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ops_kernel_manager.cc 18 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. return GE_OPS_GET_NO_VALID_SO;
  76. }
  77. Status rst1 =
  78. plugin_manager_.InvokeAll<map<string, OpsKernelInfoStorePtr> &>(kGetOpsKernelInfoStores, ops_kernel_store_);
  79. if (rst1 != SUCCESS) {
  80. GELOGW("Initialize OpsKernelInfo failed.");
  81. }
  82. Status rst2 =
  83. plugin_manager_.InvokeAll<map<string, GraphOptimizerPtr> &>(kGetGraphOptimizerObjs, graph_optimizers_);
  84. if (rst2 != SUCCESS) {
  85. GELOGW("Initialize GraphOptimizerObjs failed.");
  86. }
  87. ret = CheckPluginPtr();
  88. if (ret != SUCCESS) {
  89. return ret;
  90. }
  91. ret = InitOpKernelInfoStores(options);
  92. if (ret != SUCCESS) {
  93. return ret;
  94. }
  95. InitOpsKernelInfo();
  96. ret = InitGraphOptimzers(options);
  97. if (ret != SUCCESS) {
  98. return ret;
  99. }
  100. ret = InitGraphOptimizerPriority();
  101. if ((ret != SUCCESS)) {
  102. GELOGE(ret, "[Init][GraphOptimizerPriority] failed.");
  103. return ret;
  104. }
  105. init_flag_ = true;
  106. return SUCCESS;
  107. } else {
  108. GELOGE(ret, "[Check][So File] not find any valid so file.");
  109. return ret;
  110. }
  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, "[Check][Data]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  159. plugin_name.c_str(), iter->second.c_str());
  160. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  161. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  162. return GE_GRAPH_OPTIONS_INVALID;
  163. }
  164. } catch (std::invalid_argument &) {
  165. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Data] failed, its value %s is invalid_argument, it must be 0 or 1.",
  166. iter->second.c_str());
  167. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, 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, "[Check][Data]failed, its value %s is out of range, it must be 0 or 1.",
  172. iter->second.c_str());
  173. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, 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, "[Check][Data]option_key:%s, its value %s is invalid, it must be 0 or 1.",
  178. plugin_name.c_str(), iter->second.c_str());
  179. REPORT_INNER_ERROR("E19999", "ParsePluginOptions failed, option_key:%s, "
  180. "its value %s is invalid, it must be 0 or 1.", plugin_name.c_str(), iter->second.c_str());
  181. return GE_GRAPH_OPTIONS_INVALID;
  182. }
  183. } else {
  184. GELOGI("Not find option_key %s, set to default value false.", plugin_name.c_str());
  185. enable_flag = false;
  186. }
  187. return SUCCESS;
  188. }
  189. Status OpsKernelManager::CheckPluginPtr() const {
  190. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  191. if (iter->second == nullptr) {
  192. GELOGE(INTERNAL_ERROR, "[Check][PluginPtr] OpsKernelInfoStorePtr key=%s is null", iter->first.c_str());
  193. REPORT_INNER_ERROR("E19999", "CheckPluginPtr OpsKernelInfoStorePtr key=%s is null", iter->first.c_str());
  194. return FAILED;
  195. }
  196. }
  197. for (auto iter1 = graph_optimizers_.begin(); iter1 != graph_optimizers_.end(); ++iter1) {
  198. if (iter1->second == nullptr) {
  199. GELOGE(INTERNAL_ERROR, "[Check][PluginPtr] GraphOptimizerPtr key=%s is null", iter1->first.c_str());
  200. REPORT_INNER_ERROR("E19999", "GraphOptimizerPtr key=%s is null", iter1->first.c_str());
  201. return FAILED;
  202. }
  203. }
  204. return SUCCESS;
  205. }
  206. Status OpsKernelManager::InitOpKernelInfoStores(const map<string, string> &options) {
  207. GELOGI("The number of OpKernelInfoStoreObjs are %lu.", ops_kernel_store_.size());
  208. for (const auto &it : ops_kernel_store_) {
  209. GELOGI("OpKernelInfoStore name: %s.", (it.first).c_str());
  210. Status ret = it.second->Initialize(options);
  211. if (ret != SUCCESS) {
  212. GELOGE(GE_OPS_KERNEL_STORE_INIT_FAILED,
  213. "[Init][OpKernelLib]OpKernelInfoStore: %s initialize failed.", (it.first).c_str());
  214. REPORT_CALL_ERROR("E19999", "OpKernelInfoStore: %s initialize failed.", (it.first).c_str());
  215. return GE_OPS_KERNEL_STORE_INIT_FAILED;
  216. }
  217. }
  218. return SUCCESS;
  219. }
  220. void OpsKernelManager::InitOpsKernelInfo() {
  221. ops_kernel_info_.clear();
  222. for (const auto &it : ops_kernel_store_) {
  223. map<string, OpInfo> op_infos{};
  224. it.second->GetAllOpsKernelInfo(op_infos);
  225. for (const auto &op_info_it : op_infos) {
  226. auto op_info_copy = op_info_it.second;
  227. // flush ops kernel
  228. op_info_copy.opKernelLib = it.first;
  229. ops_kernel_info_[op_info_it.first].emplace_back(op_info_copy);
  230. GELOGD("OpKernelInfoStore name: %s, found op type is %s, engine name is %s, opkernel name is %s",
  231. (it.first).c_str(), op_info_it.first.c_str(), op_info_it.second.engine.c_str(),
  232. op_info_it.second.opKernelLib.c_str());
  233. }
  234. }
  235. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  236. if (instance_ptr == nullptr) {
  237. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib]malloc instance_ptr failed.");
  238. return;
  239. }
  240. // sort opinfo of ops_kernel_info_
  241. for (auto &it : ops_kernel_info_) {
  242. if (it.second.empty()) {
  243. continue;
  244. }
  245. auto comp_func = [this, &instance_ptr](const OpInfo &op_a, const OpInfo &op_b) -> bool {
  246. const string &a = op_a.engine;
  247. const string &b = op_b.engine;
  248. // check if a or b is registered
  249. if (!(instance_ptr->DNNEngineManagerObj().IsEngineRegistered(a))) {
  250. return false;
  251. }
  252. if (!(instance_ptr->DNNEngineManagerObj().IsEngineRegistered(b))) {
  253. return true;
  254. }
  255. // compare compute cost of a and b, IsEngineRegistered make sure engine is not nullptr
  256. auto engine_a = instance_ptr->DNNEngineManagerObj().GetEngine(a);
  257. auto engine_b = instance_ptr->DNNEngineManagerObj().GetEngine(b);
  258. DNNEngineAttribute attr_a, attr_b;
  259. engine_a->GetAttributes(attr_a);
  260. engine_b->GetAttributes(attr_b);
  261. return attr_a.compute_cost < attr_b.compute_cost;
  262. };
  263. // Sort the OpInfos based on the compute cost of the engine
  264. std::sort(it.second.begin(), it.second.end(), comp_func);
  265. }
  266. GELOGI("Init opsKernelInfo finished, size is %zu", ops_kernel_info_.size());
  267. }
  268. Status OpsKernelManager::InitGraphOptimzers(const map<string, string> &options) {
  269. GELOGI("Init graph optimizers options count %zu", options.size());
  270. for (const auto &option : options) {
  271. GELOGI("Init graph optimizers option %s: %s", option.first.c_str(), option.second.c_str());
  272. }
  273. GELOGI("The number of GraphOptimzerObjs are %zu.", graph_optimizers_.size());
  274. for (const auto &it : graph_optimizers_) {
  275. GELOGI("GraphOptimzer name: %s.", (it.first).c_str());
  276. GraphOptimizerAttribute attrs;
  277. GE_CHK_STATUS_RET(it.second->GetAttributes(attrs))
  278. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  279. if (instance_ptr == nullptr) {
  280. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib]malloc instance_ptr failed.");
  281. return GE_CLI_GE_NOT_INITIALIZED;
  282. }
  283. if (!instance_ptr->DNNEngineManagerObj().IsEngineRegistered(attrs.engineName)) {
  284. GELOGW("Engine: %s is not registered.", attrs.engineName.c_str());
  285. continue;
  286. }
  287. Status ret = it.second->Initialize(options);
  288. if (ret != SUCCESS) {
  289. GELOGE(GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED,
  290. "[Init][GraphOptimzer]GraphOptimzer: %s initialize failed.", (it.first).c_str());
  291. REPORT_CALL_ERROR("E19999", "InitGraphOptimzers failed. %s initialize failed.", (it.first).c_str());
  292. return GE_OPS_GRAPH_OPTIMIZER_INIT_FAILED;
  293. }
  294. }
  295. return SUCCESS;
  296. }
  297. Status OpsKernelManager::Finalize() {
  298. if (!init_flag_) {
  299. GELOGW("Finalize is not allowed, initialize first is necessary.");
  300. return SUCCESS;
  301. }
  302. GELOGI("free ops kernel resource.");
  303. for (auto iter = ops_kernel_store_.begin(); iter != ops_kernel_store_.end(); ++iter) {
  304. GELOGI("OpsKernelStore finalize, name: %s.", (iter->first).c_str());
  305. Status status = iter->second->Finalize();
  306. if (SUCCESS != status) {
  307. GELOGE(status, "[Check][Status]OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  308. REPORT_CALL_ERROR("E19999", "OpsKernelStore finalize failed, name: %s.", (iter->first).c_str());
  309. return status;
  310. }
  311. }
  312. for (auto iter = graph_optimizers_.begin(); iter != graph_optimizers_.end(); ++iter) {
  313. GELOGI("GraphOptimzers finalize, name: %s.", (iter->first).c_str());
  314. Status status = iter->second->Finalize();
  315. if (status != SUCCESS) {
  316. GELOGE(status, "[Check][Status]GraphOptimzers finalize failed, name: %s.", (iter->first).c_str());
  317. REPORT_CALL_ERROR("E19999", "GraphOptimzers finalize failed, name: %s.", (iter->first).c_str());
  318. return status;
  319. }
  320. }
  321. Status ret = FinalizeOpsKernel();
  322. if (ret != SUCCESS) {
  323. GELOGE(ret, "[Free][Ops kernel resource] failed.");
  324. return ret;
  325. }
  326. init_flag_ = false;
  327. return SUCCESS;
  328. }
  329. const vector<OpInfo> &OpsKernelManager::GetOpsKernelInfo(const string &op_type) {
  330. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  331. auto find = ops_kernel_info_.find(op_type);
  332. if (find != ops_kernel_info_.end()) {
  333. return find->second;
  334. } else {
  335. InitOpsKernelInfo();
  336. find = ops_kernel_info_.find(op_type);
  337. if (find != ops_kernel_info_.end()) {
  338. return find->second;
  339. }
  340. GELOGW("Failed to get opsKernelInfo object by type: %s.", op_type.c_str());
  341. return empty_op_info_;
  342. }
  343. }
  344. const map<string, vector<OpInfo>> &OpsKernelManager::GetAllOpsKernelInfo() const {
  345. std::lock_guard<std::mutex> lock(ops_kernel_info_mutex);
  346. return ops_kernel_info_;
  347. }
  348. OpsKernelInfoStorePtr OpsKernelManager::GetOpsKernelInfoStore(const std::string &name) const {
  349. auto find = ops_kernel_store_.find(name);
  350. if (find != ops_kernel_store_.end()) {
  351. return find->second;
  352. }
  353. GELOGW("Failed to get opsKernelInfoStore object by name. OpKernelLibName is %s", name.c_str());
  354. return nullptr;
  355. }
  356. const map<string, OpsKernelInfoStorePtr> &OpsKernelManager::GetAllOpsKernelInfoStores() const {
  357. return ops_kernel_store_;
  358. }
  359. const map<string, GraphOptimizerPtr> &OpsKernelManager::GetAllGraphOptimizerObjs() const { return graph_optimizers_; }
  360. const vector<pair<string, GraphOptimizerPtr>> &OpsKernelManager::GetAllGraphOptimizerObjsByPriority() const {
  361. return graph_optimizers_by_priority_;
  362. }
  363. void OpsKernelManager::GetGraphOptimizerByEngine(const std::string &engine_name,
  364. vector<GraphOptimizerPtr> &graph_optimizer) {
  365. for (const auto &it : graph_optimizers_) {
  366. GraphOptimizerAttribute attrs;
  367. if (it.second->GetAttributes(attrs) != SUCCESS) {
  368. GELOGW("Get GraphOptimzer name: %s attributes failed.", (it.first).c_str());
  369. continue;
  370. }
  371. if (attrs.engineName == engine_name) {
  372. GELOGD("GetGraphOptimizerByEngine GraphOptimzer name: %s, engineName: %s", (it.first).c_str(),
  373. attrs.engineName.c_str());
  374. graph_optimizer.push_back(it.second);
  375. }
  376. }
  377. if (graph_optimizer.empty()) {
  378. GELOGI("GetGraphOptimizerByEngine EngineName %s has no graph_optimizer.", engine_name.c_str());
  379. }
  380. }
  381. bool OpsKernelManager::GetEnableFeFlag() const { return enable_fe_flag_; }
  382. bool OpsKernelManager::GetEnableAICPUFlag() const { return enable_aicpu_flag_; }
  383. bool OpsKernelManager::GetEnablePluginFlag() const { return (enable_fe_flag_ || enable_aicpu_flag_); }
  384. Status OpsKernelManager::InitGraphOptimizerPriority() {
  385. string priority_conf_path = "plugin/opskernel/optimizer_priority.pbtxt";
  386. string path = PluginManager::GetPath();
  387. path.append(priority_conf_path);
  388. optimizers::Priority optimizerPriority;
  389. bool ret = ReadProtoFromText(path.c_str(), &optimizerPriority);
  390. if (!ret) {
  391. GELOGW("Read priority file failed. Follow loading sequence.");
  392. return SUCCESS;
  393. }
  394. auto priorities = optimizerPriority.optimizer();
  395. if (priorities.empty()) {
  396. GELOGI("No priority file config. Follow loading sequence.");
  397. return SUCCESS;
  398. }
  399. // sort optimizer map by priority
  400. std::stringstream priority_seq;
  401. for (const auto optimizer_name : priorities) {
  402. auto name_to_optimizer_pair = graph_optimizers_.find(optimizer_name);
  403. if (name_to_optimizer_pair != graph_optimizers_.end()) {
  404. graph_optimizers_by_priority_.emplace_back(*name_to_optimizer_pair);
  405. priority_seq << optimizer_name.c_str() << ' ';
  406. } else {
  407. GELOGW("Unknown optimizer %s show up in priority config file. Please check.", optimizer_name.c_str());
  408. }
  409. }
  410. GELOGI("Graph Optimizers priority initialized. The sequence will follow : %s.", priority_seq.str().c_str());
  411. return SUCCESS;
  412. }
  413. Status OpsKernelManager::FinalizeOpsKernel() {
  414. GELOGI("ge invoke ops kernal finalize.");
  415. Status ret = plugin_manager_.InvokeAll<Status>(kFinalize);
  416. if (ret != SUCCESS) {
  417. GELOGE(ret, "[Finalize][Check][Status] invoke Fe finalize failed.");
  418. return ret;
  419. }
  420. return SUCCESS;
  421. }
  422. } // 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.