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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 kGetCompoundEngineContains = "GetCompoundEngineContains";
  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. compound_graph_optimizers_.clear();
  35. atomic_graph_optimizers_by_priority_.clear();
  36. atomic_first_optimizers_by_priority_.clear();
  37. compound_first_optimizers_by_priority_.clear();
  38. compound_engine_contains_.clear();
  39. ops_kernel_info_.clear();
  40. }
  41. Status OpsKernelManager::Initialize(const map<string, string> &options_const) {
  42. if (init_flag_) {
  43. GELOGW("OpsKernelManager has been initialized.");
  44. return SUCCESS;
  45. }
  46. std::map<string, string> options(options_const);
  47. Status ret = InitPluginOptions(options);
  48. if (ret != SUCCESS) {
  49. GELOGE(ret, "[Init][PluginOptions] parse pluginFlag from ge options failed.");
  50. REPORT_CALL_ERROR("E19999", "InitPluginOptions failed.");
  51. return ret;
  52. }
  53. vector<string> func_check_list = {kInitialize, kGetOpsKernelInfoStores, kGetGraphOptimizerObjs, kFinalize};
  54. string extern_engine_path;
  55. auto iter = options.find(OPTION_EXEC_IS_USEHCOM);
  56. if (iter == options.end()) {
  57. GELOGI("OPTION_EXEC_IS_USEHCOM is not set, default is single P");
  58. options.emplace("ge.exec.isUseHcom", to_string(0));
  59. }
  60. iter = options.find(OPTION_EXEC_IS_USEHVD);
  61. if (iter == options.end()) {
  62. GELOGI("OPTION_EXEC_IS_USEHVD is not set, default is single P");
  63. options.emplace("ge.exec.isUseHvd", to_string(0));
  64. }
  65. GetExternalEnginePath(extern_engine_path, options);
  66. GELOGI("OPTION_EXEC_EXTERN_PLUGIN_PATH=%s.", extern_engine_path.c_str());
  67. op_tiling_manager_.LoadSo();
  68. ret = plugin_manager_.LoadSo(extern_engine_path, func_check_list);
  69. if (ret != SUCCESS) {
  70. GELOGE(ret, "[Check][SoFile] not find any valid so file.");
  71. REPORT_INNER_ERROR("E19999", "OpsKernelManager::Initialize failed for not find any valid so file.");
  72. return ret;
  73. }
  74. initialize_ = options;
  75. if (plugin_manager_.InvokeAll<map<string, string> &, Status>(kInitialize, initialize_) == FAILED) {
  76. GELOGE(GE_OPS_GET_NO_VALID_SO, "[Invoke][OpsKernelInfo]PluginManager InvokeAll failed.");
  77. REPORT_INNER_ERROR("E19999", "PluginManager InvokeAll failed.");
  78. return GE_OPS_GET_NO_VALID_SO;
  79. }
  80. if (plugin_manager_.InvokeAll<map<string, OpsKernelInfoStorePtr> &>(kGetOpsKernelInfoStores,
  81. ops_kernel_store_) != SUCCESS) {
  82. GELOGW("Initialize OpsKernelInfo failed.");
  83. }
  84. if (plugin_manager_.InvokeAll<map<string, GraphOptimizerPtr> &>(kGetGraphOptimizerObjs,
  85. graph_optimizers_) != SUCCESS) {
  86. GELOGW("Initialize GraphOptimizerObjs failed.");
  87. }
  88. plugin_manager_.
  89. OptionalInvokeAll<std::map<std::string, std::set<std::string>> &, std::map<std::string, std::string> &>(
  90. kGetCompoundEngineContains, compound_engine_contains_, compound_engine_2_kernel_lib_name_);
  91. ret = CheckPluginPtr();
  92. if (ret != SUCCESS) {
  93. return ret;
  94. }
  95. ret = InitOpKernelInfoStores(options);
  96. if (ret != SUCCESS) {
  97. return ret;
  98. }
  99. InitOpsKernelInfo();
  100. ret = InitGraphOptimizers(options);
  101. if (ret != SUCCESS) {
  102. return ret;
  103. }
  104. ClassifyGraphOptimizers();
  105. InitGraphOptimizerPriority();
  106. init_flag_ = true;
  107. return SUCCESS;
  108. }
  109. void OpsKernelManager::GetExternalEnginePath(std::string &extern_engine_path,
  110. const std::map<string, string>& options) {
  111. GELOGI("Enter get external engine so path schedule");
  112. const char *path_env = std::getenv("ASCEND_ENGINE_PATH");
  113. if (path_env != nullptr) {
  114. extern_engine_path = path_env;
  115. GELOGI("OpsKernelManager get external engine so path from env.");
  116. return;
  117. }
  118. std::string path_base = PluginManager::GetPath();
  119. std::string so_path = "plugin/opskernel/";
  120. std::string path = path_base + so_path;
  121. extern_engine_path = (path + "libfe.so" + ":") + (path + "libge_local_engine.so" + ":") +
  122. (path + "librts_engine.so" + ":") + (path + "libaicpu_ascend_engine.so" + ":") +
  123. (path + "libhost_cpu_engine.so" + ":") + (path + "libaicpu_tf_engine.so" + ":");
  124. auto iter = options.find(OPTION_EXEC_HCCL_FLAG);
  125. if (iter == options.end() || iter->second != "0") {
  126. extern_engine_path += (path_base + "libhcom_graph_adaptor.so");
  127. }
  128. }
  129. Status OpsKernelManager::InitPluginOptions(const map<string, string> &options) {
  130. Status ret;
  131. // parse fe
  132. ret = ParsePluginOptions(options, GE_FE_FLAG, enable_fe_flag_);
  133. if (ret != SUCCESS) {
  134. return ret;
  135. }
  136. // parse aiCpu
  137. ret = ParsePluginOptions(options, GE_AICPU_FLAG, enable_aicpu_flag_);
  138. if (ret != SUCCESS) {
  139. return ret;
  140. }
  141. return SUCCESS;
  142. }
  143. Status OpsKernelManager::ParsePluginOptions(const map<string, string> &options, const string &plugin_name,
  144. bool &enable_flag) {
  145. GELOGI("Parse the Plugin Options, plugin_name:%s.", plugin_name.c_str());
  146. auto iter = options.find(plugin_name);
  147. if (iter != options.end()) {
  148. try {
  149. int32_t flag = std::stoi(iter->second.c_str());
  150. if (flag == 0) {
  151. enable_flag = false;
  152. } else if (flag == 1) {
  153. enable_flag = true;
  154. } else {
  155. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  156. "[Parse][PluginOptions]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  157. plugin_name.c_str(), iter->second.c_str());
  158. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  159. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  160. return GE_GRAPH_OPTIONS_INVALID;
  161. }
  162. } catch (std::invalid_argument &) {
  163. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][PluginOptions] failed, option_key:ge.feFlag,"
  164. "its value %s is invalid_argument, it must be 0 or 1.",
  165. iter->second.c_str());
  166. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:ge.feFlag,"
  167. "its value %s is invalid_argument, it must be 0 or 1.",
  168. iter->second.c_str());
  169. return GE_GRAPH_OPTIONS_INVALID;
  170. } catch (std::out_of_range &) {
  171. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  172. "[Parse][PluginOptions]failed, option_key:ge.feFlag, its value %s is out of range, it must be 0 or 1.",
  173. iter->second.c_str());
  174. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:ge.feFlag,"
  175. "its value %s is out of range, it must be 0 or 1.",
  176. iter->second.c_str());
  177. return GE_GRAPH_OPTIONS_INVALID;
  178. } catch (...) {
  179. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  180. "[Parse][PluginOptions]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  181. plugin_name.c_str(), iter->second.c_str());
  182. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  183. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  184. return GE_GRAPH_OPTIONS_INVALID;
  185. }
  186. } else {
  187. GELOGI("Not find option_key %s, set to default value false.", plugin_name.c_str());
  188. enable_flag = false;
  189. }
  190. return SUCCESS;
  191. }
  192. Status OpsKernelManager::CheckPluginPtr() const {
  193. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  194. if (iter->second == nullptr) {
  195. GELOGE(INTERNAL_ERROR, "[Check][PluginPtr] OpsKernelInfoStorePtr key=%s is null", iter->first.c_str());
  196. REPORT_INNER_ERROR("E19999", "CheckPluginPtr OpsKernelInfoStorePtr key=%s is null", iter->first.c_str());
  197. return FAILED;
  198. }
  199. }
  200. for (auto iter1 = graph_optimizers_.begin(); iter1 != graph_optimizers_.end(); ++iter1) {
  201. if (iter1->second == nullptr) {
  202. GELOGE(INTERNAL_ERROR, "[Check][PluginPtr] GraphOptimizerPtr key=%s is null", iter1->first.c_str());
  203. REPORT_INNER_ERROR("E19999", "GraphOptimizerPtr key=%s is null", iter1->first.c_str());
  204. return FAILED;
  205. }
  206. }
  207. return SUCCESS;
  208. }
  209. Status OpsKernelManager::InitOpKernelInfoStores(const map<string, string> &options) {
  210. GELOGI("The number of OpKernelInfoStoreObjs are %lu.", ops_kernel_store_.size());
  211. for (const auto &it : ops_kernel_store_) {
  212. GELOGI("OpKernelInfoStore name: %s.", (it.first).c_str());
  213. Status ret = it.second->Initialize(options);
  214. if (ret != SUCCESS) {
  215. GELOGE(GE_OPS_KERNEL_STORE_INIT_FAILED,
  216. "[Init][OpKernelLib]OpKernelInfoStore: %s initialize failed.", (it.first).c_str());
  217. REPORT_CALL_ERROR("E19999", "OpKernelInfoStore: %s initialize failed.", (it.first).c_str());
  218. return GE_OPS_KERNEL_STORE_INIT_FAILED;
  219. }
  220. }
  221. return SUCCESS;
  222. }
  223. void OpsKernelManager::InitOpsKernelInfo() {
  224. ops_kernel_info_.clear();
  225. for (const auto &it : ops_kernel_store_) {
  226. map<string, OpInfo> op_infos{};
  227. it.second->GetAllOpsKernelInfo(op_infos);
  228. for (const auto &op_info_it : op_infos) {
  229. auto op_info_copy = op_info_it.second;
  230. // flush ops kernel
  231. op_info_copy.opKernelLib = it.first;
  232. ops_kernel_info_[op_info_it.first].emplace_back(op_info_copy);
  233. GELOGD("OpKernelInfoStore name: %s, found op type is %s, engine name is %s, opkernel name is %s",
  234. (it.first).c_str(), op_info_it.first.c_str(), op_info_it.second.engine.c_str(),
  235. op_info_it.second.opKernelLib.c_str());
  236. }
  237. }
  238. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  239. if (instance_ptr == nullptr) {
  240. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib]malloc instance_ptr failed.");
  241. REPORT_INNER_ERROR("E19999", "InitOpsKernelInfo failed for new GELib.");
  242. return;
  243. }
  244. // sort op_info of ops_kernel_info_
  245. for (auto &it : ops_kernel_info_) {
  246. if (it.second.empty()) {
  247. continue;
  248. }
  249. auto comp_func = [&instance_ptr](const OpInfo &op_a, const OpInfo &op_b) -> bool {
  250. const string &a = op_a.engine;
  251. const string &b = op_b.engine;
  252. // check if a or b is registered
  253. if (!(instance_ptr->DNNEngineManagerObj().IsEngineRegistered(a))) {
  254. return false;
  255. }
  256. if (!(instance_ptr->DNNEngineManagerObj().IsEngineRegistered(b))) {
  257. return true;
  258. }
  259. // compare compute cost of a and b, IsEngineRegistered make sure engine is not nullptr
  260. auto engine_a = instance_ptr->DNNEngineManagerObj().GetEngine(a);
  261. auto engine_b = instance_ptr->DNNEngineManagerObj().GetEngine(b);
  262. DNNEngineAttribute attr_a, attr_b;
  263. engine_a->GetAttributes(attr_a);
  264. engine_b->GetAttributes(attr_b);
  265. return attr_a.compute_cost < attr_b.compute_cost;
  266. };
  267. // Sort the OpInfos based on the compute cost of the engine
  268. std::sort(it.second.begin(), it.second.end(), comp_func);
  269. }
  270. GELOGI("Init opsKernelInfo finished, size is %zu", ops_kernel_info_.size());
  271. }
  272. Status OpsKernelManager::InitGraphOptimizers(const map<string, string> &options) {
  273. GELOGI("Init graph optimizers options count %zu", options.size());
  274. for (const auto &option : options) {
  275. GELOGI("Init graph optimizers option %s: %s", option.first.c_str(), option.second.c_str());
  276. }
  277. GELOGI("The number of GraphOptimizerObjs are %zu.", graph_optimizers_.size());
  278. for (const auto &it : graph_optimizers_) {
  279. GELOGI("GraphOptimizer name: %s.", (it.first).c_str());
  280. GraphOptimizerAttribute attrs;
  281. GE_CHK_STATUS_RET(it.second->GetAttributes(attrs))
  282. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  283. if (instance_ptr == nullptr) {
  284. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib]malloc instance_ptr failed.");
  285. REPORT_INNER_ERROR("E19999", "InitGraphOptimizers failed for new GELib.");
  286. return GE_CLI_GE_NOT_INITIALIZED;
  287. }
  288. if (!instance_ptr->DNNEngineManagerObj().IsEngineRegistered(attrs.engineName)) {
  289. GELOGW("Engine: %s is not registered.", attrs.engineName.c_str());
  290. continue;
  291. }
  292. if (it.second->Initialize(options) != SUCCESS) {
  293. GELOGE(GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED,
  294. "[Init][GraphOptimizer] GraphOptimizer: %s initialize failed.", (it.first).c_str());
  295. REPORT_CALL_ERROR("E19999", "InitGraphOptimizers failed. %s initialize failed.", (it.first).c_str());
  296. return GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED;
  297. }
  298. }
  299. return SUCCESS;
  300. }
  301. Status OpsKernelManager::Finalize() {
  302. if (!init_flag_) {
  303. GELOGW("Finalize is not allowed, initialize first is necessary.");
  304. return SUCCESS;
  305. }
  306. GELOGI("free ops kernel resource.");
  307. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  308. GELOGI("OpsKernelStore finalize, name: %s.", (iter->first).c_str());
  309. Status status = iter->second->Finalize();
  310. if (SUCCESS != status) {
  311. GELOGE(status, "[Check][Status]OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  312. REPORT_CALL_ERROR("E19999", "OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  313. return status;
  314. }
  315. }
  316. for (auto iter = graph_optimizers_.begin(); iter != graph_optimizers_.end(); ++iter) {
  317. GELOGI("GraphOptimizer finalize, name: %s.", (iter->first).c_str());
  318. Status status = iter->second->Finalize();
  319. if (status != SUCCESS) {
  320. GELOGE(status, "[Check][Status] GraphOptimizer finalize failed, name: %s.", (iter->first).c_str());
  321. REPORT_CALL_ERROR("E19999", "GraphOptimizer finalize failed, name: %s.", (iter->first).c_str());
  322. return status;
  323. }
  324. }
  325. Status ret = FinalizeOpsKernel();
  326. if (ret != SUCCESS) {
  327. GELOGE(ret, "[Free][Ops Kernel Resource] failed.");
  328. REPORT_CALL_ERROR("E19999", "FinalizeOpsKernel failed, Free Ops kernel resource failed.");
  329. return ret;
  330. }
  331. init_flag_ = false;
  332. return SUCCESS;
  333. }
  334. const vector<OpInfo> &OpsKernelManager::GetOpsKernelInfo(const string &op_type) {
  335. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  336. auto find = ops_kernel_info_.find(op_type);
  337. if (find != ops_kernel_info_.end()) {
  338. return find->second;
  339. } else {
  340. InitOpsKernelInfo();
  341. find = ops_kernel_info_.find(op_type);
  342. if (find != ops_kernel_info_.end()) {
  343. return find->second;
  344. }
  345. GELOGW("Failed to get opsKernelInfo object by type: %s.", op_type.c_str());
  346. return empty_op_info_;
  347. }
  348. }
  349. const map<string, vector<OpInfo>> &OpsKernelManager::GetAllOpsKernelInfo() const {
  350. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  351. return ops_kernel_info_;
  352. }
  353. OpsKernelInfoStorePtr OpsKernelManager::GetOpsKernelInfoStore(const std::string &name) const {
  354. auto find = ops_kernel_store_.find(name);
  355. if (find != ops_kernel_store_.end()) {
  356. return find->second;
  357. }
  358. GELOGW("Failed to get opsKernelInfoStore object by name. OpKernelLibName is %s", name.c_str());
  359. return nullptr;
  360. }
  361. const map<string, OpsKernelInfoStorePtr> &OpsKernelManager::GetAllOpsKernelInfoStores() const {
  362. return ops_kernel_store_;
  363. }
  364. const map<string, GraphOptimizerPtr> &OpsKernelManager::GetAllGraphOptimizerObjs() const { return graph_optimizers_; }
  365. const vector<pair<string, GraphOptimizerPtr>> &OpsKernelManager::GetAllGraphOptimizerObjsByPriority(bool atomic_first_flag) const {
  366. if (atomic_first_flag) {
  367. return atomic_first_optimizers_by_priority_;
  368. } else {
  369. return compound_first_optimizers_by_priority_;
  370. }
  371. }
  372. void OpsKernelManager::GetGraphOptimizerByEngine(const std::string &engine_name,
  373. vector<GraphOptimizerPtr> &graph_optimizer) {
  374. for (const auto &it : graph_optimizers_) {
  375. GraphOptimizerAttribute attrs;
  376. if (it.second->GetAttributes(attrs) != SUCCESS) {
  377. GELOGW("Get GraphOptimizer name: %s attributes failed.", (it.first).c_str());
  378. continue;
  379. }
  380. if (attrs.engineName == engine_name) {
  381. GELOGD("GetGraphOptimizerByEngine GraphOptimizer name: %s, engineName: %s", (it.first).c_str(),
  382. attrs.engineName.c_str());
  383. graph_optimizer.push_back(it.second);
  384. }
  385. }
  386. if (graph_optimizer.empty()) {
  387. GELOGI("GetGraphOptimizerByEngine EngineName %s has no graph_optimizer.", engine_name.c_str());
  388. }
  389. }
  390. bool OpsKernelManager::GetEnableFeFlag() const { return enable_fe_flag_; }
  391. bool OpsKernelManager::GetEnableAICPUFlag() const { return enable_aicpu_flag_; }
  392. bool OpsKernelManager::GetEnablePluginFlag() const { return (enable_fe_flag_ || enable_aicpu_flag_); }
  393. void OpsKernelManager::ClassifyGraphOptimizers() {
  394. if (compound_engine_contains_.empty()) {
  395. atomic_graph_optimizers_ = graph_optimizers_;
  396. compound_graph_optimizers_.clear();
  397. return;
  398. }
  399. for (const auto &item : graph_optimizers_) {
  400. if (compound_engine_contains_.find(item.first) != compound_engine_contains_.end()) {
  401. GELOGI("Engine %s is a compound engine.", item.first.c_str());
  402. compound_graph_optimizers_.emplace(item);
  403. } else {
  404. GELOGI("Engine %s is an atomic engine.", item.first.c_str());
  405. atomic_graph_optimizers_.emplace(item);
  406. }
  407. }
  408. }
  409. void OpsKernelManager::InitGraphOptimizerPriority() {
  410. string priority_conf_path = "plugin/opskernel/optimizer_priority.pbtxt";
  411. string path = PluginManager::GetPath();
  412. path.append(priority_conf_path);
  413. optimizers::Priority optimizerPriority;
  414. if (!ReadProtoFromText(path.c_str(), &optimizerPriority)) {
  415. GELOGW("Read priority file failed. Follow loading sequence.");
  416. return;
  417. }
  418. auto priorities = optimizerPriority.optimizer();
  419. if (priorities.empty()) {
  420. GELOGI("No priority file config. Follow loading sequence.");
  421. return;
  422. }
  423. // sort optimizer map by priority
  424. std::stringstream priority_seq;
  425. for (const auto optimizer_name : priorities) {
  426. auto name_to_optimizer_pair = atomic_graph_optimizers_.find(optimizer_name);
  427. if (name_to_optimizer_pair != atomic_graph_optimizers_.end()) {
  428. atomic_graph_optimizers_by_priority_.emplace_back(*name_to_optimizer_pair);
  429. priority_seq << optimizer_name.c_str() << ' ';
  430. } else {
  431. GELOGW("Unknown optimizer %s show up in priority config file. Please check.", optimizer_name.c_str());
  432. }
  433. }
  434. GELOGI("Atomic graph Optimizers priority initialized. The sequence will follow : %s.", priority_seq.str().c_str());
  435. atomic_first_optimizers_by_priority_ = atomic_graph_optimizers_by_priority_;
  436. for (const auto &item : compound_graph_optimizers_) {
  437. atomic_first_optimizers_by_priority_.emplace_back(std::make_pair(item.first, item.second));
  438. compound_first_optimizers_by_priority_.emplace_back(std::make_pair(item.first, item.second));
  439. }
  440. for (const auto &item : atomic_graph_optimizers_by_priority_) {
  441. compound_first_optimizers_by_priority_.emplace_back(std::make_pair(item.first, item.second));
  442. }
  443. }
  444. Status OpsKernelManager::FinalizeOpsKernel() {
  445. GELOGI("ge invoke ops kernel finalize.");
  446. Status ret = plugin_manager_.InvokeAll<Status>(kFinalize);
  447. if (ret != SUCCESS) {
  448. GELOGE(ret, "[Finalize][Check][Status] invoke Fe finalize failed.");
  449. REPORT_INNER_ERROR("E19999", "PluginManager InvokeAll failed.");
  450. return ret;
  451. }
  452. return SUCCESS;
  453. }
  454. } // 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