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ops_kernel_manager.cc 19 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. std::mutex ops_kernel_info_mutex;
  25. } // namespace
  26. namespace ge {
  27. OpsKernelManager::OpsKernelManager()
  28. : plugin_manager_(), op_tiling_manager_(), init_flag_(false), enable_fe_flag_(false), enable_aicpu_flag_(false) {}
  29. OpsKernelManager::~OpsKernelManager() {
  30. graph_optimizers_.clear();
  31. ops_kernel_store_.clear();
  32. ops_kernel_info_.clear();
  33. }
  34. Status OpsKernelManager::Initialize(const map<string, string> &options_const) {
  35. if (init_flag_) {
  36. GELOGW("OpsKernelManager has been initialized.");
  37. return SUCCESS;
  38. }
  39. std::map<string, string> options(options_const);
  40. Status ret = InitPluginOptions(options);
  41. if (ret != SUCCESS) {
  42. GELOGE(ret, "[Init][PluginOptions] parse pluginFlag from ge options failed.");
  43. REPORT_CALL_ERROR("E19999", "InitPluginOptions failed.");
  44. return ret;
  45. }
  46. vector<string> func_check_list = {kInitialize, kGetOpsKernelInfoStores, kGetGraphOptimizerObjs, kFinalize};
  47. string extern_engine_path;
  48. auto iter = options.find(OPTION_EXEC_IS_USEHCOM);
  49. if (iter == options.end()) {
  50. GELOGI("OPTION_EXEC_IS_USEHCOM is not set, default is single P");
  51. options.emplace("ge.exec.isUseHcom", to_string(0));
  52. }
  53. iter = options.find(OPTION_EXEC_IS_USEHVD);
  54. if (iter == options.end()) {
  55. GELOGI("OPTION_EXEC_IS_USEHVD is not set, default is single P");
  56. options.emplace("ge.exec.isUseHvd", to_string(0));
  57. }
  58. GetExternalEnginePath(extern_engine_path, options);
  59. GELOGI("OPTION_EXEC_EXTERN_PLUGIN_PATH=%s.", extern_engine_path.c_str());
  60. op_tiling_manager_.LoadSo();
  61. ret = plugin_manager_.LoadSo(extern_engine_path, func_check_list);
  62. if (ret == SUCCESS) {
  63. initialize_ = options;
  64. Status rst0 = plugin_manager_.InvokeAll<map<string, string> &, Status>(kInitialize, initialize_);
  65. if (rst0 == FAILED) {
  66. GELOGE(GE_OPS_GET_NO_VALID_SO, "[Invoke][OpsKernelInfo]PluginManager InvokeAll failed.");
  67. REPORT_INNER_ERROR("E19999", "PluginManager InvokeAll failed.");
  68. return GE_OPS_GET_NO_VALID_SO;
  69. }
  70. Status rst1 =
  71. plugin_manager_.InvokeAll<map<string, OpsKernelInfoStorePtr> &>(kGetOpsKernelInfoStores, ops_kernel_store_);
  72. if (rst1 != SUCCESS) {
  73. GELOGW("Initialize OpsKernelInfo failed.");
  74. }
  75. Status rst2 =
  76. plugin_manager_.InvokeAll<map<string, GraphOptimizerPtr> &>(kGetGraphOptimizerObjs, graph_optimizers_);
  77. if (rst2 != SUCCESS) {
  78. GELOGW("Initialize GraphOptimizerObjs failed.");
  79. }
  80. ret = CheckPluginPtr();
  81. if (ret != SUCCESS) {
  82. return ret;
  83. }
  84. ret = InitOpKernelInfoStores(options);
  85. if (ret != SUCCESS) {
  86. return ret;
  87. }
  88. InitOpsKernelInfo();
  89. ret = InitGraphOptimzers(options);
  90. if (ret != SUCCESS) {
  91. return ret;
  92. }
  93. ret = InitGraphOptimizerPriority();
  94. if ((ret != SUCCESS)) {
  95. GELOGE(ret, "[Init][GraphOptimizerPriority] failed.");
  96. REPORT_CALL_ERROR("E19999", "InitGraphOptimizerPriority failed.");
  97. return ret;
  98. }
  99. init_flag_ = true;
  100. return SUCCESS;
  101. } else {
  102. GELOGE(ret, "[Check][SoFile] not find any valid so file.");
  103. REPORT_INNER_ERROR("E19999", "OpsKernelManager::Initialize failed for not find any valid so file.");
  104. return ret;
  105. }
  106. }
  107. void OpsKernelManager::GetExternalEnginePath(std::string &extern_engine_path,
  108. const std::map<string, string>& options) {
  109. GELOGI("Enter get external engine so path schedule");
  110. const char *path_env = std::getenv("ASCEND_ENGINE_PATH");
  111. if (path_env != nullptr) {
  112. extern_engine_path = path_env;
  113. GELOGI("OpsKernelManager get external engine so path from env.");
  114. return;
  115. }
  116. std::string path_base = PluginManager::GetPath();
  117. std::string so_path = "plugin/opskernel/";
  118. std::string path = path_base + so_path;
  119. extern_engine_path = (path + "libfe.so" + ":") + (path + "libge_local_engine.so" + ":") +
  120. (path + "librts_engine.so" + ":") + (path + "libaicpu_ascend_engine.so" + ":") +
  121. (path + "libhost_cpu_engine.so" + ":") + (path + "libaicpu_tf_engine.so" + ":");
  122. auto iter = options.find(OPTION_EXEC_HCCL_FLAG);
  123. if (iter == options.end() || iter->second != "0") {
  124. extern_engine_path += (path_base + "libhcom_graph_adaptor.so");
  125. }
  126. }
  127. Status OpsKernelManager::InitPluginOptions(const map<string, string> &options) {
  128. Status ret;
  129. // parse fe
  130. ret = ParsePluginOptions(options, GE_FE_FLAG, enable_fe_flag_);
  131. if (ret != SUCCESS) {
  132. return ret;
  133. }
  134. // parse aiCpu
  135. ret = ParsePluginOptions(options, GE_AICPU_FLAG, enable_aicpu_flag_);
  136. if (ret != SUCCESS) {
  137. return ret;
  138. }
  139. return SUCCESS;
  140. }
  141. Status OpsKernelManager::ParsePluginOptions(const map<string, string> &options, const string &plugin_name,
  142. bool &enable_flag) {
  143. GELOGI("Parse the Plugin Options, plugin_name:%s.", plugin_name.c_str());
  144. auto iter = options.find(plugin_name);
  145. if (iter != options.end()) {
  146. try {
  147. int32_t flag = std::stoi(iter->second.c_str());
  148. if (flag == 0) {
  149. enable_flag = false;
  150. } else if (flag == 1) {
  151. enable_flag = true;
  152. } else {
  153. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  154. "[Parse][PluginOptions]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  155. plugin_name.c_str(), iter->second.c_str());
  156. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  157. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  158. return GE_GRAPH_OPTIONS_INVALID;
  159. }
  160. } catch (std::invalid_argument &) {
  161. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][PluginOptions] failed, option_key:ge.feFlag,"
  162. "its value %s is invalid_argument, it must be 0 or 1.",
  163. iter->second.c_str());
  164. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:ge.feFlag,"
  165. "its value %s is invalid_argument, it must be 0 or 1.",
  166. iter->second.c_str());
  167. return GE_GRAPH_OPTIONS_INVALID;
  168. } catch (std::out_of_range &) {
  169. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  170. "[Parse][PluginOptions]failed, option_key:ge.feFlag, its value %s is out of range, it must be 0 or 1.",
  171. iter->second.c_str());
  172. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:ge.feFlag,"
  173. "its value %s is out of range, it must be 0 or 1.",
  174. iter->second.c_str());
  175. return GE_GRAPH_OPTIONS_INVALID;
  176. } catch (...) {
  177. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  178. "[Parse][PluginOptions]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  179. plugin_name.c_str(), iter->second.c_str());
  180. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  181. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  182. return GE_GRAPH_OPTIONS_INVALID;
  183. }
  184. } else {
  185. GELOGI("Not find option_key %s, set to default value false.", plugin_name.c_str());
  186. enable_flag = false;
  187. }
  188. return SUCCESS;
  189. }
  190. Status OpsKernelManager::CheckPluginPtr() const {
  191. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  192. if (iter->second == nullptr) {
  193. GELOGE(INTERNAL_ERROR, "[Check][PluginPtr] OpsKernelInfoStorePtr key=%s is null", iter->first.c_str());
  194. REPORT_INNER_ERROR("E19999", "CheckPluginPtr OpsKernelInfoStorePtr key=%s is null", iter->first.c_str());
  195. return FAILED;
  196. }
  197. }
  198. for (auto iter1 = graph_optimizers_.begin(); iter1 != graph_optimizers_.end(); ++iter1) {
  199. if (iter1->second == nullptr) {
  200. GELOGE(INTERNAL_ERROR, "[Check][PluginPtr] GraphOptimizerPtr key=%s is null", iter1->first.c_str());
  201. REPORT_INNER_ERROR("E19999", "GraphOptimizerPtr key=%s is null", iter1->first.c_str());
  202. return FAILED;
  203. }
  204. }
  205. return SUCCESS;
  206. }
  207. Status OpsKernelManager::InitOpKernelInfoStores(const map<string, string> &options) {
  208. GELOGI("The number of OpKernelInfoStoreObjs are %lu.", ops_kernel_store_.size());
  209. for (const auto &it : ops_kernel_store_) {
  210. GELOGI("OpKernelInfoStore name: %s.", (it.first).c_str());
  211. Status ret = it.second->Initialize(options);
  212. if (ret != SUCCESS) {
  213. GELOGE(GE_OPS_KERNEL_STORE_INIT_FAILED,
  214. "[Init][OpKernelLib]OpKernelInfoStore: %s initialize failed.", (it.first).c_str());
  215. REPORT_CALL_ERROR("E19999", "OpKernelInfoStore: %s initialize failed.", (it.first).c_str());
  216. return GE_OPS_KERNEL_STORE_INIT_FAILED;
  217. }
  218. }
  219. return SUCCESS;
  220. }
  221. void OpsKernelManager::InitOpsKernelInfo() {
  222. ops_kernel_info_.clear();
  223. for (const auto &it : ops_kernel_store_) {
  224. map<string, OpInfo> op_infos{};
  225. it.second->GetAllOpsKernelInfo(op_infos);
  226. for (const auto &op_info_it : op_infos) {
  227. auto op_info_copy = op_info_it.second;
  228. // flush ops kernel
  229. op_info_copy.opKernelLib = it.first;
  230. ops_kernel_info_[op_info_it.first].emplace_back(op_info_copy);
  231. GELOGD("OpKernelInfoStore name: %s, found op type is %s, engine name is %s, opkernel name is %s",
  232. (it.first).c_str(), op_info_it.first.c_str(), op_info_it.second.engine.c_str(),
  233. op_info_it.second.opKernelLib.c_str());
  234. }
  235. }
  236. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  237. if (instance_ptr == nullptr) {
  238. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib]malloc instance_ptr failed.");
  239. REPORT_INNER_ERROR("E19999", "InitOpsKernelInfo failed for new GELib.");
  240. return;
  241. }
  242. // sort opinfo of ops_kernel_info_
  243. for (auto &it : ops_kernel_info_) {
  244. if (it.second.empty()) {
  245. continue;
  246. }
  247. auto comp_func = [&instance_ptr](const OpInfo &op_a, const OpInfo &op_b) -> bool {
  248. const string &a = op_a.engine;
  249. const string &b = op_b.engine;
  250. // check if a or b is registered
  251. if (!(instance_ptr->DNNEngineManagerObj().IsEngineRegistered(a))) {
  252. return false;
  253. }
  254. if (!(instance_ptr->DNNEngineManagerObj().IsEngineRegistered(b))) {
  255. return true;
  256. }
  257. // compare compute cost of a and b, IsEngineRegistered make sure engine is not nullptr
  258. auto engine_a = instance_ptr->DNNEngineManagerObj().GetEngine(a);
  259. auto engine_b = instance_ptr->DNNEngineManagerObj().GetEngine(b);
  260. DNNEngineAttribute attr_a, attr_b;
  261. engine_a->GetAttributes(attr_a);
  262. engine_b->GetAttributes(attr_b);
  263. return attr_a.compute_cost < attr_b.compute_cost;
  264. };
  265. // Sort the OpInfos based on the compute cost of the engine
  266. std::sort(it.second.begin(), it.second.end(), comp_func);
  267. }
  268. GELOGI("Init opsKernelInfo finished, size is %zu", ops_kernel_info_.size());
  269. }
  270. Status OpsKernelManager::InitGraphOptimzers(const map<string, string> &options) {
  271. GELOGI("Init graph optimizers options count %zu", options.size());
  272. for (const auto &option : options) {
  273. GELOGI("Init graph optimizers option %s: %s", option.first.c_str(), option.second.c_str());
  274. }
  275. GELOGI("The number of GraphOptimzerObjs are %zu.", graph_optimizers_.size());
  276. for (const auto &it : graph_optimizers_) {
  277. GELOGI("GraphOptimzer name: %s.", (it.first).c_str());
  278. GraphOptimizerAttribute attrs;
  279. GE_CHK_STATUS_RET(it.second->GetAttributes(attrs))
  280. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  281. if (instance_ptr == nullptr) {
  282. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib]malloc instance_ptr failed.");
  283. REPORT_INNER_ERROR("E19999", "InitGraphOptimzers failed for new GELib.");
  284. return GE_CLI_GE_NOT_INITIALIZED;
  285. }
  286. if (!instance_ptr->DNNEngineManagerObj().IsEngineRegistered(attrs.engineName)) {
  287. GELOGW("Engine: %s is not registered.", attrs.engineName.c_str());
  288. continue;
  289. }
  290. Status ret = it.second->Initialize(options);
  291. if (ret != SUCCESS) {
  292. GELOGE(GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED,
  293. "[Init][GraphOptimzer]GraphOptimzer: %s initialize failed.", (it.first).c_str());
  294. REPORT_CALL_ERROR("E19999", "InitGraphOptimzers failed. %s initialize failed.", (it.first).c_str());
  295. return GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED;
  296. }
  297. }
  298. return SUCCESS;
  299. }
  300. Status OpsKernelManager::Finalize() {
  301. if (!init_flag_) {
  302. GELOGW("Finalize is not allowed, initialize first is necessary.");
  303. return SUCCESS;
  304. }
  305. GELOGI("free ops kernel resource.");
  306. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  307. GELOGI("OpsKernelStore finalize, name: %s.", (iter->first).c_str());
  308. Status status = iter->second->Finalize();
  309. if (SUCCESS != status) {
  310. GELOGE(status, "[Check][Status]OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  311. REPORT_CALL_ERROR("E19999", "OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  312. return status;
  313. }
  314. }
  315. for (auto iter = graph_optimizers_.begin(); iter != graph_optimizers_.end(); ++iter) {
  316. GELOGI("GraphOptimzers finalize, name: %s.", (iter->first).c_str());
  317. Status status = iter->second->Finalize();
  318. if (status != SUCCESS) {
  319. GELOGE(status, "[Check][Status]GraphOptimzers finalize failed, name: %s.", (iter->first).c_str());
  320. REPORT_CALL_ERROR("E19999", "GraphOptimzers finalize failed, name: %s.", (iter->first).c_str());
  321. return status;
  322. }
  323. }
  324. Status ret = FinalizeOpsKernel();
  325. if (ret != SUCCESS) {
  326. GELOGE(ret, "[Free][Ops Kernel Resource] failed.");
  327. REPORT_CALL_ERROR("E19999", "FinalizeOpsKernel failed, Free Ops kernel resource failed.");
  328. return ret;
  329. }
  330. init_flag_ = false;
  331. return SUCCESS;
  332. }
  333. const vector<OpInfo> &OpsKernelManager::GetOpsKernelInfo(const string &op_type) {
  334. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  335. auto find = ops_kernel_info_.find(op_type);
  336. if (find != ops_kernel_info_.end()) {
  337. return find->second;
  338. } else {
  339. InitOpsKernelInfo();
  340. find = ops_kernel_info_.find(op_type);
  341. if (find != ops_kernel_info_.end()) {
  342. return find->second;
  343. }
  344. GELOGW("Failed to get opsKernelInfo object by type: %s.", op_type.c_str());
  345. return empty_op_info_;
  346. }
  347. }
  348. const map<string, vector<OpInfo>> &OpsKernelManager::GetAllOpsKernelInfo() const {
  349. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  350. return ops_kernel_info_;
  351. }
  352. OpsKernelInfoStorePtr OpsKernelManager::GetOpsKernelInfoStore(const std::string &name) const {
  353. auto find = ops_kernel_store_.find(name);
  354. if (find != ops_kernel_store_.end()) {
  355. return find->second;
  356. }
  357. GELOGW("Failed to get opsKernelInfoStore object by name. OpKernelLibName is %s", name.c_str());
  358. return nullptr;
  359. }
  360. const map<string, OpsKernelInfoStorePtr> &OpsKernelManager::GetAllOpsKernelInfoStores() const {
  361. return ops_kernel_store_;
  362. }
  363. const map<string, GraphOptimizerPtr> &OpsKernelManager::GetAllGraphOptimizerObjs() const { return graph_optimizers_; }
  364. const vector<pair<string, GraphOptimizerPtr>> &OpsKernelManager::GetAllGraphOptimizerObjsByPriority() const {
  365. return graph_optimizers_by_priority_;
  366. }
  367. void OpsKernelManager::GetGraphOptimizerByEngine(const std::string &engine_name,
  368. vector<GraphOptimizerPtr> &graph_optimizer) {
  369. for (const auto &it : graph_optimizers_) {
  370. GraphOptimizerAttribute attrs;
  371. if (it.second->GetAttributes(attrs) != SUCCESS) {
  372. GELOGW("Get GraphOptimzer name: %s attributes failed.", (it.first).c_str());
  373. continue;
  374. }
  375. if (attrs.engineName == engine_name) {
  376. GELOGD("GetGraphOptimizerByEngine GraphOptimzer name: %s, engineName: %s", (it.first).c_str(),
  377. attrs.engineName.c_str());
  378. graph_optimizer.push_back(it.second);
  379. }
  380. }
  381. if (graph_optimizer.empty()) {
  382. GELOGI("GetGraphOptimizerByEngine EngineName %s has no graph_optimizer.", engine_name.c_str());
  383. }
  384. }
  385. bool OpsKernelManager::GetEnableFeFlag() const { return enable_fe_flag_; }
  386. bool OpsKernelManager::GetEnableAICPUFlag() const { return enable_aicpu_flag_; }
  387. bool OpsKernelManager::GetEnablePluginFlag() const { return (enable_fe_flag_ || enable_aicpu_flag_); }
  388. Status OpsKernelManager::InitGraphOptimizerPriority() {
  389. string priority_conf_path = "plugin/opskernel/optimizer_priority.pbtxt";
  390. string path = PluginManager::GetPath();
  391. path.append(priority_conf_path);
  392. optimizers::Priority optimizerPriority;
  393. bool ret = ReadProtoFromText(path.c_str(), &optimizerPriority);
  394. if (!ret) {
  395. GELOGW("Read priority file failed. Follow loading sequence.");
  396. return SUCCESS;
  397. }
  398. auto priorities = optimizerPriority.optimizer();
  399. if (priorities.empty()) {
  400. GELOGI("No priority file config. Follow loading sequence.");
  401. return SUCCESS;
  402. }
  403. // sort optimizer map by priority
  404. std::stringstream priority_seq;
  405. for (const auto optimizer_name : priorities) {
  406. auto name_to_optimizer_pair = graph_optimizers_.find(optimizer_name);
  407. if (name_to_optimizer_pair != graph_optimizers_.end()) {
  408. graph_optimizers_by_priority_.emplace_back(*name_to_optimizer_pair);
  409. priority_seq << optimizer_name.c_str() << ' ';
  410. } else {
  411. GELOGW("Unknown optimizer %s show up in priority config file. Please check.", optimizer_name.c_str());
  412. }
  413. }
  414. GELOGI("Graph Optimizers priority initialized. The sequence will follow : %s.", priority_seq.str().c_str());
  415. return SUCCESS;
  416. }
  417. Status OpsKernelManager::FinalizeOpsKernel() {
  418. GELOGI("ge invoke ops kernal finalize.");
  419. Status ret = plugin_manager_.InvokeAll<Status>(kFinalize);
  420. if (ret != SUCCESS) {
  421. GELOGE(ret, "[Finalize][Check][Status] invoke Fe finalize failed.");
  422. REPORT_INNER_ERROR("E19999", "PluginManager InvokeAll failed.");
  423. return ret;
  424. }
  425. return SUCCESS;
  426. }
  427. } // 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