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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 <dlfcn.h>
  18. #include <algorithm>
  19. #include <iostream>
  20. #include <utility>
  21. #include <google/protobuf/io/coded_stream.h>
  22. #include <google/protobuf/io/zero_copy_stream_impl.h>
  23. #include <google/protobuf/text_format.h>
  24. #include "../init/gelib.h"
  25. #include "framework/common/debug/ge_log.h"
  26. #include "ge/ge_api.h"
  27. #include "proto/optimizer_priority.pb.h"
  28. namespace {
  29. const char *const kInitialize = "Initialize";
  30. const char *const kGetOpsKernelInfoStores = "GetOpsKernelInfoStores";
  31. const char *const kGetGraphOptimizerObjs = "GetGraphOptimizerObjs";
  32. const char *const kFinalize = "Finalize";
  33. std::mutex ops_kernel_info_mutex;
  34. } // namespace
  35. namespace ge {
  36. OpsKernelManager::OpsKernelManager()
  37. : plugin_manager_(), op_tiling_manager_(), init_flag_(false), enable_fe_flag_(false), enable_aicpu_flag_(false) {}
  38. OpsKernelManager::~OpsKernelManager() {
  39. graph_optimizers_.clear();
  40. ops_kernel_store_.clear();
  41. ops_kernel_info_.clear();
  42. }
  43. Status OpsKernelManager::Initialize(const map<string, string> &options_const) {
  44. if (init_flag_) {
  45. GELOGW("OpsKernelManager has been initialized.");
  46. return SUCCESS;
  47. }
  48. std::map<string, string> options(options_const);
  49. Status ret = InitPluginOptions(options);
  50. if (ret != SUCCESS) {
  51. GELOGE(ret, "[Init][PluginOptions] parse pluginFlag from ge options failed.");
  52. return ret;
  53. }
  54. vector<string> func_check_list = {kInitialize, kGetOpsKernelInfoStores, kGetGraphOptimizerObjs, kFinalize};
  55. string extern_engine_path;
  56. auto iter = options.find(OPTION_EXEC_IS_USEHCOM);
  57. if (iter == options.end()) {
  58. GELOGI("OPTION_EXEC_IS_USEHCOM is not set, default is single P");
  59. options.emplace("ge.exec.isUseHcom", to_string(0));
  60. }
  61. iter = options.find(OPTION_EXEC_IS_USEHVD);
  62. if (iter == options.end()) {
  63. GELOGI("OPTION_EXEC_IS_USEHVD is not set, default is single P");
  64. options.emplace("ge.exec.isUseHvd", to_string(0));
  65. }
  66. GetExternalEnginePath(extern_engine_path, options);
  67. GELOGI("OPTION_EXEC_EXTERN_PLUGIN_PATH=%s.", extern_engine_path.c_str());
  68. op_tiling_manager_.LoadSo();
  69. ret = plugin_manager_.LoadSo(extern_engine_path, func_check_list);
  70. if (ret == SUCCESS) {
  71. initialize_ = options;
  72. Status rst0 = plugin_manager_.InvokeAll<map<string, string> &, Status>(kInitialize, initialize_);
  73. if (rst0 == FAILED) {
  74. GELOGE(GE_OPS_GET_NO_VALID_SO, "[Invoke][OpsKernelInfo]PluginManager InvokeAll failed.");
  75. REPORT_INNER_ERROR("E19999", "PluginManager InvokeAll failed.")
  76. return GE_OPS_GET_NO_VALID_SO;
  77. }
  78. Status rst1 =
  79. plugin_manager_.InvokeAll<map<string, OpsKernelInfoStorePtr> &>(kGetOpsKernelInfoStores, ops_kernel_store_);
  80. if (rst1 != SUCCESS) {
  81. GELOGW("Initialize OpsKernelInfo failed.");
  82. }
  83. Status rst2 =
  84. plugin_manager_.InvokeAll<map<string, GraphOptimizerPtr> &>(kGetGraphOptimizerObjs, graph_optimizers_);
  85. if (rst2 != SUCCESS) {
  86. GELOGW("Initialize GraphOptimizerObjs failed.");
  87. }
  88. ret = CheckPluginPtr();
  89. if (ret != SUCCESS) {
  90. return ret;
  91. }
  92. ret = InitOpKernelInfoStores(options);
  93. if (ret != SUCCESS) {
  94. return ret;
  95. }
  96. InitOpsKernelInfo();
  97. ret = InitGraphOptimzers(options);
  98. if (ret != SUCCESS) {
  99. return ret;
  100. }
  101. ret = InitGraphOptimizerPriority();
  102. if ((ret != SUCCESS)) {
  103. GELOGE(ret, "[Init][GraphOptimizerPriority] failed.");
  104. return ret;
  105. }
  106. init_flag_ = true;
  107. return SUCCESS;
  108. } else {
  109. GELOGE(ret, "[Check][So File] not find any valid so file.");
  110. REPORT_INNER_ERROR("E19999", "OpsKernelManager::Initialize failed for not find any valid so file.");
  111. return ret;
  112. }
  113. }
  114. void OpsKernelManager::GetExternalEnginePath(std::string &extern_engine_path,
  115. const std::map<string, string>& options) {
  116. GELOGI("Enter get external engine so path schedule");
  117. const char *path_env = std::getenv("ASCEND_ENGINE_PATH");
  118. if (path_env != nullptr) {
  119. extern_engine_path = path_env;
  120. GELOGI("OpsKernelManager get external engine so path from env.");
  121. return;
  122. }
  123. std::string path_base = PluginManager::GetPath();
  124. std::string so_path = "plugin/opskernel/";
  125. std::string path = path_base + so_path;
  126. extern_engine_path = (path + "libfe.so" + ":") + (path + "libge_local_engine.so" + ":") +
  127. (path + "librts_engine.so" + ":") + (path + "libaicpu_ascend_engine.so" + ":") +
  128. (path + "libhost_cpu_engine.so" + ":") + (path + "libaicpu_tf_engine.so" + ":");
  129. auto iter = options.find(OPTION_EXEC_HCCL_FLAG);
  130. if (iter == options.end() || iter->second != "0") {
  131. extern_engine_path += (path_base + "libhcom_graph_adaptor.so");
  132. }
  133. }
  134. Status OpsKernelManager::InitPluginOptions(const map<string, string> &options) {
  135. Status ret;
  136. // parse fe
  137. ret = ParsePluginOptions(options, GE_FE_FLAG, enable_fe_flag_);
  138. if (ret != SUCCESS) {
  139. return ret;
  140. }
  141. // parse aiCpu
  142. ret = ParsePluginOptions(options, GE_AICPU_FLAG, enable_aicpu_flag_);
  143. if (ret != SUCCESS) {
  144. return ret;
  145. }
  146. return SUCCESS;
  147. }
  148. Status OpsKernelManager::ParsePluginOptions(const map<string, string> &options, const string &plugin_name,
  149. bool &enable_flag) {
  150. GELOGI("Parse the Plugin Options, plugin_name:%s.", plugin_name.c_str());
  151. auto iter = options.find(plugin_name);
  152. if (iter != options.end()) {
  153. try {
  154. int32_t flag = std::stoi(iter->second.c_str());
  155. if (flag == 0) {
  156. enable_flag = false;
  157. } else if (flag == 1) {
  158. enable_flag = true;
  159. } else {
  160. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Data]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  161. plugin_name.c_str(), iter->second.c_str());
  162. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  163. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  164. return GE_GRAPH_OPTIONS_INVALID;
  165. }
  166. } catch (std::invalid_argument &) {
  167. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  168. "[Check][Data] failed, option_key:ge.feFlag, its value %s is invalid_argument, it must be 0 or 1.",
  169. iter->second.c_str());
  170. REPORT_INNER_ERROR("E19999",
  171. "ParsePluginOptions failed, option_key:ge.feFlag, its value %s is invalid_argument, it must be 0 or 1.",
  172. iter->second.c_str());
  173. return GE_GRAPH_OPTIONS_INVALID;
  174. } catch (std::out_of_range &) {
  175. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  176. "[Check][Data]failed, option_key:ge.feFlag, its value %s is out of range, it must be 0 or 1.",
  177. iter->second.c_str());
  178. REPORT_INNER_ERROR("E19999",
  179. "ParsePluginOptions failed, option_key:ge.feFlag, its value %s is out of range, it must be 0 or 1.",
  180. iter->second.c_str());option_key:ge.feFlag,
  181. return GE_GRAPH_OPTIONS_INVALID;
  182. } catch (...) {
  183. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Data]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 failed.");
  245. return;
  246. }
  247. // sort opinfo of ops_kernel_info_
  248. for (auto &it : ops_kernel_info_) {
  249. if (it.second.empty()) {
  250. continue;
  251. }
  252. auto comp_func = [this, &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::InitGraphOptimzers(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 GraphOptimzerObjs are %zu.", graph_optimizers_.size());
  281. for (const auto &it : graph_optimizers_) {
  282. GELOGI("GraphOptimzer name: %s.", (it.first).c_str());
  283. GraphOptimizerAttribute attrs;
  284. GE_CHK_STATUS_RET(it.second->GetAttributes(attrs))
  285. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  286. if (instance_ptr == nullptr) {
  287. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib]malloc instance_ptr failed.");
  288. REPORT_INNER_ERROR("E19999", "InitGraphOptimzers failed for new GELib failed.");
  289. return GE_CLI_GE_NOT_INITIALIZED;
  290. }
  291. if (!instance_ptr->DNNEngineManagerObj().IsEngineRegistered(attrs.engineName)) {
  292. GELOGW("Engine: %s is not registered.", attrs.engineName.c_str());
  293. continue;
  294. }
  295. Status ret = it.second->Initialize(options);
  296. if (ret != SUCCESS) {
  297. GELOGE(GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED,
  298. "[Init][GraphOptimzer]GraphOptimzer: %s initialize failed.", (it.first).c_str());
  299. REPORT_CALL_ERROR("E19999", "InitGraphOptimzers failed. %s initialize failed.", (it.first).c_str());
  300. return GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED;
  301. }
  302. }
  303. return SUCCESS;
  304. }
  305. Status OpsKernelManager::Finalize() {
  306. if (!init_flag_) {
  307. GELOGW("Finalize is not allowed, initialize first is necessary.");
  308. return SUCCESS;
  309. }
  310. GELOGI("free ops kernel resource.");
  311. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  312. GELOGI("OpsKernelStore finalize, name: %s.", (iter->first).c_str());
  313. Status status = iter->second->Finalize();
  314. if (SUCCESS != status) {
  315. GELOGE(status, "[Check][Status]OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  316. REPORT_CALL_ERROR("E19999", "OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  317. return status;
  318. }
  319. }
  320. for (auto iter = graph_optimizers_.begin(); iter != graph_optimizers_.end(); ++iter) {
  321. GELOGI("GraphOptimzers finalize, name: %s.", (iter->first).c_str());
  322. Status status = iter->second->Finalize();
  323. if (status != SUCCESS) {
  324. GELOGE(status, "[Check][Status]GraphOptimzers finalize failed, name: %s.", (iter->first).c_str());
  325. REPORT_CALL_ERROR("E19999", "GraphOptimzers finalize failed, name: %s.", (iter->first).c_str());
  326. return status;
  327. }
  328. }
  329. Status ret = FinalizeOpsKernel();
  330. if (ret != SUCCESS) {
  331. GELOGE(ret, "[Free][Ops kernel resource] failed.");
  332. REPORT_CALL_ERROR("E19999", "FinalizeOpsKernel failed, Free Ops kernel resource failed.");
  333. return ret;
  334. }
  335. init_flag_ = false;
  336. return SUCCESS;
  337. }
  338. const vector<OpInfo> &OpsKernelManager::GetOpsKernelInfo(const string &op_type) {
  339. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  340. auto find = ops_kernel_info_.find(op_type);
  341. if (find != ops_kernel_info_.end()) {
  342. return find->second;
  343. } else {
  344. InitOpsKernelInfo();
  345. find = ops_kernel_info_.find(op_type);
  346. if (find != ops_kernel_info_.end()) {
  347. return find->second;
  348. }
  349. GELOGW("Failed to get opsKernelInfo object by type: %s.", op_type.c_str());
  350. return empty_op_info_;
  351. }
  352. }
  353. const map<string, vector<OpInfo>> &OpsKernelManager::GetAllOpsKernelInfo() const {
  354. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  355. return ops_kernel_info_;
  356. }
  357. OpsKernelInfoStorePtr OpsKernelManager::GetOpsKernelInfoStore(const std::string &name) const {
  358. auto find = ops_kernel_store_.find(name);
  359. if (find != ops_kernel_store_.end()) {
  360. return find->second;
  361. }
  362. GELOGW("Failed to get opsKernelInfoStore object by name. OpKernelLibName is %s", name.c_str());
  363. return nullptr;
  364. }
  365. const map<string, OpsKernelInfoStorePtr> &OpsKernelManager::GetAllOpsKernelInfoStores() const {
  366. return ops_kernel_store_;
  367. }
  368. const map<string, GraphOptimizerPtr> &OpsKernelManager::GetAllGraphOptimizerObjs() const { return graph_optimizers_; }
  369. const vector<pair<string, GraphOptimizerPtr>> &OpsKernelManager::GetAllGraphOptimizerObjsByPriority() const {
  370. return graph_optimizers_by_priority_;
  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 GraphOptimzer name: %s attributes failed.", (it.first).c_str());
  378. continue;
  379. }
  380. if (attrs.engineName == engine_name) {
  381. GELOGD("GetGraphOptimizerByEngine GraphOptimzer 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. Status OpsKernelManager::InitGraphOptimizerPriority() {
  394. string priority_conf_path = "plugin/opskernel/optimizer_priority.pbtxt";
  395. string path = PluginManager::GetPath();
  396. path.append(priority_conf_path);
  397. optimizers::Priority optimizerPriority;
  398. bool ret = ReadProtoFromText(path.c_str(), &optimizerPriority);
  399. if (!ret) {
  400. GELOGW("Read priority file failed. Follow loading sequence.");
  401. return SUCCESS;
  402. }
  403. auto priorities = optimizerPriority.optimizer();
  404. if (priorities.empty()) {
  405. GELOGI("No priority file config. Follow loading sequence.");
  406. return SUCCESS;
  407. }
  408. // sort optimizer map by priority
  409. std::stringstream priority_seq;
  410. for (const auto optimizer_name : priorities) {
  411. auto name_to_optimizer_pair = graph_optimizers_.find(optimizer_name);
  412. if (name_to_optimizer_pair != graph_optimizers_.end()) {
  413. graph_optimizers_by_priority_.emplace_back(*name_to_optimizer_pair);
  414. priority_seq << optimizer_name.c_str() << ' ';
  415. } else {
  416. GELOGW("Unknown optimizer %s show up in priority config file. Please check.", optimizer_name.c_str());
  417. }
  418. }
  419. GELOGI("Graph Optimizers priority initialized. The sequence will follow : %s.", priority_seq.str().c_str());
  420. return SUCCESS;
  421. }
  422. Status OpsKernelManager::FinalizeOpsKernel() {
  423. GELOGI("ge invoke ops kernal finalize.");
  424. Status ret = plugin_manager_.InvokeAll<Status>(kFinalize);
  425. if (ret != SUCCESS) {
  426. GELOGE(ret, "[Finalize][Check][Status] invoke Fe finalize failed.");
  427. REPORT_INNER_ERROR("E19999", "PluginManager InvokeAll failed.");
  428. return ret;
  429. }
  430. return SUCCESS;
  431. }
  432. } // 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.