path, func_check_list);
  72. if (ret != SUCCESS) {
  73. GELOGE(ret, "[Check][SoFile] not find any valid so file.");
  74. REPORT_INNER_ERROR("E19999", "OpsKernelManager::Initialize failed for not find any valid so file.");
  75. return ret;
  76. }
  77. initialize_ = options;
  78. if (plugin_manager_.InvokeAll<map<string, string> &, Status>(kInitialize, initialize_) == FAILED) {
  79. GELOGE(GE_OPS_GET_NO_VALID_SO, "[Invoke][OpsKernelInfo]PluginManager InvokeAll failed.");
  80. REPORT_INNER_ERROR("E19999", "PluginManager InvokeAll failed.");
  81. return GE_OPS_GET_NO_VALID_SO;
  82. }
  83. if (plugin_manager_.InvokeAll<map<string, OpsKernelInfoStorePtr> &>(kGetOpsKernelInfoStores,
  84. ops_kernel_store_) != SUCCESS) {
  85. GELOGW("Initialize OpsKernelInfo failed.");
  86. }
  87. if (plugin_manager_.InvokeAll<map<string, GraphOptimizerPtr> &>(kGetGraphOptimizerObjs,
  88. graph_optimizers_) != SUCCESS) {
  89. GELOGW("Initialize GraphOptimizerObjs failed.");
  90. }
  91. plugin_manager_.
  92. OptionalInvokeAll<std::map<std::string, std::set<std::string>> &, std::map<std::string, std::string> &>(
  93. kGetCompositeEngines, composite_engines_, composite_engine_kernel_lib_names_);
  94. ret = CheckPluginPtr();
  95. if (ret != SUCCESS) {
  96. return ret;
  97. }
  98. ret = InitOpKernelInfoStores(options);
  99. if (ret != SUCCESS) {
  100. return ret;
  101. }
  102. InitOpsKernelInfo();
  103. ret = InitGraphOptimizers(options);
  104. if (ret != SUCCESS) {
  105. return ret;
  106. }
  107. ClassifyGraphOptimizers();
  108. InitGraphOptimizerPriority();
  109. init_flag_ = true;
  110. return SUCCESS;
  111. }
  112. void OpsKernelManager::GetExternalEnginePath(std::string &extern_engine_path,
  113. const std::map<string, string>& options) {
  114. GELOGI("Enter get external engine so path schedule");
  115. const char *path_env = std::getenv("ASCEND_ENGINE_PATH");
  116. if (path_env != nullptr) {
  117. extern_engine_path = path_env;
  118. GELOGI("OpsKernelManager get external engine so path from env.");
  119. return;
  120. }
  121. std::string path_base = PluginManager::GetPath();
  122. std::string so_path = "plugin/opskernel/";
  123. std::string path = path_base + so_path;
  124. extern_engine_path = (path + "libfe.so" + ":") + (path + "libge_local_engine.so" + ":") +
  125. (path + "librts_engine.so" + ":") + (path + "libaicpu_ascend_engine.so" + ":") +
  126. (path + "libhost_cpu_engine.so" + ":") + (path + "libaicpu_tf_engine.so" + ":");
  127. auto iter = options.find(OPTION_EXEC_HCCL_FLAG);
  128. if (iter == options.end() || iter->second != "0") {
  129. extern_engine_path += (path_base + "libhcom_graph_adaptor.so");
  130. }
  131. }
  132. Status OpsKernelManager::InitPluginOptions(const map<string, string> &options) {
  133. Status ret;
  134. // parse fe
  135. ret = ParsePluginOptions(options, GE_FE_FLAG, enable_fe_flag_);
  136. if (ret != SUCCESS) {
  137. return ret;
  138. }
  139. // parse aiCpu
  140. ret = ParsePluginOptions(options, GE_AICPU_FLAG, enable_aicpu_flag_);
  141. if (ret != SUCCESS) {
  142. return ret;
  143. }
  144. return SUCCESS;
  145. }
  146. Status OpsKernelManager::ParsePluginOptions(const map<string, string> &options, const string &plugin_name,
  147. bool &enable_flag) {
  148. GELOGI("Parse the Plugin Options, plugin_name:%s.", plugin_name.c_str());
  149. auto iter = options.find(plugin_name);
  150. if (iter != options.end()) {
  151. try {
  152. int32_t flag = std::stoi(iter->second.c_str());
  153. if (flag == 0) {
  154. enable_flag = false;
  155. } else if (flag == 1) {
  156. enable_flag = true;
  157. } else {
  158. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  159. "[Parse][PluginOptions]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  160. plugin_name.c_str(), iter->second.c_str());
  161. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  162. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  163. return GE_GRAPH_OPTIONS_INVALID;
  164. }
  165. } catch (std::invalid_argument &) {
  166. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][PluginOptions] failed, option_key:ge.feFlag,"
  167. "its value %s is invalid_argument, it must be 0 or 1.",
  168. iter->second.c_str());
  169. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:ge.feFlag,"
  170. "its value %s is invalid_argument, it must be 0 or 1.",
  171. iter->second.c_str());
  172. return GE_GRAPH_OPTIONS_INVALID;
  173. } catch (std::out_of_range &) {
  174. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  175. "[Parse][PluginOptions]failed, option_key:ge.feFlag, its value %s is out of range, it must be 0 or 1.",
  176. iter->second.c_str());
  177. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:ge.feFlag,"
  178. "its value %s is out of range, it must be 0 or 1.",
  179. iter->second.c_str());
  180. return GE_GRAPH_OPTIONS_INVALID;
  181. } catch (...) {
  182. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  183. "[Parse][PluginOptions]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  184. plugin_name.c_str(), iter->second.c_str());
  185. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  186. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  187. return GE_GRAPH_OPTIONS_INVALID;
  188. }
  189. } else {
  190. GELOGI("Not find option_key %s, set to default value false.", plugin_name.c_str());
  191. enable_flag = false;
  192. }
  193. return SUCCESS;
  194. }
  195. Status OpsKernelManager::CheckPluginPtr() const {
  196. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  197. if (iter->second == nullptr) {
  198. GELOGE(INTERNAL_ERROR, "[Check][PluginPtr] OpsKernelInfoStorePtr key=%s is null", iter->first.c_str());
  199. REPORT_INNER_ERROR("E19999", "CheckPluginPtr OpsKernelInfoStorePtr key=%s is null", iter->first.c_str());
  200. return FAILED;
  201. }
  202. }
  203. for (auto iter1 = graph_optimizers_.begin(); iter1 != graph_optimizers_.end(); ++iter1) {
  204. if (iter1->second == nullptr) {
  205. GELOGE(INTERNAL_ERROR, "[Check][PluginPtr] GraphOptimizerPtr key=%s is null", iter1->first.c_str());
  206. REPORT_INNER_ERROR("E19999", "GraphOptimizerPtr key=%s is null", iter1->first.c_str());
  207. return FAILED;
  208. }
  209. }
  210. return SUCCESS;
  211. }
  212. Status OpsKernelManager::InitOpKernelInfoStores(const map<string, string> &options) {
  213. GELOGI("The number of OpKernelInfoStoreObjs are %lu.", ops_kernel_store_.size());
  214. for (const auto &it : ops_kernel_store_) {
  215. GELOGI("OpKernelInfoStore name: %s.", (it.first).c_str());
  216. Status ret = it.second->Initialize(options);
  217. if (ret != SUCCESS) {
  218. GELOGE(GE_OPS_KERNEL_STORE_INIT_FAILED,
  219. "[Init][OpKernelLib]OpKernelInfoStore: %s initialize failed.", (it.first).c_str());
  220. REPORT_CALL_ERROR("E19999", "OpKernelInfoStore: %s initialize failed.", (it.first).c_str());
  221. return GE_OPS_KERNEL_STORE_INIT_FAILED;
  222. }
  223. }
  224. return SUCCESS;
  225. }
  226. void OpsKernelManager::InitOpsKernelInfo() {
  227. ops_kernel_info_.clear();
  228. for (const auto &it : ops_kernel_store_) {
  229. map<string, OpInfo> op_infos{};
  230. it.second->GetAllOpsKernelInfo(op_infos);
  231. for (const auto &op_info_it : op_infos) {
  232. auto op_info_copy = op_info_it.second;
  233. // flush ops kernel
  234. op_info_copy.opKernelLib = it.first;
  235. ops_kernel_info_[op_info_it.first].emplace_back(op_info_copy);
  236. GELOGD("OpKernelInfoStore name: %s, found op type is %s, engine name is %s, opkernel name is %s",
  237. (it.first).c_str(), op_info_it.first.c_str(), op_info_it.second.engine.c_str(),
  238. op_info_it.second.opKernelLib.c_str());
  239. }
  240. }
  241. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  242. if (instance_ptr == nullptr) {
  243. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib]malloc instance_ptr failed.");
  244. REPORT_INNER_ERROR("E19999", "InitOpsKernelInfo failed for new GELib.");
  245. return;
  246. }
  247. // sort op_info of ops_kernel_info_
  248. for (auto &it : ops_kernel_info_) {
  249. if (it.second.empty()) {
  250. continue;
  251. }
  252. auto comp_func = [&instance_ptr](const OpInfo &op_a, const OpInfo &op_b) -> bool {
  253. const string &a = op_a.engine;
  254. const string &b = op_b.engine;
  255. // check if a or b is registered
  256. if (!(instance_ptr->DNNEngineManagerObj().IsEngineRegistered(a))) {
  257. return false;
  258. }
  259. if (!(instance_ptr->DNNEngineManagerObj().IsEngineRegistered(b))) {
  260. return true;
  261. }
  262. // compare compute cost of a and b, IsEngineRegistered make sure engine is not nullptr
  263. auto engine_a = instance_ptr->DNNEngineManagerObj().GetEngine(a);
  264. auto engine_b = instance_ptr->DNNEngineManagerObj().GetEngine(b);
  265. DNNEngineAttribute attr_a, attr_b;
  266. engine_a->GetAttributes(attr_a);
  267. engine_b->GetAttributes(attr_b);
  268. return attr_a.compute_cost < attr_b.compute_cost;
  269. };
  270. // Sort the OpInfos based on the compute cost of the engine
  271. std::sort(it.second.begin(), it.second.end(), comp_func);
  272. }
  273. GELOGI("Init opsKernelInfo finished, size is %zu", ops_kernel_info_.size());
  274. }
  275. Status OpsKernelManager::InitGraphOptimizers(const map<string, string> &options) {
  276. GELOGI("Init graph optimizers options count %zu", options.size());
  277. for (const auto &option : options) {
  278. GELOGI("Init graph optimizers option %s: %s", option.first.c_str(), option.second.c_str());
  279. }
  280. GELOGI("The number of GraphOptimizerObjs are %zu.", graph_optimizers_.size());
  281. for (const auto &it : graph_optimizers_) {
  282. GELOGI("GraphOptimizer name: %s.", (it.first).c_str());
  283. GraphOptimizerAttribute attrs;
  284. GE_CHK_STATUS_RET(it.second->GetAttributes(attrs))
  285. if (!DNNEngineManager::GetInstance().IsEngineRegistered(attrs.engineName)) {
  286. GELOGW("Engine: %s is not registered.", attrs.engineName.c_str());
  287. continue;
  288. }
  289. if (it.second->Initialize(options) != SUCCESS) {
  290. GELOGE(GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED,
  291. "[Init][GraphOptimizer] GraphOptimizer: %s initialize failed.", (it.first).c_str());
  292. REPORT_CALL_ERROR("E19999", "InitGraphOptimizers failed. %s initialize failed.", (it.first).c_str());
  293. return GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED;
  294. }
  295. }
  296. return SUCCESS;
  297. }
  298. Status OpsKernelManager::Finalize() {
  299. if (!init_flag_) {
  300. GELOGW("Finalize is not allowed, initialize first is necessary.");
  301. return SUCCESS;
  302. }
  303. GELOGI("free ops kernel resource.");
  304. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  305. GELOGI("OpsKernelStore finalize, name: %s.", (iter->first).c_str());
  306. Status status = iter->second->Finalize();
  307. if (SUCCESS != status) {
  308. GELOGE(status, "[Check][Status]OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  309. REPORT_CALL_ERROR("E19999", "OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  310. return status;
  311. }
  312. }
  313. for (auto iter = graph_optimizers_.begin(); iter != graph_optimizers_.end(); ++iter) {
  314. GELOGI("GraphOptimizer finalize, name: %s.", (iter->first).c_str());
  315. Status status = iter->second->Finalize();
  316. if (status != SUCCESS) {
  317. GELOGE(status, "[Check][Status] GraphOptimizer finalize failed, name: %s.", (iter->first).c_str());
  318. REPORT_CALL_ERROR("E19999", "GraphOptimizer finalize failed, name: %s.", (iter->first).c_str());
  319. return status;
  320. }
  321. }
  322. Status ret = FinalizeOpsKernel();
  323. if (ret != SUCCESS) {
  324. GELOGE(ret, "[Free][Ops Kernel Resource] failed.");
  325. REPORT_CALL_ERROR("E19999", "FinalizeOpsKernel failed, Free Ops kernel resource failed.");
  326. return ret;
  327. }
  328. init_flag_ = false;
  329. return SUCCESS;
  330. }
  331. const vector<OpInfo> &OpsKernelManager::GetOpsKernelInfo(const string &op_type) {
  332. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  333. auto find = ops_kernel_info_.find(op_type);
  334. if (find != ops_kernel_info_.end()) {
  335. return find->second;
  336. } else {
  337. InitOpsKernelInfo();
  338. find = ops_kernel_info_.find(op_type);
  339. if (find != ops_kernel_info_.end()) {
  340. return find->second;
  341. }
  342. GELOGW("Failed to get opsKernelInfo object by type: %s.", op_type.c_str());
  343. return empty_op_info_;
  344. }
  345. }
  346. const map<string, vector<OpInfo>> &OpsKernelManager::GetAllOpsKernelInfo() const {
  347. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  348. return ops_kernel_info_;
  349. }
  350. OpsKernelInfoStorePtr OpsKernelManager::GetOpsKernelInfoStore(const std::string &name) const {
  351. auto find = ops_kernel_store_.find(name);
  352. if (find != ops_kernel_store_.end()) {
  353. return find->second;
  354. }
  355. GELOGW("Failed to get opsKernelInfoStore object by name. OpKernelLibName is %s", name.c_str());
  356. return nullptr;
  357. }
  358. const map<string, OpsKernelInfoStorePtr> &OpsKernelManager::GetAllOpsKernelInfoStores() const {
  359. return ops_kernel_store_;
  360. }
  361. const map<string, GraphOptimizerPtr> &OpsKernelManager::GetAllGraphOptimizerObjs() const { return graph_optimizers_; }
  362. void OpsKernelManager::GetGraphOptimizerByEngine(const std::string &engine_name,
  363. vector<GraphOptimizerPtr> &graph_optimizer) {
  364. for (const auto &it : graph_optimizers_) {
  365. GraphOptimizerAttribute attrs;
  366. if (it.second->GetAttributes(attrs) != SUCCESS) {
  367. GELOGW("Get GraphOptimizer name: %s attributes failed.", (it.first).c_str());
  368. continue;
  369. }
  370. if (attrs.engineName == engine_name) {
  371. GELOGD("GetGraphOptimizerByEngine GraphOptimizer name: %s, engineName: %s", (it.first).c_str(),
  372. attrs.engineName.c_str());
  373. graph_optimizer.push_back(it.second);
  374. }
  375. }
  376. if (graph_optimizer.empty()) {
  377. GELOGI("GetGraphOptimizerByEngine EngineName %s has no graph_optimizer.", engine_name.c_str());
  378. }
  379. }
  380. bool OpsKernelManager::GetEnableFeFlag() const { return enable_fe_flag_; }
  381. bool OpsKernelManager::GetEnableAICPUFlag() const { return enable_aicpu_flag_; }
  382. bool OpsKernelManager::GetEnablePluginFlag() const { return (enable_fe_flag_ || enable_aicpu_flag_); }
  383. void OpsKernelManager::ClassifyGraphOptimizers() {
  384. if (composite_engines_.empty()) {
  385. GELOGI("No composite engine registers");
  386. atomic_graph_optimizers_ = graph_optimizers_;
  387. composite_graph_optimizers_.clear();
  388. return;
  389. }
  390. for (const auto &item : graph_optimizers_) {
  391. GraphOptimizerAttribute attrs;
  392. if (item.second->GetAttributes(attrs) != SUCCESS) {
  393. GELOGW("Get GraphOptimizer attributes failed, name: %s.", (item.first).c_str());
  394. continue;
  395. }
  396. if (composite_engines_.find(attrs.engineName) != composite_engines_.end()) {
  397. GELOGI("Engine of optimizer %s is %s, which is composited.", item.first.c_str(), attrs.engineName.c_str());
  398. composite_graph_optimizers_.emplace(item);
  399. } else {
  400. GELOGI("Engine of optimizer %s is %s, which is atomic.", item.first.c_str(), attrs.engineName.c_str());
  401. atomic_graph_optimizers_.emplace(item);
  402. }
  403. }
  404. }
  405. void OpsKernelManager::InitGraphOptimizerPriority() {
  406. string priority_conf_path = "plugin/opskernel/optimizer_priority.pbtxt";
  407. string path = PluginManager::GetPath();
  408. path.append(priority_conf_path);
  409. optimizers::Priority optimizerPriority;
  410. if (!ReadProtoFromText(path.c_str(), &optimizerPriority)) {
  411. GELOGW("Read priority file failed. Follow loading sequence.");
  412. return;
  413. }
  414. auto priorities = optimizerPriority.optimizer();
  415. if (priorities.empty()) {
  416. GELOGI("No priority file config. Follow loading sequence.");
  417. return;
  418. }
  419. // sort optimizer map by priority
  420. std::stringstream priority_seq;
  421. for (const auto optimizer_name : priorities) {
  422. auto name_to_optimizer_pair = atomic_graph_optimizers_.find(optimizer_name);
  423. if (name_to_optimizer_pair != atomic_graph_optimizers_.end()) {
  424. atomic_graph_optimizers_by_priority_.emplace_back(*name_to_optimizer_pair);
  425. priority_seq << optimizer_name.c_str() << ' ';
  426. } else {
  427. GELOGW("Unknown optimizer %s show up in priority config file. Please check.", optimizer_name.c_str());
  428. }
  429. }
  430. GELOGI("Atomic graph Optimizers priority initialized. The sequence will follow : %s.", priority_seq.str().c_str());
  431. atomic_first_optimizers_by_priority_ = atomic_graph_optimizers_by_priority_;
  432. for (const auto &item : composite_graph_optimizers_) {
  433. atomic_first_optimizers_by_priority_.emplace_back(std::make_pair(item.first, item.second));
  434. }
  435. }
  436. Status OpsKernelManager::FinalizeOpsKernel() {
  437. GELOGI("ge invoke ops kernel finalize.");
  438. Status ret = plugin_manager_.InvokeAll<Status>(kFinalize);
  439. if (ret != SUCCESS) {
  440. GELOGE(ret, "[Finalize][Check][Status] invoke Fe finalize failed.");
  441. REPORT_INNER_ERROR("E19999", "PluginManager InvokeAll failed.");
  442. return ret;
  443. }
  444. return SUCCESS;
  445. }
  446. } // 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