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graph_manager.cc 142 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 "graph/manager/graph_manager.h"
  17. #include <pthread.h>
  18. #include <algorithm>
  19. #include <future>
  20. #include <set>
  21. #include <sstream>
  22. #include <string>
  23. #include <thread>
  24. #include "common/math/math_util.h"
  25. #include "common/thread_pool.h"
  26. #include "common/dump/dump_manager.h"
  27. #include "ge_opt_info/ge_opt_info.h"
  28. #include "analyzer/analyzer.h"
  29. #include "common/ge_call_wrapper.h"
  30. #include "common/local_context.h"
  31. #include "common/transop_util.h"
  32. #include "graph/ge_context.h"
  33. #include "graph/ge_global_options.h"
  34. #include "graph/manager/util/rt_context_util.h"
  35. #include "graph/partition/dynamic_shape_partition.h"
  36. #include "graph/passes/enter_pass.h"
  37. #include "graph/partition/stage_partition.h"
  38. #include "graph/passes/addn_pass.h"
  39. #include "graph/passes/bitcast_pass.h"
  40. #include "graph/passes/assign_remove_pass.h"
  41. #include "graph/passes/inplace_support_check_pass.h"
  42. #include "graph/passes/atomic_addr_clean_pass.h"
  43. #include "graph/passes/attach_stream_label_pass.h"
  44. #include "graph/passes/cast_remove_pass.h"
  45. #include "graph/passes/common_subexpression_elimination_pass.h"
  46. #include "graph/passes/compile_nodes_pass.h"
  47. #include "graph/passes/cond_remove_pass.h"
  48. #include "graph/passes/constant_folding_pass.h"
  49. #include "graph/passes/constant_fuse_same_pass.h"
  50. #include "graph/passes/control_trigger_pass.h"
  51. #include "graph/passes/ctrl_edge_transfer_pass.h"
  52. #include "graph/passes/dimension_adjust_pass.h"
  53. #include "graph/passes/dimension_compute_pass.h"
  54. #include "graph/passes/flow_ctrl_pass.h"
  55. #include "graph/passes/fuse_data_nodes_with_common_input_pass.h"
  56. #include "graph/passes/hccl_tailing_optimization_pass.h"
  57. #include "graph/passes/identity_pass.h"
  58. #include "graph/passes/input_output_connection_identify_pass.h"
  59. #include "graph/passes/iterator_op_pass.h"
  60. #include "graph/passes/link_gen_mask_nodes_pass.h"
  61. #include "graph/passes/mark_graph_unknown_status_pass.h"
  62. #include "graph/passes/mark_node_unknown_shape_pass.h"
  63. #include "graph/passes/merge_pass.h"
  64. #include "graph/passes/merge_input_memcpy_pass.h"
  65. #include "graph/passes/merge_to_stream_merge_pass.h"
  66. #include "graph/passes/multi_batch_pass.h"
  67. #include "graph/passes/next_iteration_pass.h"
  68. #include "graph/passes/permute_pass.h"
  69. #include "graph/passes/prune_pass.h"
  70. #include "graph/passes/ref_identity_delete_op_pass.h"
  71. #include "graph/passes/remove_same_const_pass.h"
  72. #include "graph/passes/reshape_recovery_pass.h"
  73. #include "graph/passes/reshape_remove_pass.h"
  74. #include "graph/passes/same_transdata_breadth_fusion_pass.h"
  75. #include "graph/passes/subgraph_pass.h"
  76. #include "graph/passes/switch_data_edges_bypass.h"
  77. #include "graph/passes/switch_dead_branch_elimination.h"
  78. #include "graph/passes/switch_logic_remove_pass.h"
  79. #include "graph/passes/switch_to_stream_switch_pass.h"
  80. #include "graph/passes/transop_breadth_fusion_pass.h"
  81. #include "graph/passes/transop_nearby_allreduce_fusion_pass.h"
  82. #include "graph/passes/transop_symmetry_elimination_pass.h"
  83. #include "graph/passes/transop_without_reshape_fusion_pass.h"
  84. #include "graph/passes/transpose_transdata_pass.h"
  85. #include "graph/passes/useless_control_out_remove_pass.h"
  86. #include "graph/passes/variable_op_pass.h"
  87. #include "graph/passes/variable_ref_delete_op_pass.h"
  88. #include "graph/passes/variable_ref_useless_control_out_delete_pass.h"
  89. #include "graph/passes/end_of_sequence_add_control_pass.h"
  90. #include "graph/passes/subexpression_migration_pass.h"
  91. #include "graph/passes/subgraph_const_migration_pass.h"
  92. #include "graph/passes/unused_args_clean_pass.h"
  93. #include "graph/passes/global_step_insert_pass.h"
  94. #include "graph/passes/memcpy_addr_async_pass.h"
  95. #include "graph/passes/hccl_continuous_memcpy_pass.h"
  96. #include "graph/passes/parallel_group_pass.h"
  97. #include "graph/passes/buffer_pool_memory_pass.h"
  98. #include "graph/build/label_allocator.h"
  99. #include "graph/utils/tensor_adapter.h"
  100. #include "inc/pass_manager.h"
  101. #include "init/gelib.h"
  102. #include "ir_build/option_utils.h"
  103. #include "common/local_context.h"
  104. #include "common/omg_util.h"
  105. #include "common/formats/utils/formats_trans_utils.h"
  106. #include "register/custom_pass_helper.h"
  107. #include "external/graph/types.h"
  108. #include "common/util/error_manager/error_manager.h"
  109. namespace {
  110. const char *const kSummary = "Summary";
  111. const char *const kSave = "Save";
  112. const char *const kNetOutput = "NetOutput";
  113. const char *const kVariable = "Variable";
  114. const char *const kSend = "Send";
  115. const char *const kRecv = "Recv";
  116. const char *const kCheckPointForGetVar = "CheckPointGraphForGetVar";
  117. const char *const kCheckPointGraph = "checkpoint_graph";
  118. const char *const kVectorEngine = "VectorEngine";
  119. const char *const kAIcoreEngine = "AIcoreEngine";
  120. const int32_t kDynamicDimsTypeIsGetNext = 0;
  121. const int32_t kDynamicDimsTypeIsData = 1;
  122. const int32_t kBase = 10;
  123. const char *const kGetNextName = "IteratorV2";
  124. const uint32_t kInitGraphCount = 1;
  125. const uint32_t kNotAdded = 0;
  126. const uint32_t kStartAdd = 1;
  127. const uint32_t kDoneAdded = 2;
  128. bool IsTailingOptimization() {
  129. string is_tailing_optimization_option;
  130. auto ret = ge::GetContext().GetOption(ge::OPTION_EXEC_ENABLE_TAILING_OPTIMIZATION, is_tailing_optimization_option);
  131. if (ret == ge::GRAPH_SUCCESS) {
  132. GELOGI("Option ge.exec.isTailingOptimization is %s", is_tailing_optimization_option.c_str());
  133. // "1" means it's True from frontend option
  134. return is_tailing_optimization_option == "1";
  135. }
  136. GELOGW("OPTION_EXEC_ENABLE_TAILING_OPTIMIZATION not set, use BFSTopologicalSorting by default.");
  137. return false;
  138. }
  139. ge::Status CheckFpCeilingMode() {
  140. static const std::set<std::string> kValidFpCeilingMode = {"0", "1", "2"};
  141. string mode;
  142. auto ret = ge::GetContext().GetOption("ge.fpCeilingMode", mode);
  143. if (ret == ge::GRAPH_SUCCESS) {
  144. if (kValidFpCeilingMode.count(mode) == 0) {
  145. REPORT_INNER_ERROR("E19999", "Option ge.fpCeilingMode is invalid, value:%s", mode.c_str());
  146. GELOGE(ge::GE_GRAPH_OPTIONS_INVALID, "[Get][Option] The fp_ceiling_mode %s is invalid, options are 0, 1, and 2.",
  147. mode.c_str());
  148. return ge::GE_GRAPH_OPTIONS_INVALID;
  149. }
  150. GELOGI("The parameter fp_ceiling_mode is set to %s.", mode.c_str());
  151. return ge::SUCCESS;
  152. }
  153. GELOGW("The parameter fp_ceiling_mode is not set");
  154. return ge::SUCCESS;
  155. }
  156. } // namespace
  157. namespace ge {
  158. Status GraphManager::Initialize(const std::map<string, string> &options, Executor *executor) {
  159. ErrorManager::GetInstance().SetStage(error_message::kInitialize, error_message::kOther);
  160. if (init_flag_) {
  161. GELOGW("[Initialize] GraphManager already initialized.");
  162. return SUCCESS;
  163. }
  164. // graph context
  165. graph_context_ = MakeShared<GraphContext>();
  166. if (graph_context_ == nullptr) {
  167. REPORT_CALL_ERROR("E19999", "New GraphContext fail");
  168. GELOGE(MEMALLOC_FAILED, "[New][GraphContext] failed.");
  169. return MEMALLOC_FAILED;
  170. }
  171. // parse option parameters
  172. Status ret = ParseOptions(options);
  173. if (ret != SUCCESS) {
  174. GELOGE(ret, "[Parse][Options] failed.");
  175. return ret;
  176. }
  177. ret = CheckFpCeilingMode();
  178. if (ret != SUCCESS) {
  179. GELOGE(ret, "[Check][FpCeilingMode] failed.");
  180. return ret;
  181. }
  182. ret = graph_context_->Initialize(options);
  183. if (ret != SUCCESS) {
  184. GELOGE(ret, "[Initialize][GraphContext] failed.");
  185. return ret;
  186. }
  187. executor_ = executor;
  188. init_flag_ = true;
  189. thread_run_flag_ = true;
  190. prerun_thread_ = std::thread(&GraphManager::PreRunThread, this);
  191. return SUCCESS;
  192. }
  193. Status GraphManager::UnloadModel(GeRootModelPtr ge_root_model, uint32_t graph_id) {
  194. GE_CHECK_NOTNULL(executor_);
  195. return executor_->UnloadGraph(ge_root_model, graph_id);
  196. }
  197. Status GraphManager::Finalize() {
  198. if (!init_flag_) {
  199. GELOGW("GraphManager has not been initialized.");
  200. return SUCCESS;
  201. }
  202. StopQueue();
  203. if (prerun_thread_.joinable()) {
  204. prerun_thread_.join();
  205. }
  206. // check graph whether running or not
  207. Status unload_model_ret = SUCCESS;
  208. for (auto iter = graph_map_.begin(); iter != graph_map_.end(); ++iter) {
  209. GraphNodePtr graph_node = iter->second;
  210. if (graph_node->GetRunFlag()) {
  211. GELOGW("[GraphManager] finalize failed, graphId=%u.", iter->first);
  212. unload_model_ret = GE_GRAPH_GRAPH_IS_RUNNING;
  213. continue;
  214. }
  215. // unload model
  216. auto ge_root_model = graph_node->GetGeRootModel();
  217. if (ge_root_model != nullptr && ge_root_model->GetModelId() != INVALID_MODEL_ID && graph_node->GetLoadFlag()) {
  218. Status ret = UnloadModel(ge_root_model, iter->first);
  219. if (ret != SUCCESS) {
  220. unload_model_ret = ret;
  221. GELOGW("[GraphManager] unload model failed, graph_id=%u.", iter->first);
  222. }
  223. }
  224. // clear analyzer saved info(graph level)
  225. auto compute_graph = GraphUtils::GetComputeGraph(*graph_node->GetGraph());
  226. GE_CHECK_NOTNULL(compute_graph);
  227. auto session_id = compute_graph->GetSessionID();
  228. auto graph_id = compute_graph->GetGraphID();
  229. Analyzer::GetInstance()->DestroyGraphJsonObject(session_id, graph_id);
  230. }
  231. graph_map_.clear();
  232. graph_count_.clear();
  233. // graph context
  234. if (graph_context_ != nullptr) {
  235. Status ret_final = graph_context_->Finalize();
  236. if (ret_final != SUCCESS) {
  237. GELOGE(ret_final, "[Finalize][GraphContext] failed!");
  238. unload_model_ret = ret_final;
  239. }
  240. }
  241. init_flag_ = false;
  242. return unload_model_ret;
  243. }
  244. Status GraphManager::InitDynamicParams(ComputeGraphPtr &compute_graph) {
  245. for (const auto &node : compute_graph->GetAllNodes()) {
  246. auto op_desc = node->GetOpDesc();
  247. if (op_desc == nullptr) {
  248. continue;
  249. }
  250. GetLocalOmgContext().need_multi_batch = false;
  251. std::string op_type;
  252. auto ret = GetOriginalType(node, op_type);
  253. if (ret != SUCCESS) {
  254. REPORT_CALL_ERROR("E19999", "GetOriginalType from op:%s fail", node->GetName().c_str());
  255. GELOGE(FAILED, "[Get][OriginalType] from op:%s failed.", node->GetName().c_str());
  256. return FAILED;
  257. }
  258. if ((op_desc->GetType() == DATA) || (op_type == kGetNextName)) {
  259. GELOGI("Need to process multi batch for compute graph. op_type:%s.", op_desc->GetType().c_str());
  260. GetLocalOmgContext().need_multi_batch = true;
  261. break;
  262. }
  263. }
  264. if (!options_.input_shape.empty() && !options_.dynamic_dims.empty()) {
  265. if (!ge::ParseInputShape(options_.input_shape, GetLocalOmgContext().input_dims,
  266. GetLocalOmgContext().user_input_dims, true)) {
  267. GELOGE(GRAPH_PARAM_INVALID, "[Parse][InputShape] %s failed.", options_.input_shape.c_str());
  268. return GRAPH_PARAM_INVALID;
  269. }
  270. GetLocalOmgContext().dynamic_dims = options_.dynamic_dims;
  271. }
  272. if (options_.dynamic_node_type == kDynamicDimsTypeIsGetNext) {
  273. GetLocalOmgContext().dynamic_node_type = GETNEXT;
  274. }
  275. if (options_.dynamic_node_type == kDynamicDimsTypeIsData) {
  276. GetLocalOmgContext().dynamic_node_type = DATA;
  277. }
  278. return SUCCESS;
  279. }
  280. void GraphManager::SetAddGraphCondition(GraphId graph_id, uint32_t cond) {
  281. std::lock_guard<std::mutex> lock(add_graph_cond_mutex_);
  282. graph_id_to_add_graph_cond_[graph_id] = cond;
  283. GELOGD("Graph [id:%u] has been added.", graph_id);
  284. }
  285. uint32_t GraphManager::GetAddGraphCondition(GraphId graph_id) {
  286. std::lock_guard<std::mutex> lock(add_graph_cond_mutex_);
  287. auto it = graph_id_to_add_graph_cond_.find(graph_id);
  288. if (it != graph_id_to_add_graph_cond_.end()) {
  289. return it->second;
  290. } else {
  291. GELOGD("Graph [id:%u] has not been added.", graph_id);
  292. return kNotAdded;
  293. }
  294. }
  295. void GraphManager::RemoveAddGraphCondition(GraphId graph_id) {
  296. std::lock_guard<std::mutex> lock(add_graph_cond_mutex_);
  297. auto it = graph_id_to_add_graph_cond_.find(graph_id);
  298. if (it != graph_id_to_add_graph_cond_.end()) {
  299. graph_id_to_add_graph_cond_.erase(it);
  300. GELOGD("Successfully remove add_graph_cond of graph [id:%u].", graph_id);
  301. } else {
  302. GELOGD("Graph [id:%u] has not been added, no need to be removed.", graph_id);
  303. }
  304. }
  305. Status GraphManager::CheckRepeatAdd(uint32_t graph_id, bool &is_added) {
  306. uint32_t count = 0;
  307. if (GetGraphCount(graph_id, count) != SUCCESS) {
  308. GELOGE(INTERNAL_ERROR, "[Get][GraphCount] failed, graph[id:%u] might have not been added.", graph_id);
  309. return INTERNAL_ERROR;
  310. }
  311. // previous thread owns same graph_id has been in the middle of the AddGraph procession
  312. if (count > 1 && GetAddGraphCondition(graph_id) == kStartAdd) {
  313. std::unique_lock<std::mutex> lock(add_graph_mutex_);
  314. GELOGD("Waitting for build end of previous thread.");
  315. while (GetAddGraphCondition(graph_id) != kDoneAdded) {
  316. add_graph_cv_.wait(lock);
  317. }
  318. GraphNodePtr graph_node;
  319. Status ret = GetGraphNode(graph_id, graph_node);
  320. if (ret != SUCCESS) {
  321. GELOGE(ret, "[Get][GraphNode] failed, graph_id = %u.", graph_id);
  322. return ret;
  323. }
  324. is_added = true;
  325. }
  326. return SUCCESS;
  327. }
  328. void GraphManager::SetSessionGraphId(ComputeGraphPtr compute_graph, uint32_t graph_id) {
  329. std::string session_graph_id;
  330. if (!AttrUtils::GetStr(*compute_graph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id) || session_graph_id.empty()) {
  331. session_graph_id = "-1_" + to_string(graph_id);
  332. if (!AttrUtils::SetStr(*compute_graph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id)) {
  333. GELOGW("Set attribute of compute graph failed.");
  334. }
  335. for (auto &subgraph : compute_graph->GetAllSubgraphs()) {
  336. (void)AttrUtils::SetStr(*subgraph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id);
  337. }
  338. GELOGD("Get graph session_graph_id attr failed, set session id to default value: [0]");
  339. }
  340. }
  341. Status GraphManager::NotifyWaittingGraph(uint32_t graph_id) {
  342. uint32_t count = 0;
  343. if (GetGraphCount(graph_id, count) != SUCCESS) {
  344. GELOGE(INTERNAL_ERROR, "[Get][GraphCount] failed, graph[id:%u] might have not been added.", graph_id);
  345. return INTERNAL_ERROR;
  346. }
  347. GELOGD("Add graph finished, graph_id:%u", graph_id);
  348. if (count > 1) {
  349. GELOGD("Finish addgraph, graph_id:%u, graph_count:%u, start to notify.", graph_id, count);
  350. add_graph_cv_.notify_all();
  351. }
  352. return SUCCESS;
  353. }
  354. Status GraphManager::CreateGraphNode(uint32_t graph_id, const Graph &graph,
  355. const std::map<std::string, std::string> &options) {
  356. GraphNodePtr graph_node = MakeShared<ge::GraphNode>(graph_id);
  357. GE_IF_BOOL_EXEC(graph_node == nullptr,
  358. REPORT_CALL_ERROR("E19999", "New GraphNode fail, graph_id:%u", graph_id);
  359. GELOGE(FAILED, "[New][GraphNode] fail, graph_id:%u", graph_id);
  360. return FAILED);
  361. std::shared_ptr<Graph> graph_ptr = MakeShared<ge::Graph>(graph);
  362. GE_IF_BOOL_EXEC(graph_ptr == nullptr,
  363. REPORT_CALL_ERROR("E19999", "New Graph fail, graph_id:%u", graph_id);
  364. GELOGE(FAILED, "[New][Graph] fail, graph_id:%u", graph_id);
  365. return FAILED);
  366. // update option about tuning graph
  367. ParseOption(options, BUILD_MODE, options_.build_mode);
  368. ParseOption(options, BUILD_STEP, options_.build_step);
  369. ParseOption(options, TUNING_PATH, options_.tuning_path);
  370. graph_node->SetGraph(graph_ptr);
  371. graph_node->SetOptions(options);
  372. graph_node->IncreaseLoadCount();
  373. AddGraphNode(graph_id, graph_node);
  374. return SUCCESS;
  375. }
  376. Status GraphManager::SetStagesOptions(uint32_t graph_id, const GraphManagerOptions &options) {
  377. CompilerStages &stages = GetCompilerStages(graph_id);
  378. stages.preparer.SetOptions(options_);
  379. Status status = stages.optimizer.SetOptions(options_);
  380. if (status != SUCCESS) {
  381. GELOGE(status, "[Set][Options] for Graph optimizer failed, graph id:%u.", graph_id);
  382. return status;
  383. }
  384. stages.builder.SetOptions(options_);
  385. return SUCCESS;
  386. }
  387. Status GraphManager::ModifyDataIndex(const Graph &graph, const std::map<std::string, std::string> &graph_option) {
  388. vector<OpDescPtr> data_desc;
  389. set<int64_t> indexes;
  390. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  391. GE_CHECK_NOTNULL(compute_graph);
  392. for (auto &input_node : compute_graph->GetDirectNode()) {
  393. GE_CHECK_NOTNULL(input_node);
  394. auto op = input_node->GetOpDesc();
  395. GE_CHECK_NOTNULL(op);
  396. if (op->GetType() == DATA) {
  397. int64_t index = 0;
  398. (void) AttrUtils::GetInt(op, ATTR_NAME_INDEX, index);
  399. indexes.insert(index);
  400. data_desc.emplace_back(op);
  401. }
  402. }
  403. if (!indexes.empty()) {
  404. auto first_iter = indexes.begin();
  405. auto end_iter = indexes.end();
  406. --end_iter;
  407. auto data_size = static_cast<int64_t>(data_desc.size());
  408. // The valid index starts with 0 and increases by 1, and num is equal to data_node.
  409. if (indexes.size() != data_desc.size() || *first_iter != 0 || *end_iter != data_size - 1) {
  410. auto iter = graph_option.find(OPTION_EXEC_DATA_INPUTS_SHAPE_RANGE);
  411. if (iter != graph_option.end() && !iter->second.empty()) {
  412. // If data inputs shape range is set, user must set valid data index.
  413. std::string situation = "Data op index";
  414. std::string reason = "Data index must be set continuous from 0 when data shape range enabled!";
  415. REPORT_INPUT_ERROR("E19025", std::vector<std::string>({"situation", "reason"}),
  416. std::vector<std::string>({situation, reason}));
  417. GELOGE(GRAPH_PARAM_INVALID, "[COMP][AddGraph]Input data index is invalid when data shape range enabled.");
  418. return GRAPH_PARAM_INVALID;
  419. }
  420. GELOGI("Graph[%s] input data index is invalid, set data index by topo order.", compute_graph->GetName().c_str());
  421. int64_t index = 0;
  422. for (auto &op : data_desc) {
  423. (void) AttrUtils::SetInt(op, ATTR_NAME_INDEX, index++);
  424. }
  425. }
  426. }
  427. return SUCCESS;
  428. }
  429. Status GraphManager::AddGraph(const GraphId &graph_id, const Graph &graph,
  430. const std::map<std::string, std::string> &options,
  431. const OmgContext &omg_context) {
  432. IncreaseGraphCount(graph_id);
  433. // validation for adding graphs of same graph_id in multi-thread secenario
  434. // 1.previous thread owns same graph_id has finished the AddGraph procession
  435. if (GetAddGraphCondition(graph_id) == kDoneAdded) {
  436. GraphNodePtr graph_node;
  437. if (GetGraphNode(graph_id, graph_node) != SUCCESS) {
  438. GELOGE(GE_GRAPH_GRAPH_NOT_EXIST, "[Get][GraphNode] failed, Graph not exist while done adding previously, "
  439. "graph_id = %u.", graph_id);
  440. return GE_GRAPH_GRAPH_NOT_EXIST;
  441. }
  442. graph_node->IncreaseLoadCount();
  443. return SUCCESS;
  444. }
  445. // In multi-thread scenario, former thread owns same graph_id has been
  446. // in the middle of the AddGraph procession while following threads have to wait until
  447. // done adding graph of the former graph, avoiding repeatively adding same graph.
  448. bool is_added = false;
  449. if (CheckRepeatAdd(graph_id, is_added) != SUCCESS) {
  450. GELOGE(INTERNAL_ERROR, "[Check][RepeatAdd] for graph[id:%u] failed.", graph_id);
  451. return INTERNAL_ERROR;
  452. }
  453. // The former graph (from different thread) owns same graph id has been successfully added.
  454. if (is_added) {
  455. return SUCCESS;
  456. }
  457. // Do add graph
  458. SetAddGraphCondition(graph_id, kStartAdd);
  459. if (CheckGraphAdded(graph_id, graph) != SUCCESS) {
  460. GELOGE(FAILED, "[Check][GraphAdded] failed, graph id:%u.", graph_id);
  461. return FAILED;
  462. }
  463. GE_CHK_STATUS_RET(ModifyDataIndex(graph, options));
  464. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  465. GE_CHECK_NOTNULL(compute_graph);
  466. (void)AttrUtils::SetBool(*compute_graph, ATTR_NAME_GRAPH_HAS_BEEN_ADDED, true);
  467. SetSessionGraphId(compute_graph, graph_id);
  468. if (CreateGraphNode(graph_id, graph, options) != SUCCESS) {
  469. GELOGE(FAILED, "[Create][GraphNode] failed, graph id:%u.", graph_id);
  470. return FAILED;
  471. }
  472. AddLocalOmgContext(graph_id, omg_context);
  473. if (!options_.output_datatype.empty()) {
  474. GetLocalOmgContext().output_type = options_.output_datatype;
  475. }
  476. if (InitDynamicParams(compute_graph) != SUCCESS) {
  477. GELOGE(GRAPH_PARAM_INVALID, "[Init][Params] failed, when online infer is dynamic, graph id:%u.", graph_id);
  478. return GRAPH_PARAM_INVALID;
  479. }
  480. if (SetStagesOptions(graph_id, options_) != SUCCESS) {
  481. GELOGE(INTERNAL_ERROR, "[Set][StagesOptions] failed, graph id:%u.", graph_id);
  482. return INTERNAL_ERROR;
  483. }
  484. var_acc_ctrl_.AddGraph(graph_id, compute_graph);
  485. SetAddGraphCondition(graph_id, kDoneAdded);
  486. // There are threads waitting for adding same graph
  487. if (NotifyWaittingGraph(graph_id) != SUCCESS) {
  488. GELOGE(INTERNAL_ERROR, "[Notify][WaittingGraph] failed, graph id:%u.", graph_id);
  489. return INTERNAL_ERROR;
  490. }
  491. return SUCCESS;
  492. }
  493. Status GraphManager::CheckGraphAdded(const GraphId &graph_id, const Graph &graph) {
  494. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  495. if (compute_graph != nullptr) {
  496. compute_graph->SetGraphID(graph_id);
  497. bool graph_has_been_added = false;
  498. if (AttrUtils::GetBool(*compute_graph, ATTR_NAME_GRAPH_HAS_BEEN_ADDED, graph_has_been_added)
  499. && graph_has_been_added) {
  500. REPORT_INNER_ERROR("E19999", "Get Attr:%s from graph:%u fail.",
  501. ATTR_NAME_GRAPH_HAS_BEEN_ADDED.c_str(), graph_id);
  502. GELOGE(GE_GRAPH_GRAPH_ALREADY_EXIST, "[Get][Attr] %s from graph:%u fail.",
  503. ATTR_NAME_GRAPH_HAS_BEEN_ADDED.c_str(), graph_id);
  504. return GE_GRAPH_GRAPH_ALREADY_EXIST;
  505. }
  506. } else {
  507. REPORT_INNER_ERROR("E19999", "compute_graph from graph:%u is nullptr, check invalid", graph_id);
  508. GELOGE(FAILED, "[Get][ComputeGraph] failed, compute graph from graph:%u is nullptr", graph_id);
  509. return FAILED;
  510. }
  511. return SUCCESS;
  512. }
  513. Status GraphManager::AddGraphWithCopy(const GraphId &graph_id, const Graph &graph,
  514. const std::map<std::string, std::string> &options,
  515. const OmgContext &omg_context) {
  516. if (HasGraphNode(graph_id)) {
  517. GELOGE(GE_GRAPH_GRAPH_ALREADY_EXIST, "[Has][GraphNode] graph exists, graph_id = %u", graph_id);
  518. return GE_GRAPH_GRAPH_ALREADY_EXIST;
  519. }
  520. if (CheckGraphAdded(graph_id, graph) != SUCCESS) {
  521. GELOGE(FAILED, "[Check][GraphAdded] failed, graph_id = %u", graph_id);
  522. return FAILED;
  523. }
  524. IncreaseGraphCount(graph_id);
  525. // Do add graph
  526. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  527. std::vector<NodePtr> input_nodes;
  528. std::vector<NodePtr> output_nodes;
  529. auto new_compute_graph = GraphUtils::CloneGraph(compute_graph, "", input_nodes, output_nodes);
  530. GE_CHECK_NOTNULL(new_compute_graph);
  531. new_compute_graph->SetGraphID(graph_id);
  532. SetSessionGraphId(new_compute_graph, graph_id);
  533. std::shared_ptr<Graph> new_graph_ptr = GraphUtils::CreateGraphPtrFromComputeGraph(new_compute_graph);
  534. if (CreateGraphNode(graph_id, *new_graph_ptr, options) != SUCCESS) {
  535. GELOGE(FAILED, "[Create][GraphNode] failed, graph_id = %u", graph_id);
  536. return FAILED;
  537. }
  538. AddLocalOmgContext(graph_id, omg_context);
  539. if (!options_.output_datatype.empty()) {
  540. GetLocalOmgContext().output_type = options_.output_datatype;
  541. }
  542. if (InitDynamicParams(new_compute_graph) != SUCCESS) {
  543. GELOGE(GRAPH_PARAM_INVALID, "[Init][Params] failed, when online infer is dynamic, graph_id = %u", graph_id);
  544. return GRAPH_PARAM_INVALID;
  545. }
  546. if (SetStagesOptions(graph_id, options_) != SUCCESS) {
  547. GELOGE(INTERNAL_ERROR, "[Set][StagesOptions] failed, graph_id = %u", graph_id);
  548. return INTERNAL_ERROR;
  549. }
  550. var_acc_ctrl_.AddGraph(graph_id, new_compute_graph);
  551. return SUCCESS;
  552. }
  553. Status GraphManager::MergeSubGraph(ComputeGraphPtr &compute_graph, const ge::ComputeGraphPtr &original_compute_graph,
  554. GraphId root_graph_id) {
  555. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  556. GraphPartitioner &partitioner = GetCompilerStages(root_graph_id).partitioner;
  557. if (instance_ptr != nullptr && instance_ptr->InitFlag()) {
  558. Status ret = partitioner.MergeAfterSubGraphOptimization(compute_graph, original_compute_graph);
  559. if (ret != SUCCESS) {
  560. GELOGE(ret, "merge end and placeholder after subGraph optimization failed.");
  561. return FAILED;
  562. }
  563. Status ret_topo = compute_graph->TopologicalSorting();
  564. if (ret_topo != SUCCESS) {
  565. REPORT_CALL_ERROR("E19999", "TopologicalSorting fail, graph_id:%u", compute_graph->GetGraphID());
  566. GELOGE(ret_topo, "[Call][TopologicalSorting] for the merged graph failed, graph_id:%u",
  567. compute_graph->GetGraphID());
  568. return ret_topo;
  569. }
  570. } else {
  571. auto subgraph_list = partitioner.GetSubGraphMap();
  572. if (subgraph_list.find(original_compute_graph) != subgraph_list.end() &&
  573. !subgraph_list[original_compute_graph].empty() && subgraph_list[original_compute_graph][0] != nullptr) {
  574. compute_graph = subgraph_list[original_compute_graph][0]->GetSubGraph();
  575. }
  576. }
  577. return SUCCESS;
  578. }
  579. Status GraphManager::CopySubGraphAndMarkFusion(const ComputeGraphPtr &compute_graph,
  580. Graph2SubGraphInfoList &sub_graph_map,
  581. std::unordered_map<std::string, ComputeGraphPtr> &copy_graphs) {
  582. GE_CHECK_NOTNULL(compute_graph);
  583. vector<ComputeGraphPtr> old_compute_graphs;
  584. const auto &root_subgraph_list = sub_graph_map[compute_graph];
  585. for (const auto &subgraph : root_subgraph_list) {
  586. old_compute_graphs.emplace_back(subgraph->GetSubGraph());
  587. }
  588. for (const auto &function_graph : compute_graph->GetAllSubgraphs()) {
  589. const auto &subgraph_list = sub_graph_map[function_graph];
  590. for (const auto &subgraph : subgraph_list) {
  591. old_compute_graphs.emplace_back(subgraph->GetSubGraph());
  592. }
  593. }
  594. for (const auto &old_compute_graph : old_compute_graphs) {
  595. std::vector<NodePtr> input_nodes;
  596. std::vector<NodePtr> output_nodes;
  597. ComputeGraphPtr new_compute_graph = GraphUtils::CloneGraph(old_compute_graph, "", input_nodes, output_nodes);
  598. if (new_compute_graph == nullptr) {
  599. REPORT_CALL_ERROR("E19999", "CloneGraph fail, graph_id:%u", compute_graph->GetGraphID());
  600. GELOGE(INTERNAL_ERROR, "[Clone][Graph] failed, graph_id:%u", compute_graph->GetGraphID());
  601. return INTERNAL_ERROR;
  602. }
  603. copy_graphs.emplace(old_compute_graph->GetName(), new_compute_graph);
  604. if (!AttrUtils::SetBool(old_compute_graph, ATTR_NAME_NEED_LX_FUSION, true)) {
  605. REPORT_INNER_ERROR("E19999", "Set Attr:%s to graph:%u fail",
  606. ATTR_NAME_NEED_LX_FUSION.c_str(), old_compute_graph->GetGraphID());
  607. GELOGE(INTERNAL_ERROR, "[Set][Attr] %s to graph:%u failed.",
  608. ATTR_NAME_NEED_LX_FUSION.c_str(), old_compute_graph->GetGraphID());
  609. return INTERNAL_ERROR;
  610. }
  611. }
  612. GELOGI("Copy %zu graphs successfully.", copy_graphs.size());
  613. return SUCCESS;
  614. }
  615. Status GraphManager::OptimizeSubGraphWithMultiThreads(ComputeGraphPtr compute_graph,
  616. Graph2SubGraphInfoList &sub_graph_map, uint64_t session_id) {
  617. GE_CHECK_NOTNULL(compute_graph);
  618. // use default 16 multi thread
  619. uint32_t thread_num = 16;
  620. char *env = std::getenv("THREAD_MULTI_NUM");
  621. if (env != nullptr) {
  622. thread_num = atoi(env);
  623. GEEVENT("OptimizeSubGraphWithMultiThreads thread num: %u", thread_num);
  624. }
  625. ThreadPool executor(thread_num);
  626. std::vector<std::future<Status>> vector_future;
  627. const auto &root_subgraph_list = sub_graph_map[compute_graph];
  628. std::string op_compile_strategy;
  629. (void)AttrUtils::GetStr(compute_graph, ATTR_NAME_OP_COMPILE_STRATEGY, op_compile_strategy);
  630. GELOGD("OptimizeSubGraphWithMultiThreads Process op_compile_strategy:%s", op_compile_strategy.c_str());
  631. for (const auto &subgraph : root_subgraph_list) {
  632. if (!op_compile_strategy.empty()) {
  633. (void) AttrUtils::SetStr(subgraph->GetSubGraph(), ATTR_NAME_OP_COMPILE_STRATEGY, op_compile_strategy);
  634. }
  635. std::future<Status> f = executor.commit(GraphManager::ProcessSubGraphWithMultiThreads, this,
  636. compute_graph->GetGraphID(), subgraph,
  637. compute_graph->GetName(), session_id,
  638. ErrorManager::GetInstance().GetErrorManagerContext(),
  639. GetThreadLocalContext());
  640. if (!f.valid()) {
  641. GELOGE(FAILED, "[Call][Commit] failed, Future is invalid, session_id:%lu", session_id);
  642. return FAILED;
  643. }
  644. vector_future.emplace_back(std::move(f));
  645. }
  646. for (auto &function_graph : compute_graph->GetAllSubgraphs()) {
  647. auto subgraph_list = sub_graph_map[function_graph];
  648. for (const auto &subgraph : subgraph_list) {
  649. if (!op_compile_strategy.empty()) {
  650. (void) AttrUtils::SetStr(subgraph->GetSubGraph(), ATTR_NAME_OP_COMPILE_STRATEGY, op_compile_strategy);
  651. }
  652. std::future<Status> f = executor.commit(GraphManager::ProcessSubGraphWithMultiThreads, this,
  653. compute_graph->GetGraphID(), subgraph,
  654. compute_graph->GetName(), session_id,
  655. ErrorManager::GetInstance().GetErrorManagerContext(),
  656. GetThreadLocalContext());
  657. if (!f.valid()) {
  658. GELOGE(FAILED, "[Call][Commit] failed, Future is invalid, session_id:%lu", session_id);
  659. return FAILED;
  660. }
  661. vector_future.emplace_back(std::move(f));
  662. }
  663. }
  664. GELOGD("All sub graph num is %zu", vector_future.size());
  665. for (size_t i = 0; i < vector_future.size(); ++i) {
  666. Status ret_status = vector_future[i].get();
  667. if (ret_status != SUCCESS) {
  668. REPORT_CALL_ERROR("E19999", "subgraph %zu optimize failed", i);
  669. GELOGE(ret_status, "[Check][Param] subgraph %zu optimize failed", i);
  670. return ret_status;
  671. }
  672. }
  673. return SUCCESS;
  674. }
  675. bool GraphManager::CheckAllFusionOptimizeSuccess(const ComputeGraphPtr &compute_graph,
  676. Graph2SubGraphInfoList &sub_graph_map) {
  677. if (compute_graph == nullptr) {
  678. REPORT_INNER_ERROR("E19999", "Param compute_graph is nullptr, check invalid");
  679. GELOGE(PARAM_INVALID, "[Check][Param] Input param compute_graph is nullptr.");
  680. return false;
  681. }
  682. /// 1. FE will set attr optimize_group with true(false) while lx fusion is success(fail);
  683. /// 2. FE will not set attr optimize_group while fe.ini set l2fusion enable false;
  684. /// 3. Other engine will not set attr optimize_group.
  685. const auto &root_subgraph_list = sub_graph_map[compute_graph];
  686. for (const auto &subgraph : root_subgraph_list) {
  687. bool optimize_group = true;
  688. (void) AttrUtils::GetBool(subgraph->GetSubGraph(), ATTR_NAME_OPTIMIZE_GROUP, optimize_group);
  689. if (!optimize_group) {
  690. GELOGW("Run lx optimize for subgraph:%s failed.", subgraph->GetSubGraph()->GetName().c_str());
  691. return false;
  692. }
  693. }
  694. for (auto &function_graph : compute_graph->GetAllSubgraphs()) {
  695. const auto &subgraph_list = sub_graph_map[function_graph];
  696. for (const auto &subgraph : subgraph_list) {
  697. bool optimize_group = true;
  698. (void) AttrUtils::GetBool(subgraph->GetSubGraph(), ATTR_NAME_OPTIMIZE_GROUP, optimize_group);
  699. if (!optimize_group) {
  700. GELOGW("Run lx optimize for subgraph:%s failed.", subgraph->GetSubGraph()->GetName().c_str());
  701. return false;
  702. }
  703. }
  704. }
  705. GELOGI("All subgraph are optimized successfully, no need to reuse buffer optimize.");
  706. return true;
  707. }
  708. Status GraphManager::ReplaceSubgraphWithOriGraph(const ComputeGraphPtr &compute_graph,
  709. Graph2SubGraphInfoList &sub_graph_map,
  710. std::unordered_map<std::string, ComputeGraphPtr> &copy_graphs) {
  711. GE_CHECK_NOTNULL(compute_graph);
  712. const auto &root_subgraph_list = sub_graph_map[compute_graph];
  713. for (const auto &subgraph : root_subgraph_list) {
  714. auto iter = copy_graphs.find(subgraph->GetSubGraph()->GetName());
  715. if (iter == copy_graphs.end()) {
  716. REPORT_INNER_ERROR("E19999", "Can not find subgraph:%s in copy graphs, check invalid",
  717. subgraph->GetSubGraph()->GetName().c_str());
  718. GELOGE(FAILED, "[Check][Param] Can not find subgraph:%s in copy graphs.",
  719. subgraph->GetSubGraph()->GetName().c_str());
  720. return FAILED;
  721. }
  722. subgraph->SetSubGraph(iter->second);
  723. }
  724. for (auto &function_graph : compute_graph->GetAllSubgraphs()) {
  725. const auto &subgraph_list = sub_graph_map[function_graph];
  726. for (const auto &subgraph : subgraph_list) {
  727. auto iter = copy_graphs.find(subgraph->GetSubGraph()->GetName());
  728. if (iter == copy_graphs.end()) {
  729. REPORT_INNER_ERROR("E19999", "Can not find subgraph:%s in copy graphs, check invalid",
  730. subgraph->GetSubGraph()->GetName().c_str());
  731. GELOGE(FAILED, "[Check][Param] Can not find subgraph:%s in copy graphs.",
  732. subgraph->GetSubGraph()->GetName().c_str());
  733. return FAILED;
  734. }
  735. subgraph->SetSubGraph(iter->second);
  736. }
  737. }
  738. GELOGI("All subgraphs are successfully replaced.");
  739. return SUCCESS;
  740. }
  741. Status GraphManager::SetSubgraph(uint64_t session_id, ComputeGraphPtr compute_graph, GraphPartitioner &partitioner) {
  742. GE_CHECK_NOTNULL(compute_graph);
  743. auto sub_graph_map = partitioner.GetSubGraphMap();
  744. GELOGD("Directly optimize subgraph with build mode:%s, and step:%s.",
  745. options_.build_mode.c_str(),
  746. options_.build_step.c_str());
  747. Status ret = OptimizeSubGraphWithMultiThreads(compute_graph, sub_graph_map, session_id);
  748. if (ret != SUCCESS) {
  749. GELOGE(ret, "[Call][OptimizeSubGraphWithMultiThreads] failed, ret:%d, session_id:%lu", ret, session_id);
  750. return ret;
  751. }
  752. return SUCCESS;
  753. }
  754. #define GM_RUN_AND_DUMP_PERF(name, func, ...) \
  755. do { \
  756. GE_RUN_PERF(GraphManager, func, __VA_ARGS__); \
  757. GE_DUMP(compute_graph, "PreRunAfter" name); \
  758. GELOGI("Run %s on graph %s(%u) success.", name, compute_graph->GetName().c_str(), graph_node->GetGraphId()); \
  759. } while (0)
  760. Status GraphManager::PreRunOptimizeOriginalGraph(const GraphNodePtr &graph_node, const std::vector<GeTensor> &inputs,
  761. ge::ComputeGraphPtr &compute_graph, uint64_t session_id) {
  762. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kPrepareOptimize);
  763. GE_CHECK_NOTNULL(graph_node);
  764. GE_CHECK_NOTNULL(compute_graph);
  765. CompilerStages &stages = GetCompilerStages(graph_node->GetGraphId());
  766. GM_RUN_AND_DUMP_PERF("OptimizeGraphPrepare", stages.optimizer.OptimizeOriginalGraphForQuantize, compute_graph);
  767. GM_RUN_AND_DUMP_PERF("HandleSummaryOp", stages.optimizer.HandleSummaryOp, compute_graph);
  768. GM_RUN_AND_DUMP_PERF("Prepare", stages.preparer.PrepareDynShape, graph_node, inputs, compute_graph,
  769. session_id);
  770. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOriginOptimize);
  771. GM_RUN_AND_DUMP_PERF("OptimizeOriginalGraph", stages.optimizer.OptimizeOriginalGraph, compute_graph);
  772. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kPrepareOptimize);
  773. GM_RUN_AND_DUMP_PERF("PrepareRunningFormatRefiner", stages.preparer.PrepareRunningFormatRefiner);
  774. GM_RUN_AND_DUMP_PERF("RefineRunningFormat", stages.optimizer.OptimizeOriginalGraphJudgeInsert, compute_graph);
  775. GM_RUN_AND_DUMP_PERF("SubexpressionMigration", SubexpressionMigration, compute_graph);
  776. GE_RUN(GraphManager, stages.preparer.RecordAIPPInfo, compute_graph);
  777. if (IsTailingOptimization()) {
  778. GM_RUN_AND_DUMP_PERF("OptimizeSwitchOp", stages.preparer.SwitchOpOptimize, compute_graph);
  779. }
  780. GM_RUN_AND_DUMP_PERF("Optimize1", OptimizeStage1, compute_graph);
  781. GM_RUN_AND_DUMP_PERF("OptimizeAfterStage1", stages.optimizer.OptimizeAfterStage1, compute_graph);
  782. GM_RUN_AND_DUMP_PERF("InferShape2", compute_graph->InferShapeInNeed);
  783. PassManager graph_pass;
  784. GE_CHK_STATUS_RET(graph_pass.AddPass("PreRun::CtrlEdgeTransferPass", new (std::nothrow) CtrlEdgeTransferPass))
  785. GE_CHK_STATUS_RET(graph_pass.Run(compute_graph));
  786. GE_CHK_STATUS_RET(stages.optimizer.IdentifyReference(compute_graph),
  787. "[Identify][Reference] failed, graph:%s.", compute_graph->GetName().c_str());
  788. GELOGD("PreRun:PreRunOptimizeOriginalGraph success.");
  789. return SUCCESS;
  790. }
  791. Status GraphManager::PreRunOptimizeSubGraph(const GraphNodePtr &graph_node,
  792. ge::ComputeGraphPtr &compute_graph,
  793. uint64_t session_id) {
  794. GE_CHECK_NOTNULL(graph_node);
  795. GE_CHECK_NOTNULL(compute_graph);
  796. GM_RUN_AND_DUMP_PERF("OptimizeSubgraph", OptimizeSubgraph, graph_node, compute_graph, session_id);
  797. // Dump graph to tuning path
  798. if (options_.build_mode == BUILD_MODE_TUNING && options_.build_step == BUILD_STEP_AFTER_UB_MATCH) {
  799. std::string tuning_path;
  800. (void) GetContext().GetOption(TUNING_PATH, tuning_path);
  801. GELOGD("Dump path:%s.", tuning_path.c_str());
  802. GraphUtils::DumpGEGraph(compute_graph, "", true, tuning_path);
  803. }
  804. GELOGD("PreRun:PreRunOptimizeSubGraph success.");
  805. return SUCCESS;
  806. }
  807. Status GraphManager::PreRunAfterOptimizeSubGraph(const GraphNodePtr &graph_node, ComputeGraphPtr &compute_graph,
  808. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  809. GE_CHECK_NOTNULL(graph_node);
  810. GE_CHECK_NOTNULL(compute_graph);
  811. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kMergeGraphOptimize);
  812. CompilerStages &stages = GetCompilerStages(graph_node->GetGraphId());
  813. GM_RUN_AND_DUMP_PERF("OptimizeWholeGraph", stages.optimizer.OptimizeWholeGraph, compute_graph);
  814. GM_RUN_AND_DUMP_PERF("Optimize2", OptimizeStage2, compute_graph);
  815. GM_RUN_AND_DUMP_PERF("OptimizeGraphBeforeBuildForRts",
  816. GetCompilerStages(graph_node->GetGraphId()).optimizer.OptimizeGraphBeforeBuildForRts,
  817. compute_graph);
  818. Status ret = compute_graph->TopologicalSorting();
  819. if (ret != SUCCESS) {
  820. REPORT_CALL_ERROR("E19999", "TopologicalSorting fail, graph_id:%u", compute_graph->GetGraphID());
  821. GELOGE(ret, "[Call][TopologicalSorting] fail, graph_id:%u", compute_graph->GetGraphID());
  822. return ret;
  823. }
  824. GM_RUN_AND_DUMP_PERF("Build", Build, graph_node, compute_graph, ge_root_model, session_id);
  825. GELOGD("PreRun:PreRunAfterOptimizeSubGraph success.");
  826. return SUCCESS;
  827. }
  828. Status GraphManager::SetRtContext(rtContext_t rt_context, rtCtxMode_t mode, uint64_t session_id, uint32_t graph_id) {
  829. GELOGD("Set rt_context: session id: %lu, graph id: %u, mode %d, device id:%u.",
  830. session_id, graph_id, static_cast<int>(mode), ge::GetContext().DeviceId());
  831. rtError_t rt_ret = rtCtxCreate(&rt_context, mode, ge::GetContext().DeviceId());
  832. if (rt_ret != RT_ERROR_NONE) {
  833. REPORT_CALL_ERROR("E19999", "Call rtCtxCreate failed, session_id:%lu, graph_id:%u, mode:%d",
  834. session_id, graph_id, mode);
  835. GELOGE(FAILED, "[Call][RtCtxCreate] faileded, session_id:%lu, graph_id:%u, mode:%d", session_id, graph_id, mode);
  836. return FAILED;
  837. }
  838. rt_ret = rtCtxSetCurrent(rt_context);
  839. if (rt_ret != RT_ERROR_NONE) {
  840. REPORT_CALL_ERROR("E19999", "Call rtCtxSetCurrent failed, session_id:%lu, graph_id:%u, mode:%d",
  841. session_id, graph_id, mode);
  842. GELOGE(FAILED, "[Call][RtCtxSetCurrent] failed, session_id:%lu, graph_id:%u, mode:%d", session_id, graph_id, mode);
  843. return FAILED;
  844. }
  845. RtContextUtil::GetInstance().AddRtContext(session_id, graph_id, rt_context);
  846. return SUCCESS;
  847. }
  848. Status GraphManager::RunCustomPass(const GraphNodePtr &graph_node) {
  849. ConstGraphPtr const_graph = graph_node->GetGraph();
  850. auto comp_graph = GraphUtils::GetComputeGraph(*const_graph);
  851. GE_DUMP(comp_graph, "RunCustomPassBegin");
  852. GE_TIMESTAMP_START(RunCustomPass);
  853. GraphPtr graph = std::const_pointer_cast<Graph>(const_graph);
  854. GE_CHK_STATUS_RET(CustomPassHelper::Instance().Run(graph), "[Call][Run] for Graph[%s] fail.",
  855. comp_graph->GetName().c_str());
  856. GE_TIMESTAMP_END(RunCustomPass, "GraphBuilder::RunCustomPass");
  857. return SUCCESS;
  858. }
  859. Status GraphManager::PreRun(const GraphNodePtr &graph_node, const std::vector<GeTensor> &inputs,
  860. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  861. GE_CHECK_NOTNULL(graph_node);
  862. GE_CHECK_NOTNULL(graph_node->GetGraph());
  863. GE_CHK_STATUS_RET_NOLOG(RunCustomPass(graph_node));
  864. auto compute_graph = GraphUtils::GetComputeGraph(*graph_node->GetGraph());
  865. GE_CHECK_NOTNULL(compute_graph);
  866. compute_graph->SetSessionID(session_id);
  867. auto analyzer_instance = Analyzer::GetInstance();
  868. GE_CHK_STATUS_RET(analyzer_instance->BuildJsonObject(session_id, compute_graph->GetGraphID()),
  869. "[Build][JsonObject] Failed, session_id:%lu", session_id)
  870. GEEVENT("PreRun start: graph node size %zu, session id %lu, graph id %u, graph name %s.",
  871. compute_graph->GetDirectNodesSize(), session_id, compute_graph->GetGraphID(),
  872. compute_graph->GetName().c_str());
  873. GE_DUMP(compute_graph, "PreRunBegin");
  874. // rtContext_t
  875. Status ret = SetRtContext(rtContext_t(), RT_CTX_GEN_MODE, session_id, compute_graph->GetGraphID());
  876. if (ret != SUCCESS) {
  877. GELOGE(ret, "[Set][RtContext] failed, session_id:%lu, graph_id:%u.", session_id, compute_graph->GetGraphID());
  878. return ret;
  879. }
  880. ret = GeOptInfo::SetOptInfo();
  881. if (ret != SUCCESS) {
  882. GELOGE(ret, "[Set][OptInfo] Set optional information failed.");
  883. return ret;
  884. }
  885. /// 1. BUILD_MODE_TUNING with BUILD_STEP_AFTER_UB_MATCH no need PreRunOptimizeOriginalGraph;
  886. /// 2. BUILD_MODE_TUNING with BUILD_STEP_AFTER_MERGE no need PreRunOptimizeOriginalGraph.
  887. /// 3. BUILD_MODE_TUNING with BUILD_STEP_AFTER_BUILDER_SUB no need PreRunOptimizeOriginalGraph.
  888. bool run_optimize_original_graph = !((options_.build_mode == BUILD_MODE_TUNING) &&
  889. (options_.build_step == BUILD_STEP_AFTER_UB_MATCH ||
  890. options_.build_step == BUILD_STEP_AFTER_MERGE ||
  891. options_.build_step == BUILD_STEP_AFTER_BUILDER_SUB));
  892. if (run_optimize_original_graph) {
  893. Status ret = PreRunOptimizeOriginalGraph(graph_node, inputs, compute_graph, session_id);
  894. if (ret != SUCCESS) {
  895. GELOGE(ret, "[Run][PreRunOptimizeOriginalGraph] failed for graph:%s, session_id:%lu",
  896. compute_graph->GetName().c_str(), session_id);
  897. return ret;
  898. }
  899. }
  900. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kSubGraphOptimize);
  901. // set fuzz compile flag after origin graph optimize
  902. GE_CHK_STATUS_RET(SetFuzzCompileFlag(compute_graph),
  903. "[Set][FuzzCompileFlag] failed for graph:%s.", compute_graph->GetName().c_str());
  904. ret = PreRunOptimizeSubGraph(graph_node, compute_graph, session_id);
  905. if (ret != SUCCESS) {
  906. GELOGE(ret, "[Run][PreRunOptimizeSubGraph] failed for graph:%s, session_id:%lu.",
  907. compute_graph->GetName().c_str(), session_id);
  908. return ret;
  909. }
  910. /// 1. BUILD_MODE_TUNING with BUILD_STEP_BEFORE_UB_MATCH no need PreRunAfterOptimizeSubGraph;
  911. /// 2. BUILD_MODE_TUNING with BUILD_STEP_AFTER_BUILDER no need PreRunAfterOptimizeSubGraph.
  912. /// 3. BUILD_MODE_TUNING with BUILD_STEP_AFTER_BUILDER_SUB no need PreRunAfterOptimizeSubGraph.
  913. bool run_after_optimize_subgraph = !((options_.build_mode == BUILD_MODE_TUNING) &&
  914. (options_.build_step == BUILD_STEP_BEFORE_UB_MATCH ||
  915. options_.build_step == BUILD_STEP_AFTER_BUILDER ||
  916. options_.build_step == BUILD_STEP_AFTER_BUILDER_SUB));
  917. if (run_after_optimize_subgraph) {
  918. ret = PreRunAfterOptimizeSubGraph(graph_node, compute_graph, ge_root_model, session_id);
  919. if (ret != SUCCESS) {
  920. GELOGE(ret, "[Run][PreRunAfterOptimizeSubGraph] failed for graph:%s, session_id:%lu.",
  921. compute_graph->GetName().c_str(), session_id);
  922. return ret;
  923. }
  924. }
  925. GEEVENT("[GEPERFTRACE] GE PreRun End");
  926. return SUCCESS;
  927. }
  928. Status GraphManager::SetFuzzCompileFlag(ComputeGraphPtr &compute_graph) {
  929. if (!GetLocalOmgContext().fuzz_compile_flag) {
  930. return SUCCESS;
  931. }
  932. for (const auto &node : compute_graph->GetAllNodes()) {
  933. OpDescPtr op_desc = node->GetOpDesc();
  934. GE_CHECK_NOTNULL(op_desc);
  935. GELOGD("Fuzz compile flag is %d.", GetLocalOmgContext().fuzz_compile_flag);
  936. if (!AttrUtils::SetBool(op_desc, ATTR_NAME_FUZZ_BUILD, GetLocalOmgContext().fuzz_compile_flag)) {
  937. GELOGE(FAILED, "[Set][ATTR] %s to %s failed.", ATTR_NAME_FUZZ_BUILD.c_str(), op_desc->GetName().c_str());
  938. return FAILED;
  939. }
  940. }
  941. return SUCCESS;
  942. }
  943. Status GraphManager::SubexpressionMigration(ComputeGraphPtr &compute_graph) {
  944. PassManager pass_manager;
  945. GE_CHK_STATUS_RET(pass_manager.AddPass("SubexpressionMigrationPass", new (std::nothrow) SubexpressionMigrationPass));
  946. GE_CHK_STATUS_RET(pass_manager.AddPass("UnusedArgsCleanPass", new (std::nothrow) UnusedArgsCleanPass));
  947. GE_TIMESTAMP_START(SubexpressionMigrationPass);
  948. auto ret = pass_manager.Run(compute_graph);
  949. GE_TIMESTAMP_END(SubexpressionMigrationPass, "GraphManager::SubexpressionMigration");
  950. if (ret != SUCCESS && ret != NOT_CHANGED) {
  951. GELOGE(ret, "[Run][SubexpressionMigrationPass] failed, ret:%u.", ret);
  952. return ret;
  953. }
  954. return SUCCESS;
  955. }
  956. Status GraphManager::StartForRunGraph(const GraphNodePtr &graph_node, const std::vector<GeTensor> &inputs,
  957. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  958. // it will not execute graph prreprocess, optimize, parition, build if the graph has built successful.
  959. Status ret = SUCCESS;
  960. if (IsGraphNeedBuild(graph_node)) {
  961. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  962. if (graph_node->GetBuildFlag()) {
  963. REPORT_INNER_ERROR("E19999", "Graph:%u has not build before, can't run directly, "
  964. "check invalid", graph_node->GetGraphId());
  965. GELOGE(PARAM_INVALID,
  966. "[Get][BuildFlag] The graph %u need to re-build, you should remove it from GE "
  967. "first, then AddGraph again and rebuild it.",
  968. graph_node->GetGraphId());
  969. return PARAM_INVALID;
  970. }
  971. ret = PreRun(graph_node, inputs, ge_root_model, session_id);
  972. // release rts generate context
  973. RtContextUtil::GetInstance().DestroyRtContexts(session_id, graph_node->GetGraphId());
  974. if (ret != SUCCESS) {
  975. GELOGE(ret, "[Call][PreRun] Failed, graph_id:%u, session_id:%lu.", graph_node->GetGraphId(), session_id);
  976. return ret;
  977. }
  978. ret = LoadGraph(ge_root_model, graph_node);
  979. if (ret != SUCCESS) {
  980. GELOGE(ret, "[Load][Graph] Failed, graph_id:%u.", graph_node->GetGraphId());
  981. return ret;
  982. }
  983. graph_node->SetBuildFlag(true);
  984. var_acc_ctrl_.SetGraphBuildEnd(graph_node->GetGraphId());
  985. } else if (!graph_node->GetLoadFlag()) {
  986. GeRootModelPtr ge_root_model_ptr = graph_node->GetGeRootModel();
  987. ret = LoadGraph(ge_root_model, graph_node);
  988. if (ret != SUCCESS) {
  989. GELOGE(ret, "[Load][Graph] Failed, graph_id:%u.", graph_node->GetGraphId());
  990. return ret;
  991. }
  992. }
  993. return ret;
  994. }
  995. Status GraphManager::LoadGraph(const GeRootModelPtr &ge_root_model, const GraphNodePtr &graph_node) {
  996. GELOGI("[LoadGraph] run_graph_flag[%d], graph_id[%u]", options_.run_graph_flag, graph_node->GetGraphId());
  997. if (!options_.run_graph_flag) {
  998. return SUCCESS;
  999. }
  1000. ErrorManager::GetInstance().SetStage(error_message::kModelLoad, error_message::kModelLoad);
  1001. GE_CHECK_NOTNULL(executor_);
  1002. return executor_->LoadGraph(ge_root_model, graph_node);
  1003. }
  1004. Status GraphManager::InnerRunGraph(GraphNodePtr &graph_node, const GraphId &graph_id,
  1005. const std::vector<GeTensor> &inputs, std::vector<GeTensor> &outputs) {
  1006. GE_CHECK_NOTNULL(executor_);
  1007. return executor_->RunGraph(graph_node, graph_id, inputs, outputs);
  1008. }
  1009. Status GraphManager::InnerRunGraphWithStream(GraphNodePtr &graph_node, const GraphId &graph_id, rtStream_t stream,
  1010. const std::vector<GeTensor> &inputs, std::vector<GeTensor> &outputs) {
  1011. GE_CHECK_NOTNULL(executor_);
  1012. return executor_->RunGraphWithStream(graph_node, graph_id, stream, inputs, outputs);
  1013. }
  1014. Status GraphManager::RunGraphWithStreamAsync(const GraphId &graph_id, rtStream_t stream, uint64_t session_id,
  1015. const std::vector<GeTensor> &inputs, std::vector<GeTensor> &outputs) {
  1016. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  1017. std::lock_guard<std::mutex> lock(run_mutex_);
  1018. GELOGI("Start to run graph with stream async, graph id = %u, stream = %p.", graph_id, stream);
  1019. if (inputs.empty()) {
  1020. GELOGI("Run graph with stream async, initialize sub graph has no inputs.");
  1021. }
  1022. // find graph
  1023. GraphNodePtr graph_node = nullptr;
  1024. Status ret = GetGraphNode(graph_id, graph_node);
  1025. if (ret != SUCCESS) {
  1026. REPORT_INNER_ERROR("E19999", "graph id = %u not exist in graph_map, check invalid.", graph_id);
  1027. GELOGE(ret, "[Get][GraphNode] failed, Run graph with stream async, graph not exist, graph id = %u.", graph_id);
  1028. return ret;
  1029. }
  1030. if (graph_node == nullptr) {
  1031. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph id = %u, check invalid.", graph_id);
  1032. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] Run graph with stream async, graph node is NULL, "
  1033. "graph id = %u.", graph_id);
  1034. return GE_GRAPH_GRAPH_NODE_NULL;
  1035. }
  1036. if (graph_node->GetRunFlag()) {
  1037. REPORT_INNER_ERROR("E19999", "Graph is already running, can't be run again, graph id = %u, "
  1038. "check invalid.", graph_id);
  1039. GELOGE(GE_GRAPH_ALREADY_RUNNING, "[Get][RunFlag] Run graph with stream async graph already running, "
  1040. "graph id = %u.", graph_id);
  1041. return GE_GRAPH_ALREADY_RUNNING;
  1042. }
  1043. UpdateLocalOmgContext(graph_id);
  1044. // set graph's run flag
  1045. graph_node->SetRunFlag(true);
  1046. graph_node->SetIsSpecificStream(true);
  1047. ComputeGraphPtr compute_graph_tmp = GraphUtils::GetComputeGraph(*(graph_node->GetGraph()));
  1048. if (options_.local_fmk_op_flag) {
  1049. GetCompilerStages(graph_id).optimizer.TranFrameOp(compute_graph_tmp);
  1050. }
  1051. GeRootModelPtr ge_root_model = nullptr;
  1052. ret = StartForRunGraph(graph_node, inputs, ge_root_model, session_id);
  1053. if (ret != SUCCESS) {
  1054. GELOGE(ret, "[Call][StartForRunGraph] failed, session_id:%lu", session_id);
  1055. graph_node->SetRunFlag(false);
  1056. return ret;
  1057. }
  1058. return InnerRunGraphWithStream(graph_node, graph_id, stream, inputs, outputs);
  1059. }
  1060. Status GraphManager::RunGraph(const GraphId &graph_id, const std::vector<GeTensor> &inputs,
  1061. std::vector<GeTensor> &outputs, uint64_t session_id) {
  1062. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  1063. std::lock_guard<std::mutex> lock(run_mutex_);
  1064. GELOGI("[RunGraph] start to run graph, graph_id = %u, is_train_graph: %d", graph_id, GetTrainFlag());
  1065. if (inputs.empty()) {
  1066. GELOGI("[RunGraph] initialize sub graph has no inputs");
  1067. }
  1068. // find graph
  1069. GraphNodePtr graph_node = nullptr;
  1070. Status ret = GetGraphNode(graph_id, graph_node);
  1071. if (ret != SUCCESS) {
  1072. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1073. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id = %u.", graph_id);
  1074. return ret;
  1075. }
  1076. if (graph_node == nullptr) {
  1077. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  1078. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graph_id = %u.", graph_id);
  1079. return GE_GRAPH_GRAPH_NODE_NULL;
  1080. }
  1081. if (graph_node->GetRunFlag()) {
  1082. REPORT_INNER_ERROR("E19999", "Graph is already running, can't be run again, graph_id:%u, check invalid", graph_id);
  1083. GELOGE(GE_GRAPH_ALREADY_RUNNING, "[Get][RunFlag] graph already running, graph id = %u", graph_id);
  1084. return GE_GRAPH_ALREADY_RUNNING;
  1085. }
  1086. UpdateLocalOmgContext(graph_id);
  1087. // set graph's run flag
  1088. graph_node->SetRunFlag(true);
  1089. ComputeGraphPtr compute_graph_tmp = GraphUtils::GetComputeGraph(*(graph_node->GetGraph()));
  1090. GE_IF_BOOL_EXEC(GetTrainFlag(),
  1091. GE_IF_BOOL_EXEC(compute_graph_tmp == nullptr,
  1092. REPORT_CALL_ERROR("E19999", "compute_graph is nullptr in graph_node, graph_id:%u, "
  1093. "check invalid", graph_id);
  1094. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Get][ComputeGraph] failed, "
  1095. "compute_graph_tmp is NULL, graph id = %u.", graph_id);
  1096. return GE_GRAPH_GRAPH_NODE_NULL;))
  1097. if (options_.local_fmk_op_flag) {
  1098. GetCompilerStages(graph_id).optimizer.TranFrameOp(compute_graph_tmp);
  1099. }
  1100. GeRootModelPtr ge_root_model = nullptr;
  1101. ret = StartForRunGraph(graph_node, inputs, ge_root_model, session_id);
  1102. if (ret != SUCCESS) {
  1103. GELOGE(ret, "[Call][StartForRunGraph] failed, session_id:%lu", session_id);
  1104. graph_node->SetRunFlag(false);
  1105. return ret;
  1106. }
  1107. ErrorManager::GetInstance().SetStage(error_message::kModelExecute, error_message::kModelExecute);
  1108. // excute graph
  1109. ret = InnerRunGraph(graph_node, graph_id, inputs, outputs);
  1110. if (ret != SUCCESS) {
  1111. return ret;
  1112. }
  1113. if (GetTrainFlag()) {
  1114. if (compute_graph_tmp->IsSummaryGraph()) {
  1115. ret = SummaryHandle(graph_id, outputs);
  1116. if (ret != SUCCESS) {
  1117. GELOGE(ret, "[Call][SummaryHandle] failed, graph_id:%u", graph_id);
  1118. }
  1119. }
  1120. GeRootModelPtr root_model = graph_node->GetGeRootModel();
  1121. if (root_model != nullptr) {
  1122. GELOGI("Start CheckpointHandle.");
  1123. auto checkPointGraph = root_model->GetRootGraph();
  1124. if (IsCheckpointGraph(checkPointGraph)) {
  1125. ret = CheckpointHandle(graph_id, checkPointGraph, outputs);
  1126. if (ret != SUCCESS) {
  1127. GELOGE(ret, "[Check][PointHandle] failed, graph_id:%u", graph_id);
  1128. }
  1129. }
  1130. }
  1131. }
  1132. GELOGI("[RunGraph] run graph success, graph_id = %u.", graph_id);
  1133. return SUCCESS;
  1134. }
  1135. Status GraphManager::GenerateInfershapeGraph(GraphId &graph_id) {
  1136. GELOGI("[DumpInfershapeJson] start to DumpInfershapeJson graph, graph_id=%u.", graph_id);
  1137. // find graph
  1138. GraphNodePtr graph_node = nullptr;
  1139. Status ret = GetGraphNode(graph_id, graph_node);
  1140. if (ret != SUCCESS) {
  1141. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1142. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id = %u.", graph_id);
  1143. return ret;
  1144. }
  1145. if (graph_node == nullptr) {
  1146. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid",
  1147. graph_id);
  1148. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[BuildGraph] graph node is NULL, graphId = %u.", graph_id);
  1149. return GE_GRAPH_GRAPH_NODE_NULL;
  1150. }
  1151. UpdateLocalOmgContext(graph_id);
  1152. ret = GetCompilerStages(graph_id).preparer.GenerateInfershapeGraph(graph_node->GetGraph());
  1153. if (ret != SUCCESS) {
  1154. GELOGE(ret, "ATC dump infershape json failed");
  1155. return ret;
  1156. }
  1157. GELOGI("[DumpInfershapeJson] Dump infershape json success, graph_id=%u.", graph_id);
  1158. return ret;
  1159. }
  1160. Status GraphManager::BuildGraphForUnregisteredOp(const GraphId &graph_id, const std::vector<GeTensor> &inputs,
  1161. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  1162. // find graph
  1163. GraphNodePtr graph_node = nullptr;
  1164. Status ret = GetGraphNode(graph_id, graph_node);
  1165. if (ret != SUCCESS) {
  1166. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid",
  1167. graph_id);
  1168. GELOGE(ret, "[BuildGraph] graph not exist, graph_id = %u.", graph_id);
  1169. return ret;
  1170. }
  1171. if (graph_node == nullptr) {
  1172. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  1173. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graphId = %u.", graph_id);
  1174. return GE_GRAPH_GRAPH_NODE_NULL;
  1175. }
  1176. UpdateLocalOmgContext(graph_id);
  1177. auto compute_graph = GraphUtils::GetComputeGraph(*graph_node->GetGraph());
  1178. GE_CHECK_NOTNULL(compute_graph);
  1179. GM_RUN_AND_DUMP_PERF("Prepare", GetCompilerStages(graph_id).preparer.PrepareDynShape, graph_node, inputs,
  1180. compute_graph, session_id);
  1181. for (auto &node : compute_graph->GetAllNodes()) {
  1182. OpDescPtr op_desc = node->GetOpDesc();
  1183. GE_CHECK_NOTNULL(op_desc);
  1184. if (op_desc->HasAttr(ATTR_NAME_UNREGST_OPPATH)) {
  1185. vector<ge::NodePtr> node_vec = {node};
  1186. auto instance_ptr = ge::GELib::GetInstance();
  1187. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  1188. REPORT_INNER_ERROR("E19999", "GELib is not init before, graph_id:%u, check invalid", graph_id);
  1189. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib] GELib is not init before, graph_id:%u", graph_id);
  1190. return GE_CLI_GE_NOT_INITIALIZED;
  1191. }
  1192. OpsKernelInfoStorePtr kernel_info =
  1193. instance_ptr->OpsKernelManagerObj().GetOpsKernelInfoStore(op_desc->GetOpKernelLibName());
  1194. if (kernel_info == nullptr) {
  1195. REPORT_INNER_ERROR("E19999", "GetOpsKernelInfoStore fail for op:%s(%s), kernel_lib_name:%s, graph_id:%u, "
  1196. "check invalid", op_desc->GetName().c_str(), op_desc->GetType().c_str(),
  1197. op_desc->GetOpKernelLibName().c_str(), graph_id);
  1198. GELOGE(FAILED, "[Get][OpsKernelInfoStore] fail for op:%s(%s), kernel_lib_name:%s, graph_id:%u",
  1199. op_desc->GetName().c_str(), op_desc->GetType().c_str(),
  1200. op_desc->GetOpKernelLibName().c_str(), graph_id);
  1201. return FAILED;
  1202. }
  1203. ret = kernel_info->CompileOp(node_vec);
  1204. if (ret != SUCCESS) {
  1205. REPORT_CALL_ERROR("E19999", "Call CompileOp fail for op:%s(%s), kernel_lib_name:%s, graph_id:%u, "
  1206. "check invalid", op_desc->GetName().c_str(), op_desc->GetType().c_str(),
  1207. op_desc->GetOpKernelLibName().c_str(), graph_id);
  1208. GELOGE(ret, "[Compile][Op] failed, op = %s, graph_id = %u.", op_desc->GetName().c_str(), graph_id);
  1209. return ret;
  1210. }
  1211. }
  1212. }
  1213. GM_RUN_AND_DUMP_PERF("Build", Build, graph_node, compute_graph, ge_root_model, session_id);
  1214. return SUCCESS;
  1215. }
  1216. Status GraphManager::BuildGraph(const GraphId &graph_id, const std::vector<GeTensor> &inputs,
  1217. GeRootModelPtr &ge_root_model, uint64_t session_id, bool async) {
  1218. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  1219. GELOGD("[BuildGraph] start to build graph, graph_id:%u", graph_id);
  1220. if (inputs.empty()) {
  1221. GELOGW("[BuildGraph] BuildGraph warning: empty GeTensor inputs");
  1222. }
  1223. // find graph
  1224. GraphNodePtr graph_node = nullptr;
  1225. Status ret = GetGraphNode(graph_id, graph_node);
  1226. if (ret != SUCCESS) {
  1227. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1228. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id = %u.", graph_id);
  1229. return ret;
  1230. }
  1231. if (graph_node == nullptr) {
  1232. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  1233. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graphId = %u.", graph_id);
  1234. return GE_GRAPH_GRAPH_NODE_NULL;
  1235. }
  1236. if (graph_node->GetRunFlag()) {
  1237. REPORT_INNER_ERROR("E19999", "Graph is already running, can't be run again, graph_id:%u, "
  1238. "check invalid", graph_id);
  1239. GELOGE(GE_GRAPH_ALREADY_RUNNING, "[Get][RunFlag] graph already running, graph id = %u", graph_node->GetGraphId());
  1240. return GE_GRAPH_ALREADY_RUNNING;
  1241. }
  1242. UpdateLocalOmgContext(graph_id);
  1243. graph_node->SetAsync(async);
  1244. // set graph's run flag
  1245. graph_node->SetRunFlag(true);
  1246. ret = StartForRunGraph(graph_node, inputs, ge_root_model, session_id);
  1247. graph_node->SetRunFlag(false);
  1248. if (ret != SUCCESS) {
  1249. GELOGE(ret, "[Call][StartForRunGraph] failed! graph_id:%u.", graph_id);
  1250. return ret;
  1251. }
  1252. GELOGI("[BuildGraph] build graph success, graph_id=%u.", graph_id);
  1253. return ret;
  1254. }
  1255. ///
  1256. /// @ingroup ge_graph
  1257. /// @brief Save extra attribute to Model
  1258. /// @param [in] model: Model attribues will save to.
  1259. /// @param [in] type: type of OpDesc.
  1260. /// @param [in] attrs: attributes of OpDesc.
  1261. /// @param [in] inputs: inputs tensor.
  1262. /// @param [in] outputs: outputs tensor.
  1263. /// @return: Status
  1264. ///
  1265. Status GraphManager::SaveParams(ge::GeModel &model, const std::string &type, const std::map<string, GeAttrValue> &attrs,
  1266. const std::vector<GeTensor> &inputs, const std::vector<GeTensor> &outputs) {
  1267. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(&model, "ATTR_MODEL_OP_TYPE", type), return FAILED,
  1268. "[Set][Str] model type[%s] fail", type.c_str());
  1269. for (const auto &it : attrs) {
  1270. GE_CHK_BOOL_EXEC(model.SetAttr("ATTR_MODEL_" + it.first, it.second) == GRAPH_SUCCESS, return FAILED,
  1271. "[Set][Attr] OpDesc attribute[%s] fail", it.first.c_str());
  1272. }
  1273. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetListTensor(&model, "ATTR_MODEL_TENSOR_INPUTS", inputs), return FAILED,
  1274. "[Set][InputsTensor] list fail");
  1275. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetListTensor(&model, "ATTR_MODEL_TENSOR_OUTPUTS", outputs), return FAILED,
  1276. "[Set][OutputsTensor] list fail");
  1277. return SUCCESS;
  1278. }
  1279. bool GraphManager::CheckModelLoad(const GeRootModelPtr &ge_root_model, bool load_flag) {
  1280. return ((ge_root_model != nullptr) && (ge_root_model->GetModelId() != INVALID_MODEL_ID) && load_flag);
  1281. }
  1282. Status GraphManager::RemoveGraph(const GraphId &graph_id) {
  1283. auto it = to_be_deleted_graphs_.find(graph_id);
  1284. if (it != to_be_deleted_graphs_.end()) {
  1285. to_be_deleted_graphs_.erase(it);
  1286. }
  1287. GraphNodePtr graph_node = nullptr;
  1288. Status ret = GetGraphNode(graph_id, graph_node);
  1289. if (ret != SUCCESS || graph_node == nullptr) {
  1290. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1291. GELOGE(GE_GRAPH_GRAPH_NOT_EXIST, "[Get][GraphNode] Id %u does not exists.", graph_id);
  1292. return GE_GRAPH_GRAPH_NOT_EXIST;
  1293. }
  1294. if (graph_node->GetRunFlag()) {
  1295. // only put graph into to-be-deleted list when exceptional scenario
  1296. to_be_deleted_graphs_.insert(graph_id);
  1297. GELOGI("[GraphManager] Trying to remove running graph[Id:%u], added into to_be_deleted_graphs_.", graph_id);
  1298. return SUCCESS;
  1299. }
  1300. std::lock_guard<std::mutex> lock(unload_model_mutex_);
  1301. var_acc_ctrl_.RemoveGraph(graph_id);
  1302. RemoveGraphNode(graph_id);
  1303. auto ge_root_model = graph_node->GetGeRootModel();
  1304. if (CheckModelLoad(ge_root_model, graph_node->GetLoadFlag())) {
  1305. Status middle_ret = UnloadModel(ge_root_model, graph_id);
  1306. if (middle_ret != SUCCESS) {
  1307. REPORT_INNER_ERROR("E19999", "UnloadModel for graph:%u failed, check invalid", graph_id);
  1308. GELOGE(middle_ret, "[Unload][Model] model failed, graph_id=%u.", graph_id);
  1309. ret = middle_ret;
  1310. }
  1311. }
  1312. RemoveCompilerStages(graph_id);
  1313. RemoveGraphCount(graph_id);
  1314. RemoveAddGraphCondition(graph_id);
  1315. GE_CHK_STATUS_RET(ret, "[Remove][Graph] failed, graph_id=%u.", graph_id);
  1316. GELOGI("[GraphManager] remove graph success, graph_id=%u.", graph_id);
  1317. return SUCCESS;
  1318. }
  1319. Status GraphManager::ParseOptions(const std::map<std::string, std::string> &options) {
  1320. Status ret;
  1321. ParseOption(options, "ge.INPUT_NODES_SET_FP16", options_.input_nodes_set_fp16);
  1322. // parse streams max parallel num
  1323. ret = ParseOption(options, STREAM_MAX_PARALLEL_NUM, options_.stream_max_parallel_num);
  1324. if (ret != SUCCESS) {
  1325. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  1326. "[Parse][Option] %s value failed, it must be same format as DNN_V100:2,DNN_HCCL:3",
  1327. STREAM_MAX_PARALLEL_NUM.c_str());
  1328. return GE_GRAPH_OPTIONS_INVALID;
  1329. }
  1330. // get stream num
  1331. ret = ParseOption(options, STREAM_NUM, options_.stream_num);
  1332. if ((ret != SUCCESS) || (options_.stream_num == 0)) {
  1333. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.stream_num, its value %d is invalid, "
  1334. "must be not equal zero.", options_.stream_num);
  1335. return GE_GRAPH_OPTIONS_INVALID;
  1336. }
  1337. // get perf level, its value please see enum PerfLevel
  1338. ret = ParseOption(options, PERF_LEVEL, options_.perf_level);
  1339. if ((ret != SUCCESS) || IsPerfLevelInvalid(options_.perf_level)) {
  1340. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.perfLevel, its value %d is invalid, "
  1341. "must be enum PerfLevel type.", options_.perf_level);
  1342. return GE_GRAPH_OPTIONS_INVALID;
  1343. }
  1344. // get encrypt mode
  1345. ret = ParseOption(options, ENCRYPT_MODE, options_.encrypt_mode);
  1346. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1347. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.encryptMode value invalid.");
  1348. return GE_GRAPH_OPTIONS_INVALID);
  1349. // get ek file
  1350. ParseOption(options, EK_FILE, options_.ek_file);
  1351. // get cert file
  1352. ParseOption(options, CERT_FILE, options_.cert_file);
  1353. // get hw key file
  1354. ParseOption(options, HW_KEY_FILE, options_.hw_key_file);
  1355. // get private file
  1356. ParseOption(options, PRIVATE_KEY_FILE, options_.private_key_file);
  1357. // get framework type, its value please see enum FrameworkType
  1358. ret = ParseOption(options, FRAMEWORK_TYPE, options_.framework_type);
  1359. if (ret != SUCCESS) {
  1360. // print error log in ParseOption
  1361. return GE_GRAPH_OPTIONS_INVALID;
  1362. }
  1363. // get calibration info file
  1364. ParseOption(options, CALIBRATION_CONF_FILE, options_.calibration_conf_file);
  1365. // get insert op info file
  1366. ParseOption(options, INSERT_OP_FILE, options_.insert_op_file);
  1367. // get output node name
  1368. ParseOption(options, OUTPUT_NODE_NAME, options_.output_node_name);
  1369. // get function bin path
  1370. ParseOption(options, "ge.func_bin_path", options_.func_bin_path);
  1371. // get core type
  1372. ParseOption(options, CORE_TYPE, options_.core_type);
  1373. // get weight compress flag
  1374. ret = ParseOption(options, COMPRESS_FLAG, options_.compress_flag);
  1375. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1376. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.compressFlag value is invalid, "
  1377. "must be 0 or 1.");
  1378. return GE_GRAPH_OPTIONS_INVALID);
  1379. // Set Build model and step
  1380. ParseOption(options, BUILD_MODE, options_.build_mode);
  1381. ParseOption(options, BUILD_STEP, options_.build_step);
  1382. ParseOption(options, BUILD_STEP, options_.tuning_path);
  1383. // ge.graphType.
  1384. options_.run_graph_flag = true;
  1385. ret = ParseOption(options, RUN_FLAG, options_.run_graph_flag);
  1386. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1387. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.runFlag value is invalid, must be 0 or 1.");
  1388. return GE_GRAPH_OPTIONS_INVALID);
  1389. // ge.graphType
  1390. ret = ParseTrainGraphFlag(options_.train_graph_flag);
  1391. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1392. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][TrainGraphFlag] Key:ge.runFlag value is invalid");
  1393. return GE_GRAPH_OPTIONS_INVALID);
  1394. // parse FmkOp
  1395. options_.local_fmk_op_flag = false;
  1396. ret = ParseOption(options, LOCAL_FMKOP_FLAG, options_.local_fmk_op_flag);
  1397. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1398. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.localFmkopFlag value is invalid, "
  1399. "must be 0 or 1.");
  1400. return GE_GRAPH_OPTIONS_INVALID);
  1401. options_.enable_print_op_pass = true;
  1402. ret = ParseOption(options, ENABLE_PRINT_OP_PASS, options_.enable_print_op_pass);
  1403. options_.is_single_op = false;
  1404. ret = ParseOption(options, SINGLE_OP_FLAG, options_.is_single_op);
  1405. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1406. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.enablePrintOpPass value is invalid, "
  1407. "must be 0 or 1.");
  1408. return GE_GRAPH_OPTIONS_INVALID);
  1409. // parse hcom parallel
  1410. options_.hcom_parallel = false;
  1411. ret = ParseOption(options, HCOM_PARALLEL, options_.hcom_parallel);
  1412. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1413. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.hcomParallel value is invalid, "
  1414. "must be 0 or 1.");
  1415. return GE_GRAPH_OPTIONS_INVALID);
  1416. // net output node dataType
  1417. ParseOption(options, OUTPUT_DATATYPE, options_.output_datatype);
  1418. // Set save_original_model flag (ge.save_original_model)
  1419. ParseOption(options, SAVE_ORIGINAL_MODEL, options_.save_original_model);
  1420. // Original model file name
  1421. ParseOption(options, ORIGINAL_MODEL_FILE, options_.original_model_file);
  1422. ParseOption(options, INPUT_SHAPE, options_.input_shape);
  1423. ParseOption(options, kDynamicDims, options_.dynamic_dims);
  1424. ParseOption(options, DYNAMIC_NODE_TYPE, options_.dynamic_node_type);
  1425. GELOGD("Dynamic dims params: input shape is %s, dynamic dims is %s, dynamic node type is %d",
  1426. options_.input_shape.c_str(), options_.dynamic_dims.c_str(), options_.dynamic_node_type);
  1427. return SUCCESS;
  1428. }
  1429. // OPTION_GRAPH_RUN_MODE is supposed to be a session-level option, but it used to be set to global-level in the past.
  1430. // If can not parse from session, it can parse from global by GetContext().
  1431. Status GraphManager::ParseTrainGraphFlag(bool &train_flag) {
  1432. train_flag = false;
  1433. string run_mode;
  1434. if (GetContext().GetOption(ge::OPTION_GRAPH_RUN_MODE, run_mode) == SUCCESS && !run_mode.empty()) {
  1435. if (GraphRunMode(std::strtol(run_mode.c_str(), nullptr, kBase)) >= TRAIN) {
  1436. train_flag = true;
  1437. }
  1438. }
  1439. domi::GetContext().train_flag = train_flag;
  1440. GELOGI("Is train flag: %d.", train_flag);
  1441. return SUCCESS;
  1442. }
  1443. bool GraphManager::IsPerfLevelInvalid(int32_t perf_level) {
  1444. return ((perf_level != static_cast<int32_t>(GEN_TASK_WITHOUT_L2FUSION)) &&
  1445. (perf_level != static_cast<int32_t>(GEN_TASK_WITHOUT_FUSION)) &&
  1446. (perf_level != -1));
  1447. }
  1448. void GraphManager::ParseOption(const std::map<std::string, std::string> &options, const std::string &key,
  1449. std::string &option) {
  1450. auto iter = options.find(key);
  1451. if (iter != options.end()) {
  1452. GELOGD("Set option %s from value %s to value%s", key.c_str(), option.c_str(), iter->second.c_str());
  1453. option = iter->second;
  1454. }
  1455. }
  1456. Status GraphManager::ParseOption(const std::map<std::string, std::string> &options, const std::string &key,
  1457. bool &option) {
  1458. auto iter = options.find(key);
  1459. if (iter != options.end()) {
  1460. string flag = iter->second;
  1461. if (flag == "0") {
  1462. option = false;
  1463. } else if (flag == "1") {
  1464. option = true;
  1465. } else {
  1466. REPORT_INNER_ERROR("E19999", "Option:%s value:%s must be 0 or 1, check invalid", key.c_str(), flag.c_str());
  1467. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] Key:%s, its value %s is invalid, it must be 0 or 1.",
  1468. key.c_str(), flag.c_str());
  1469. return GE_GRAPH_OPTIONS_INVALID;
  1470. }
  1471. }
  1472. return SUCCESS;
  1473. }
  1474. Status GraphManager::ParseOption(const std::map<std::string, std::string> &options, const std::string &key,
  1475. int &option) {
  1476. const int kDecimal = 10;
  1477. char *ptr = nullptr;
  1478. auto iter = options.find(key);
  1479. if (iter != options.end()) {
  1480. option = static_cast<int32_t>(std::strtol(iter->second.c_str(), &ptr, kDecimal));
  1481. if (ptr != nullptr && *ptr != '\0') {
  1482. REPORT_INNER_ERROR("E19999", "Option:%s value:%s must be int32_t type, check invalid",
  1483. key.c_str(), iter->second.c_str());
  1484. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] Key:%s, its value %s is invalid, must be int32_t type.",
  1485. key.c_str(), iter->second.c_str());
  1486. return GE_GRAPH_OPTIONS_INVALID;
  1487. }
  1488. }
  1489. return SUCCESS;
  1490. }
  1491. void GraphManager::Trim(std::string &str) {
  1492. if (!str.empty()) {
  1493. auto it = str.find_first_not_of(" ");
  1494. if (it != std::string::npos) {
  1495. str.erase(0, it);
  1496. }
  1497. it = str.find_last_not_of(" ");
  1498. if (it != std::string::npos) {
  1499. str.erase(it + 1);
  1500. }
  1501. }
  1502. }
  1503. Status GraphManager::ParseOption(const std::map<std::string, std::string> &options, const std::string &key,
  1504. std::map<std::string, int> &option) {
  1505. auto iter = options.find(key);
  1506. if (iter == options.end()) {
  1507. return SUCCESS;
  1508. }
  1509. GELOGI("Start to parse %s", key.c_str());
  1510. option.clear();
  1511. std::string op_num = iter->second;
  1512. // split string by ','
  1513. std::vector<std::string> split;
  1514. std::istringstream f(op_num);
  1515. std::string str_tmp;
  1516. while (getline(f, str_tmp, ',')) {
  1517. split.push_back(str_tmp);
  1518. }
  1519. for (const std::string &engine_parallel : split) {
  1520. // split engine and num by :
  1521. size_t pos = engine_parallel.find(':');
  1522. if (pos == string::npos) {
  1523. REPORT_INNER_ERROR("E19999", "Option:%s, value:%s, engine and num must be connected by :, check invalid",
  1524. key.c_str(), engine_parallel.c_str());
  1525. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] engine and num must be connected by :, "
  1526. "while your input is %s", engine_parallel.c_str());
  1527. return GE_GRAPH_OPTIONS_INVALID;
  1528. }
  1529. std::string engine_name = engine_parallel.substr(0, pos);
  1530. std::string parallel_num = engine_parallel.substr(pos + 1);
  1531. Trim(engine_name);
  1532. Trim(parallel_num);
  1533. Status ret = CheckEngineName(engine_name, key, option);
  1534. if (ret != SUCCESS) {
  1535. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][EngineName] %s failed", engine_name.c_str());
  1536. return GE_GRAPH_OPTIONS_INVALID;
  1537. }
  1538. int num = 0;
  1539. ret = ParseParallelNum(parallel_num, key, num);
  1540. if (ret != SUCCESS) {
  1541. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][ParallelNum] %s failed", parallel_num.c_str());
  1542. return GE_GRAPH_OPTIONS_INVALID;
  1543. }
  1544. option.insert(std::make_pair(engine_name, num));
  1545. }
  1546. GELOGI("Parse %s successfully", key.c_str());
  1547. return SUCCESS;
  1548. }
  1549. Status GraphManager::CheckEngineName(const std::string &engine_name, const std::string &key,
  1550. const std::map<std::string, int> &option) {
  1551. if (engine_name.empty()) {
  1552. REPORT_INNER_ERROR("E19999", "Option:%s, param engine_name:%s is empty, check invalid",
  1553. key.c_str(), engine_name.c_str());
  1554. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] engine name of %s is empty", key.c_str());
  1555. return GE_GRAPH_OPTIONS_INVALID;
  1556. }
  1557. // judge whether exist in engine list
  1558. if (!GELib::GetInstance()->DNNEngineManagerObj().IsEngineRegistered(engine_name)) {
  1559. GELOGW("engine : %s is not registered in %s", engine_name.c_str(), key.c_str());
  1560. }
  1561. auto it_stream_repeat = option.find(engine_name);
  1562. if (it_stream_repeat != option.end()) {
  1563. REPORT_INNER_ERROR("E19999", "Option:%s, param engine_name:%s is repeated, check invalid",
  1564. key.c_str(), engine_name.c_str());
  1565. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] engine:%s of %s is repeated", engine_name.c_str(), key.c_str());
  1566. return GE_GRAPH_OPTIONS_INVALID;
  1567. }
  1568. return SUCCESS;
  1569. }
  1570. Status GraphManager::ParseParallelNum(const std::string &parallel_num, const std::string &key, int &num) {
  1571. if (parallel_num.empty()) {
  1572. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is empty, check invalid",
  1573. key.c_str(), parallel_num.c_str());
  1574. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num of %s is empty", key.c_str());
  1575. return GE_GRAPH_OPTIONS_INVALID;
  1576. }
  1577. for (char c : parallel_num) {
  1578. if (!isdigit(c)) {
  1579. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is not digit, check invalid",
  1580. key.c_str(), parallel_num.c_str());
  1581. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] Option:%s, param parallel num:%s is not digit, check invalid",
  1582. key.c_str(), parallel_num.c_str());
  1583. return GE_GRAPH_OPTIONS_INVALID;
  1584. }
  1585. }
  1586. try {
  1587. num = std::stoi(parallel_num);
  1588. } catch (std::invalid_argument &) {
  1589. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is invalid argument, check",
  1590. key.c_str(), parallel_num.c_str());
  1591. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num:%s of %s is invalid argument",
  1592. parallel_num.c_str(), key.c_str());
  1593. return GE_GRAPH_OPTIONS_INVALID;
  1594. } catch (std::out_of_range &) {
  1595. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is out of range, check",
  1596. key.c_str(), parallel_num.c_str());
  1597. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num:%s of %s is out of range",
  1598. parallel_num.c_str(), key.c_str());
  1599. return GE_GRAPH_OPTIONS_INVALID;
  1600. } catch (...) {
  1601. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is invalid argument, check",
  1602. key.c_str(), parallel_num.c_str());
  1603. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num:%s of %s is invalid argument",
  1604. parallel_num.c_str(), key.c_str());
  1605. return GE_GRAPH_OPTIONS_INVALID;
  1606. }
  1607. if (num < 1) {
  1608. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s < 1, check invalid",
  1609. key.c_str(), parallel_num.c_str());
  1610. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num:%s of %s must bigger than 0",
  1611. parallel_num.c_str(), key.c_str());
  1612. return GE_GRAPH_OPTIONS_INVALID;
  1613. }
  1614. return SUCCESS;
  1615. }
  1616. void GraphManager::AddGraphNode(GraphId graph_id, const GraphNodePtr &graph_node) {
  1617. std::lock_guard<std::mutex> lock(member_mutex_);
  1618. graph_map_.emplace(graph_id, graph_node);
  1619. }
  1620. void GraphManager::RemoveGraphNode(GraphId graph_id) {
  1621. std::lock_guard<std::mutex> lock(member_mutex_);
  1622. graph_map_.erase(graph_id);
  1623. }
  1624. bool GraphManager::HasGraphNode(GraphId graph_id) {
  1625. std::lock_guard<std::mutex> lock(member_mutex_);
  1626. return graph_map_.find(graph_id) != graph_map_.end();
  1627. }
  1628. Status GraphManager::GetGraphNode(const GraphId &graph_id, GraphNodePtr &out) {
  1629. std::lock_guard<std::mutex> lock(member_mutex_);
  1630. auto iter = graph_map_.find(graph_id);
  1631. if (iter == graph_map_.end()) {
  1632. out = nullptr;
  1633. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1634. GELOGE(GE_GRAPH_GRAPH_NOT_EXIST, "[Check][Param] graph not exist, graph_id= %u.", graph_id);
  1635. return GE_GRAPH_GRAPH_NOT_EXIST;
  1636. }
  1637. out = iter->second;
  1638. return SUCCESS;
  1639. }
  1640. Status GraphManager::GetVariable(const std::string &name, Tensor &val) {
  1641. GeTensorPtr ge_tensor_ptr = TensorAdapter::AsGeTensorPtr(val);
  1642. GE_CHECK_NOTNULL(ge_tensor_ptr);
  1643. return GetGraphContext()->GetVariableTensor(name, *(ge_tensor_ptr.get()));
  1644. }
  1645. Status GraphManager::SummaryHandle(const GraphId &graph_id, std::vector<GeTensor> &outputs) {
  1646. std::vector<GeTensor> without_summary_outputs;
  1647. std::set<int> summary_output_index;
  1648. GELOGI("[GraphManager] SummaryHandle, outputsSize=%zu.", outputs.size());
  1649. const std::map<uint32_t, std::map<string, size_t>> &whole_summary_output_indexes =
  1650. GetCompilerStages(graph_id).optimizer.GetSummaryOutputIndexes();
  1651. if (whole_summary_output_indexes.find(graph_id) == whole_summary_output_indexes.end()) {
  1652. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in whole_summary_output_indexes, check invalid", graph_id);
  1653. GELOGE(FAILED, "[Check][Param] Graph:%u not exist in whole_summary_output_indexes", graph_id);
  1654. return FAILED;
  1655. }
  1656. const std::map<string, size_t> &summary_output_indexes = whole_summary_output_indexes.at(graph_id);
  1657. GELOGI("[GraphManager] SummaryHandle, summaryOutputIndexesSize=%zu.", summary_output_indexes.size());
  1658. std::map<string, Tensor> summary_results;
  1659. for (auto iter = summary_output_indexes.begin(); iter != summary_output_indexes.end(); ++iter) {
  1660. GELOGI("[GraphManager] SummaryHandle, summaryName=%s, outputIndex=%zu.", iter->first.c_str(), iter->second);
  1661. summary_results.emplace(iter->first, TensorAdapter::AsTensor(outputs.at(iter->second)));
  1662. summary_output_index.emplace(iter->second);
  1663. }
  1664. // remove summary data from outputs
  1665. if (!summary_output_index.empty()) {
  1666. for (size_t j = 0; j < outputs.size(); ++j) {
  1667. if (summary_output_index.count(j) == 0) {
  1668. without_summary_outputs.emplace_back(outputs.at(j));
  1669. }
  1670. }
  1671. outputs.swap(without_summary_outputs);
  1672. GELOGI("[GraphManager] SummaryHandle, after swap outputsSize=%zu.", outputs.size());
  1673. }
  1674. if (!summary_results.empty()) {
  1675. return PushSummaryData2ME(graph_id, summary_results);
  1676. }
  1677. return SUCCESS;
  1678. }
  1679. Status GraphManager::CheckpointHandle(const GraphId &graph_id, const ComputeGraphPtr &compute_graph,
  1680. const std::vector<GeTensor> &outputs) {
  1681. GELOGI("[GraphManager] CheckpointHandle, outputsSize=%zu.", outputs.size());
  1682. std::map<string, Tensor> save_results;
  1683. NodePtr netoutput = nullptr;
  1684. for (const auto &node : compute_graph->GetAllNodes()) {
  1685. if (node->GetType() == kNetOutput) {
  1686. netoutput = node;
  1687. break;
  1688. }
  1689. }
  1690. if (netoutput == nullptr) {
  1691. REPORT_INNER_ERROR("E19999", "No netoutput node in graph:%u, check invalid", graph_id);
  1692. GELOGE(FAILED, "[Check][Param] No netoutput node in graph:%u", graph_id);
  1693. return FAILED;
  1694. }
  1695. for (const auto &in : netoutput->GetAllInDataAnchors()) {
  1696. std::string desc_name;
  1697. auto out_anchor = in->GetPeerOutAnchor();
  1698. if (out_anchor == nullptr) {
  1699. REPORT_INNER_ERROR("E19999", "Peer anchor of op:%s(%s), in_index:%u is nullptr, graph_id:%u, check invalid",
  1700. netoutput->GetName().c_str(), netoutput->GetType().c_str(), in->GetIdx(), graph_id);
  1701. GELOGE(FAILED, "[Get][PeerOutAnchor] Peer anchor of op:%s(%s), in_index:%u is nullptr, graph_id:%u",
  1702. netoutput->GetName().c_str(), netoutput->GetType().c_str(), in->GetIdx(), graph_id);
  1703. return FAILED;
  1704. }
  1705. ge::NodePtr peer_node = out_anchor->GetOwnerNode();
  1706. // find the variable node in graph
  1707. while (peer_node != nullptr && peer_node->GetType() != kVariable) {
  1708. if (peer_node->GetAllInDataAnchors().size() != 1) {
  1709. REPORT_INNER_ERROR("E19999", "More than one prior nodes of peer_node:%s(%s) in checkpoint Graph:%u, "
  1710. "check invalid", peer_node->GetName().c_str(), peer_node->GetType().c_str(), graph_id);
  1711. GELOGE(FAILED, "[Check][Param] More than one prior nodes of peer_node:%s(%s) in checkpoint Graph:%u.",
  1712. peer_node->GetName().c_str(), peer_node->GetType().c_str(), graph_id);
  1713. return FAILED;
  1714. }
  1715. auto peer_node_in = peer_node->GetAllInDataAnchors().at(0);
  1716. auto peer_node_out_anchor = peer_node_in->GetPeerOutAnchor();
  1717. if (peer_node_out_anchor != nullptr) {
  1718. peer_node = peer_node_out_anchor->GetOwnerNode();
  1719. if (peer_node->GetType() == kVariable) {
  1720. break;
  1721. }
  1722. }
  1723. }
  1724. if (peer_node == nullptr) {
  1725. REPORT_INNER_ERROR("E19999", "Peer anchor node of op:%s(%s), in_index:%u is nullptr, graph_id:%u, check invalid",
  1726. netoutput->GetName().c_str(), netoutput->GetType().c_str(), in->GetIdx(), graph_id);
  1727. GELOGE(FAILED, "[Check][Param] Peer anchor node of op:%s(%s), in_index:%u is nullptr, graph_id:%u",
  1728. netoutput->GetName().c_str(), netoutput->GetType().c_str(), in->GetIdx(), graph_id);
  1729. return FAILED;
  1730. }
  1731. desc_name = peer_node->GetName();
  1732. GELOGI("[GraphManager] CheckpointHandle, descName=%s.", desc_name.c_str());
  1733. if (in->GetIdx() >= static_cast<int>(outputs.size())) {
  1734. REPORT_INNER_ERROR("E19999", "in index:%u of op:%s(%s) is out of outputs.size:%zu range, graph_id:%u, "
  1735. "check invalid", in->GetIdx(), netoutput->GetName().c_str(),
  1736. netoutput->GetType().c_str(), outputs.size(), graph_id);
  1737. GELOGE(FAILED, "[Check][Param] in index:%u of op:%s(%s) is out of outputs.size:%zu range, graph_id:%u",
  1738. in->GetIdx(), netoutput->GetName().c_str(), netoutput->GetType().c_str(), outputs.size(), graph_id);
  1739. return FAILED;
  1740. }
  1741. save_results.emplace(desc_name, TensorAdapter::AsTensor(outputs.at(in->GetIdx())));
  1742. }
  1743. if (!save_results.empty()) {
  1744. return PushSaveData2ME(graph_id, save_results);
  1745. }
  1746. return SUCCESS;
  1747. }
  1748. Status GraphManager::RegisterCallBackFunc(
  1749. const std::string &key,
  1750. const std::function<Status(uint32_t, const std::map<std::string, ge::Tensor> &)> &callback) {
  1751. std::lock_guard<std::mutex> lock(member_mutex_);
  1752. GELOGI("[GraphManager] RegisterCallBackFunc, key=%s.", key.c_str());
  1753. me_callback_map_[key] = callback;
  1754. return SUCCESS;
  1755. }
  1756. Status GraphManager::RegisterCallBackFunc(
  1757. const std::string &key,
  1758. const std::function<Status(uint32_t, const std::map<AscendString, ge::Tensor> &)> &callback) {
  1759. std::lock_guard<std::mutex> lock(member_mutex_);
  1760. GELOGI("[GraphManager] RegisterCallBackFunc, key=%s.", key.c_str());
  1761. callback_map_[key] = callback;
  1762. return SUCCESS;
  1763. }
  1764. Status GraphManager::PushSummaryData2ME(const GraphId &graph_id,
  1765. const std::map<std::string, ge::Tensor> &summary_data) {
  1766. std::lock_guard<std::mutex> lock(member_mutex_);
  1767. GELOGI("[GraphManager] PushSummaryData2ME, dataSize=%zu.", summary_data.size());
  1768. auto itr = me_callback_map_.find(kSummary);
  1769. if (itr == me_callback_map_.end()) {
  1770. auto iter = callback_map_.find(kSummary);
  1771. if (iter != callback_map_.end()) {
  1772. std::map<AscendString, ge::Tensor> tmp_summary_data;
  1773. for (auto &data : summary_data) {
  1774. AscendString tmp(data.first.c_str());
  1775. tmp_summary_data[tmp] = data.second;
  1776. }
  1777. return iter->second(graph_id, tmp_summary_data);
  1778. }
  1779. REPORT_INNER_ERROR("E19999", "No summary callback found, graph_id:%u, check invalid", graph_id);
  1780. GELOGE(FAILED, "[Check][Param] No summary callback found, graph_id:%u", graph_id);
  1781. return FAILED;
  1782. }
  1783. return itr->second(graph_id, summary_data);
  1784. }
  1785. Status GraphManager::PushSaveData2ME(const GraphId &graph_id, const std::map<std::string, ge::Tensor> &save_data) {
  1786. std::lock_guard<std::mutex> lock(member_mutex_);
  1787. GELOGI("[GraphManager] PushSaveData2ME, dataSize=%zu.", save_data.size());
  1788. auto itr = me_callback_map_.find(kSave);
  1789. if (itr == me_callback_map_.end()) {
  1790. auto iter = callback_map_.find(kSave);
  1791. if (iter != callback_map_.end()) {
  1792. std::map<AscendString, ge::Tensor> tmp_save_data;
  1793. for (auto &data : save_data) {
  1794. AscendString tmp(data.first.c_str());
  1795. tmp_save_data[tmp] = data.second;
  1796. }
  1797. return iter->second(graph_id, tmp_save_data);
  1798. }
  1799. REPORT_INNER_ERROR("E19999", "No checkpoint callback found, graph_id:%u, check invalid", graph_id);
  1800. GELOGE(FAILED, "[Check][Param] No checkpoint callback found, graph_id:%u", graph_id);
  1801. return FAILED;
  1802. }
  1803. return itr->second(graph_id, save_data);
  1804. }
  1805. bool GraphManager::CheckNetOutputForCheckpointGraph(NodePtr &node) {
  1806. size_t in_data_anchor_size = node->GetAllInDataAnchors().size();
  1807. for (size_t i = 0; i < in_data_anchor_size; ++i) {
  1808. auto in = node->GetInDataAnchor(i);
  1809. if (in == nullptr) {
  1810. return false;
  1811. }
  1812. auto peerin = in->GetPeerOutAnchor();
  1813. GE_IF_BOOL_EXEC(peerin == nullptr, return false);
  1814. if (peerin->GetOwnerNode()->GetType() != kVariable && (!TransOpUtil::IsTransOp(peerin->GetOwnerNode()))) {
  1815. return false;
  1816. }
  1817. }
  1818. return true;
  1819. }
  1820. bool GraphManager::CheckVariableForCheckpointGraph(NodePtr &node) {
  1821. if (node->GetOpDesc()->HasAttr(kCheckPointForGetVar)) {
  1822. return false;
  1823. }
  1824. auto out = node->GetOutDataAnchor(0);
  1825. if (out == nullptr) {
  1826. REPORT_INNER_ERROR("E19999", "anchor index:0 of op:%s(%s) is nullptr, check invalid",
  1827. node->GetName().c_str(), node->GetType().c_str());
  1828. GELOGE(GE_GRAPH_PARAM_NULLPTR, "[Get][OutDataAnchor] anchor index:0 of op:%s(%s) is nullptr",
  1829. node->GetName().c_str(), node->GetType().c_str());
  1830. return false;
  1831. }
  1832. auto peer_out = out->GetPeerInDataAnchors();
  1833. for (size_t i = 0; i < peer_out.size(); ++i) {
  1834. if (peer_out.at(i)->GetOwnerNode()->GetType() != kNetOutput &&
  1835. (!TransOpUtil::IsTransOp(peer_out.at(i)->GetOwnerNode()))) {
  1836. return false;
  1837. }
  1838. }
  1839. return true;
  1840. }
  1841. bool GraphManager::CheckTransOpForCheckpointGraph(NodePtr &node) {
  1842. for (const auto &out_node : node->GetOutAllNodes()) {
  1843. if ((!TransOpUtil::IsTransOp(out_node)) && (out_node->GetType() != kNetOutput) && (out_node->GetType() != kSend)) {
  1844. return false;
  1845. }
  1846. }
  1847. for (const auto &in_node : node->GetInAllNodes()) {
  1848. if ((!TransOpUtil::IsTransOp(in_node)) && (in_node->GetType() != kVariable) && (in_node->GetType() != kRecv)) {
  1849. return false;
  1850. }
  1851. }
  1852. return true;
  1853. }
  1854. static inline bool CheckConstanOpForCheckpointGraph(NodePtr &node) { return node->GetOutDataNodes().empty(); }
  1855. bool GraphManager::IsCheckpointGraph(ComputeGraphPtr &compute_graph) {
  1856. if (compute_graph == nullptr) {
  1857. REPORT_INNER_ERROR("E19999", "Param compute_graph is nullptr, check invalid");
  1858. GELOGE(GE_GRAPH_PARAM_NULLPTR, "[Check][Param] computeGraph is nullptr.");
  1859. return false;
  1860. }
  1861. for (auto &node : compute_graph->GetAllNodes()) {
  1862. OpDescPtr op = node->GetOpDesc();
  1863. GE_RT_FALSE_CHECK_NOTNULL(op);
  1864. if (op->GetType() == kNetOutput) {
  1865. if (!CheckNetOutputForCheckpointGraph(node)) {
  1866. return false;
  1867. }
  1868. } else if (op->GetType() == kVariable) {
  1869. if (!CheckVariableForCheckpointGraph(node)) {
  1870. return false;
  1871. }
  1872. } else if ((TransOpUtil::IsTransOp(node))) {
  1873. if (!CheckTransOpForCheckpointGraph(node)) {
  1874. return false;
  1875. }
  1876. } else if (op->GetType() == CONSTANTOP) {
  1877. if (!CheckConstanOpForCheckpointGraph(node)) {
  1878. return false;
  1879. }
  1880. } else if (op->GetType() != kSend && op->GetType() != kRecv) {
  1881. GELOGI("this node is not allow in checkpoint sub graph, node_type: %s, node_name: %s.", op->GetType().c_str(),
  1882. op->GetName().c_str());
  1883. return false;
  1884. }
  1885. }
  1886. GELOGI("current graph %s is checkpoint sub graph.", compute_graph->GetName().c_str());
  1887. return true;
  1888. }
  1889. bool GraphManager::IsBroadCastOpData(const ge::NodePtr &var_node) {
  1890. for (auto &out_anchor : var_node->GetAllOutDataAnchors()) {
  1891. GE_RT_FALSE_CHECK_NOTNULL(out_anchor);
  1892. for (auto &in_anchor : out_anchor->GetPeerInDataAnchors()) {
  1893. GE_RT_FALSE_CHECK_NOTNULL(in_anchor);
  1894. ge::NodePtr dst_node = in_anchor->GetOwnerNode();
  1895. GE_RT_FALSE_CHECK_NOTNULL(dst_node);
  1896. if (dst_node->GetType() == HCOMBROADCAST || dst_node->GetType() == HVDCALLBACKBROADCAST) {
  1897. return true;
  1898. }
  1899. }
  1900. }
  1901. return false;
  1902. }
  1903. void GraphManager::SetAttrForHcomBroadCastOp(ge::ComputeGraphPtr &compute_graph) {
  1904. // add variable attr for hccl broadcast,need to be removed after variable pass online
  1905. for (const ge::NodePtr &node : compute_graph->GetDirectNode()) {
  1906. if (node->GetOpDesc()->GetType() != ge::VARIABLE) {
  1907. continue;
  1908. }
  1909. if (IsBroadCastOpData(node)) {
  1910. AdjustBroadCastOpData(node);
  1911. }
  1912. if (IsAssignOpData(node)) {
  1913. AdjustAssignOpData(node);
  1914. }
  1915. }
  1916. }
  1917. void GraphManager::AdjustBroadCastOpData(const ge::NodePtr &var_node) {
  1918. if (!ge::AttrUtils::SetStr(var_node->GetOpDesc(), VAR_ATTR_VAR_IS_BROADCAST, "var_is_restore")) {
  1919. GELOGW("set var_is_restore failed");
  1920. }
  1921. }
  1922. bool GraphManager::IsAssignOpData(const ge::NodePtr &var_node) {
  1923. GELOGD("IsAssignOpData var_node %s", var_node->GetName().c_str());
  1924. std::map<std::string, std::set<int>> assign_ops = {{ASSIGN, {0}}};
  1925. ge::NodePtr assign_node = nullptr;
  1926. if (ConfirmUseOpAndIndexByNode(var_node, assign_ops, assign_node)) {
  1927. return true;
  1928. }
  1929. return false;
  1930. }
  1931. void GraphManager::AdjustAssignOpData(const ge::NodePtr &var_node) {
  1932. if (!ge::AttrUtils::SetStr(var_node->GetOpDesc(), VAR_ATTR_VAR_IS_RESTORE, "var_is_restore")) {
  1933. GELOGW("SetStr var_is_restore failed");
  1934. }
  1935. }
  1936. bool GraphManager::ConfirmUseOpAndIndexByAnchor(const ge::InDataAnchorPtr &in_anchor,
  1937. const map<string, std::set<int>> &confirm_ops, ge::NodePtr &use_node) {
  1938. GE_RT_FALSE_CHECK_NOTNULL(in_anchor);
  1939. ge::NodePtr dst_node = in_anchor->GetOwnerNode();
  1940. GE_RT_FALSE_CHECK_NOTNULL(dst_node);
  1941. ge::OpDescPtr dst_op_desc = dst_node->GetOpDesc();
  1942. GE_RT_FALSE_CHECK_NOTNULL(dst_op_desc);
  1943. const string &dst_type = dst_op_desc->GetType();
  1944. int input_index = in_anchor->GetIdx();
  1945. GELOGD("ConfirmUseOpAndIndex, var name %s, dst_type = %s, input index %d", dst_node->GetName().c_str(),
  1946. dst_type.c_str(), input_index);
  1947. if (confirm_ops.count(dst_type) > 0) {
  1948. if (confirm_ops.at(dst_type).count(input_index) > 0) {
  1949. use_node = dst_node;
  1950. return true;
  1951. }
  1952. }
  1953. return false;
  1954. }
  1955. bool GraphManager::ConfirmUseOpAndIndexByNode(const ge::NodePtr &var_node,
  1956. const map<string, std::set<int>> &confirm_ops, ge::NodePtr &use_node) {
  1957. GE_RT_FALSE_CHECK_NOTNULL(var_node);
  1958. for (auto &out_anchor : var_node->GetAllOutDataAnchors()) {
  1959. GE_RT_FALSE_CHECK_NOTNULL(out_anchor);
  1960. for (auto &in_anchor : out_anchor->GetPeerInDataAnchors()) {
  1961. GE_RT_FALSE_CHECK_NOTNULL(in_anchor);
  1962. if (ConfirmUseOpAndIndexByAnchor(in_anchor, confirm_ops, use_node)) {
  1963. return true;
  1964. }
  1965. }
  1966. }
  1967. return false;
  1968. }
  1969. Status GraphManager::RemoveIsolatedConstInThisGraph(ge::ComputeGraphPtr &compute_graph) {
  1970. for (ge::NodePtr &n : compute_graph->GetDirectNode()) {
  1971. if (n->GetOpDesc() == nullptr) {
  1972. continue;
  1973. }
  1974. if (n->GetOpDesc()->GetType() == CONSTANT || n->GetOpDesc()->GetType() == CONSTANTOP) {
  1975. // reset const type depend on train_flag
  1976. options_.train_graph_flag ? n->GetOpDesc()->SetType(CONSTANTOP) : n->GetOpDesc()->SetType(CONSTANT);
  1977. if (n->GetOutAllNodes().empty() && n->GetInAllNodes().empty()) {
  1978. // it is an isolated constant, just remove it
  1979. if (GraphUtils::RemoveJustNode(compute_graph, n) != GRAPH_SUCCESS) {
  1980. REPORT_CALL_ERROR("E19999", "Remove constant op:%s(%s) failed", n->GetName().c_str(), n->GetType().c_str());
  1981. GELOGE(FAILED, "[Call][RemoveJustNode] remove constant %s failed.", n->GetName().c_str());
  1982. return FAILED;
  1983. }
  1984. }
  1985. }
  1986. }
  1987. return SUCCESS;
  1988. }
  1989. Status GraphManager::RemoveIsolatedConst(ge::ComputeGraphPtr &compute_graph) {
  1990. GE_CHK_STATUS_RET(RemoveIsolatedConstInThisGraph(compute_graph));
  1991. for (auto &sub_graph : compute_graph->GetAllSubgraphs()) {
  1992. GE_CHK_STATUS_RET(RemoveIsolatedConstInThisGraph(sub_graph));
  1993. }
  1994. return SUCCESS;
  1995. }
  1996. Status GraphManager::OptimizeStage1(ge::ComputeGraphPtr &compute_graph) {
  1997. string options = "default";
  1998. if (GetContext().GetOption("ge.exec.variable_acc", options) != SUCCESS) {
  1999. GELOGI("get ge.exec.variable_acc failed. set default value.");
  2000. }
  2001. PassManager after_merge_passes;
  2002. GE_CHK_STATUS_RET(
  2003. after_merge_passes.AddPass("OptimizeStage1_1::MergeInputMemcpyPass", new (std::nothrow) MergeInputMemcpyPass));
  2004. GE_CHK_STATUS_RET(
  2005. after_merge_passes.AddPass("OptimizeStage1_1::SwitchDataEdgesBypass", new (std::nothrow) SwitchDataEdgesBypass));
  2006. GE_CHK_STATUS_RET(
  2007. after_merge_passes.AddPass("OptimizeStage1_1::ConstantFuseSamePass", new (std::nothrow) ConstantFuseSamePass));
  2008. /*
  2009. * Do CSE before FuseDataNodesWithCommonInputPass to resolve the scene in bertlarge as following:
  2010. * const
  2011. * / | \
  2012. * cast1 cast2 cast3
  2013. * \ | /
  2014. * case
  2015. * the node `const` is the fused const node after ConstantFuseSamePass
  2016. * the nodes `cast1`, `cast2` and 'cast3' will be fused by CSE.
  2017. * in order to eliminate hard code in FuseDataNodesWithCommonInputPass,
  2018. * we do CSE before FuseDataNodesWithCommonInputPass
  2019. * But it is a temp solution, this CSE will be deleted after change pass from graph pass to node pass
  2020. */
  2021. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::CSEBeforeFuseDataNodesWithCommonInputPass",
  2022. new (std::nothrow) CommonSubexpressionEliminationPass));
  2023. // FuseDataNodesWithCommonInputPass: fuse same data with common input in same graph
  2024. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::FuseDataNodesWithCommonInputPass",
  2025. new (std::nothrow) FuseDataNodesWithCommonInputPass));
  2026. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::CommonSubexpressionEliminationPass",
  2027. new (std::nothrow) CommonSubexpressionEliminationPass));
  2028. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::PermutePass", new (std::nothrow) PermutePass))
  2029. /*
  2030. * The SameTransdataBreadthFusionPass should be called before VariableOpPass, because of the scene following:
  2031. * node3
  2032. * |
  2033. * transdata1 node2
  2034. * | |
  2035. * cast1 transdata2
  2036. * \ /
  2037. * var
  2038. * the node `transdata1` should be moved to the front of the ndoe `cast1`,
  2039. * to ensure that `transdata1` and `transdata2` can be fusion with `var`.
  2040. * But it is a temp solution, because the `SameTransdataBreadthFusionPass`
  2041. * can only move `TransData` but not `Cast` nodes.
  2042. * So if we exchange Cast and TransData, the fusion mechanism will fail.
  2043. */
  2044. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::SameTransdataBreadthFusionPass",
  2045. new (std::nothrow) SameTransdataBreadthFusionPass))
  2046. GE_IF_BOOL_EXEC(options == "default" || options == "1", GELOGI("turn on variable accelerator");
  2047. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::VariableOpPass",
  2048. new (std::nothrow) VariableOpPass(&var_acc_ctrl_))))
  2049. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::TransOpWithoutReshapeFusionPass",
  2050. new (std::nothrow) TransOpWithoutReshapeFusionPass))
  2051. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::TransOpBreadthFusionPass",
  2052. new (std::nothrow) TransOpBreadthFusionPass))
  2053. GE_TIMESTAMP_START(after_merge_passes);
  2054. auto ret = after_merge_passes.Run(compute_graph);
  2055. GE_TIMESTAMP_END(after_merge_passes, "GraphManager::OptimizeStage1_1");
  2056. if (ret != SUCCESS && ret != NOT_CHANGED) {
  2057. GELOGE(ret, "[Run][Passes] when OptimizeStage1_1 failed, ret:%u.", ret);
  2058. return ret;
  2059. }
  2060. GE_DUMP(compute_graph, "OptimizeStage1_1");
  2061. NamesToPass names_to_passes;
  2062. TransOpNearbyAllreduceFusionPass trans_op_nearby_allreduce_fusion_pass;
  2063. ReshapeRemovePass reshape_remove_pass;
  2064. ConstantFoldingPass constant_folding_pass;
  2065. DimensionAdjustPass dimension_adjust_pass;
  2066. EnterPass enter_pass;
  2067. AddNPass addn_pass;
  2068. SwitchDeadBranchElimination switch_dead_branch_elimination;
  2069. SwitchLogicRemovePass switch_logic_remove_pass;
  2070. MergePass merge_pass;
  2071. CastRemovePass cast_remove_pass;
  2072. TransposeTransDataPass transpose_transdata_pass;
  2073. TransOpSymmetryEliminationPass symmetry_elimination_pass;
  2074. DimensionComputePass dimension_compute_pass;
  2075. UselessControlOutRemovePass useless_control_out_remove_pass;
  2076. names_to_passes.emplace_back("EnterPass", &enter_pass);
  2077. names_to_passes.emplace_back("AddNPass", &addn_pass);
  2078. names_to_passes.emplace_back("SwitchDeadBranchElimination", &switch_dead_branch_elimination);
  2079. names_to_passes.emplace_back("SwitchLogicRemovePass", &switch_logic_remove_pass);
  2080. names_to_passes.emplace_back("MergePass", &merge_pass);
  2081. names_to_passes.emplace_back("CastRemovePass", &cast_remove_pass);
  2082. names_to_passes.emplace_back("TransposeTransDataPass", &transpose_transdata_pass);
  2083. names_to_passes.emplace_back("ReshapeRemovePass", &reshape_remove_pass);
  2084. names_to_passes.emplace_back("TransOpSymmetryEliminationPass", &symmetry_elimination_pass);
  2085. names_to_passes.emplace_back("TransOpNearbyAllreduceFusionPass", &trans_op_nearby_allreduce_fusion_pass);
  2086. names_to_passes.emplace_back("DimensionComputePass", &dimension_compute_pass);
  2087. names_to_passes.emplace_back("ConstantFoldingPass", &constant_folding_pass);
  2088. names_to_passes.emplace_back("DimensionAdjustPass", &dimension_adjust_pass);
  2089. names_to_passes.emplace_back("UselessControlOutRemovePass", &useless_control_out_remove_pass);
  2090. GE_TIMESTAMP_START(names_to_passes);
  2091. ret = GEPass(compute_graph).Run(names_to_passes);
  2092. GE_TIMESTAMP_END(names_to_passes, "GraphManager::OptimizeStage1_2");
  2093. if (ret != SUCCESS) {
  2094. GELOGE(ret, "[Run][Passes] when OptimizeStage1_2 failed, ret:%u.", ret);
  2095. return ret;
  2096. }
  2097. // Calculate Op/Fe constantfolding cost
  2098. uint64_t op_constant_folding_cost = 0;
  2099. for (auto &it : constant_folding_pass.GetOpConstantFoldingPerfStatistic()) {
  2100. op_constant_folding_cost += it.second.second;
  2101. GELOGI("The time cost of %s constant folding is [%lu] micro second, calls is %lu.",
  2102. it.first.c_str(), it.second.second, it.second.first);
  2103. }
  2104. GEEVENT("[GEPERFTRACE] The time cost of extern constant folding is [%lu] micro second.", op_constant_folding_cost);
  2105. for (auto &it : constant_folding_pass.GetGeConstantFoldingPerfStatistic()) {
  2106. op_constant_folding_cost += it.second.second;
  2107. GELOGI("The time cost of %s constant folding is [%lu] micro second, calls is %lu.",
  2108. it.first.c_str(), it.second.second, it.second.first);
  2109. }
  2110. GE_DUMP(compute_graph, "OptimizeStage1_2");
  2111. PassManager graph_pass;
  2112. // the prune pass should between SwitchPass and SwitchToStreamSwitchPass
  2113. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::Migration", new (std::nothrow) SubgraphConstMigrationPass));
  2114. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::ArgsClean", new (std::nothrow) UnusedArgsCleanPass));
  2115. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::PrunePass", new (std::nothrow) PrunePass));
  2116. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::NextIterationPass", new (std::nothrow) NextIterationPass))
  2117. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::ControlTriggerPass", new (std::nothrow) ControlTriggerPass))
  2118. GE_CHK_STATUS_RET(
  2119. graph_pass.AddPass("OptimizeStage1_3::MergeToStreamMergePass", new (std::nothrow) MergeToStreamMergePass))
  2120. GE_CHK_STATUS_RET(
  2121. graph_pass.AddPass("OptimizeStage1_3::SwitchToStreamSwitchPass", new (std::nothrow) SwitchToStreamSwitchPass))
  2122. GE_CHK_STATUS_RET(
  2123. graph_pass.AddPass("OptimizeStage1_3::AttachStreamLabelPass", new (std::nothrow) AttachStreamLabelPass))
  2124. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::MultiBatchPass", new (std::nothrow) MultiBatchPass(true)))
  2125. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::IteratorOpPass", new (std::nothrow) IteratorOpPass))
  2126. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::VariableRefUselessControlOutDeletePass",
  2127. new (std::nothrow) VariableRefUselessControlOutDeletePass))
  2128. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::ReshapeRecoveryPass", new (std::nothrow) ReshapeRecoveryPass))
  2129. GE_CHK_STATUS_RET(
  2130. graph_pass.AddPass("OptimizeStage1_3::RemoveSameConstPass", new (std::nothrow) RemoveSameConstPass))
  2131. if (options_.train_graph_flag) {
  2132. // Priority: The GlobalStepInsertPass should work before graph partitioner.
  2133. // Reason: Make sure that the var "global_step" can be partitioned to known sub graph and allocated memory
  2134. GE_CHK_STATUS_RET(
  2135. graph_pass.AddPass("OptimizeStage1_3::GlobalStepInsertPass", new (std::nothrow) GlobalStepInsertPass))
  2136. std::string hccl_tailing_optimize;
  2137. if (GetContext().GetOption("ge.exec.hccl_tailing_optimize", hccl_tailing_optimize) == SUCCESS &&
  2138. hccl_tailing_optimize == "1") {
  2139. GELOGI("Add hccl tailing optimize stage");
  2140. GE_CHK_STATUS_RET(
  2141. graph_pass.AddPass("OptimizeStage1_3::HcclTailingOptimizationPass", new (std::nothrow) HcclTailingOptimizationPass))
  2142. }
  2143. }
  2144. GE_TIMESTAMP_START(graph_pass);
  2145. ret = graph_pass.Run(compute_graph);
  2146. GE_TIMESTAMP_END(graph_pass, "GraphManager::OptimizeStage1_3");
  2147. if (ret != SUCCESS && ret != NOT_CHANGED) {
  2148. GELOGE(ret, "[Run][Passes] when OptimizeStage1_3 failed, ret:%u.", ret);
  2149. return ret;
  2150. }
  2151. NamesToPass node_pass;
  2152. GE_TIMESTAMP_START(node_pass);
  2153. IdentityPass identity_force_pass(false); // after SwitchToStreamSwitchPass
  2154. node_pass.emplace_back("IdentityPass", &identity_force_pass);
  2155. ret = GEPass(compute_graph).Run(node_pass);
  2156. GE_TIMESTAMP_END(node_pass, "GraphPrepare::node_pass");
  2157. if (ret != SUCCESS) {
  2158. GELOGE(ret, "[Run][Identity] remove pass for preprocess failed, ret:%u.", ret);
  2159. return ret;
  2160. }
  2161. return SUCCESS;
  2162. }
  2163. Status GraphManager::OptimizeStage2(ge::ComputeGraphPtr &compute_graph) {
  2164. GELOGD("Start optimize after merge sub graph.");
  2165. PassManager after_merge_passes;
  2166. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage2::AfterMergePasses::LinkGenMaskNodesPass",
  2167. new (std::nothrow)
  2168. LinkGenMaskNodesPass(options_.stream_max_parallel_num)));
  2169. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage2::HcclContinuousMemcpyPass",
  2170. new (std::nothrow) HcclContinuousMemcpyPass));
  2171. GE_TIMESTAMP_START(after_merge_passes);
  2172. auto ret = after_merge_passes.Run(compute_graph);
  2173. GE_TIMESTAMP_END(after_merge_passes, "OptimizeStage2::AfterMergePasses");
  2174. if (ret != SUCCESS && ret != NOT_CHANGED) {
  2175. GELOGE(ret, "[Run][Passes] after merge sub graph failed, ret:%d.", ret);
  2176. return ret;
  2177. }
  2178. SetAttrForHcomBroadCastOp(compute_graph);
  2179. NamesToPass names_to_passes;
  2180. ConstantFoldingPass constant_folding_pass;
  2181. ReshapeRemovePass reshape_remove_pass;
  2182. CondRemovePass condition_remove_pass;
  2183. BitcastPass bitcast_pass;
  2184. AssignRemovePass assign_remove_pass;
  2185. InplaceSupportCheckPass inplace_support_check_pass;
  2186. names_to_passes.emplace_back("ConstantFoldingPass", &constant_folding_pass);
  2187. names_to_passes.emplace_back("ReshapeRemovePass", &reshape_remove_pass);
  2188. names_to_passes.emplace_back("CondRemovePass", &condition_remove_pass);
  2189. names_to_passes.emplace_back("BitcastPass", &bitcast_pass);
  2190. if (GetContext().GetHostExecFlag()) {
  2191. names_to_passes.emplace_back("AssignRemovePass", &assign_remove_pass);
  2192. names_to_passes.emplace_back("InplaceSupportCheckPass", &inplace_support_check_pass);
  2193. }
  2194. GE_TIMESTAMP_START(names_to_passes);
  2195. ret = GEPass(compute_graph).Run(names_to_passes);
  2196. GE_TIMESTAMP_END(names_to_passes, "OptimizeStage2::MergedGraphNameToPasses");
  2197. if (ret != SUCCESS) {
  2198. GELOGE(ret, "[Run][GEPasses] optimize for OptimizeAfterMergeSubGraph failed, ret:%d.", ret);
  2199. return ret;
  2200. }
  2201. ret = RemoveIsolatedConst(compute_graph);
  2202. if (ret != SUCCESS) {
  2203. GELOGE(ret, "[Remove][IsolatedConst] failed, ret:%d.", ret);
  2204. return ret;
  2205. }
  2206. PassManager pass_for_control_attr_optimize;
  2207. if (options_.train_graph_flag) {
  2208. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::FlowCtrlPass",
  2209. new (std::nothrow) FlowCtrlPass))
  2210. }
  2211. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::MultiBatchPass",
  2212. new (std::nothrow) MultiBatchPass))
  2213. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::RefIdentityDeleteOpPass",
  2214. new (std::nothrow) RefIdentityDeleteOpPass))
  2215. // the value of the attr is the original variable name the ref-variable ref from.
  2216. // The attr will be used when allocating memory,
  2217. // the node marked attr will be output to a variable instead of new-allocated memory.
  2218. // Therefore, ComputeGraph should not delete nodes after `VariableRefDeleteOpPass`
  2219. // to prevent unexpected deletion of nodes marked with attr
  2220. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::VariableRefDeleteOpPass",
  2221. new (std::nothrow) VariableRefDeleteOpPass))
  2222. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::CompileNodesPass",
  2223. new (std::nothrow) CompileNodesPass))
  2224. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass(
  2225. "OptimizeStage2::AfterMergePasses::MarkNodeUnknownShapePass", new(std::nothrow) MarkNodeUnknownShapePass))
  2226. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass(
  2227. "OptimizeStage2::AfterMergePasses::MarkGraphUnknownStatusPass", new(std::nothrow) MarkGraphUnknownStatusPass))
  2228. GE_CHK_STATUS_RET(
  2229. pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::InputOutputConnectionIdentifyPass",
  2230. new (std::nothrow) InputOutputConnectionIdentifyPass))
  2231. // When the input node to be cleared is after a `Data` node, the atomic-clean-node should not be inserted.
  2232. // So The ComputeGraph should not delete nodes after `AtomicAddrCleanPass`
  2233. // to prevent unexpected deletion of nodes after a `Data` node
  2234. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::AtomicAddrCleanPass",
  2235. new (std::nothrow) AtomicAddrCleanPass))
  2236. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::"
  2237. "EndOfSequenceAddControlPass",
  2238. new (std::nothrow) EndOfSequenceAddControlPass))
  2239. // 'SubgraphPass' solves memory_assign_conflicts by insert MemcpyAsync node, which depends on multi attrs and
  2240. // graph-structure. Passes after 'SubgraphPass' MUST NOT remove MemcpyAsync/Identity nodes in subgraphs.
  2241. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::SubgraphPass",
  2242. new (std::nothrow) SubgraphPass))
  2243. // 'AttachStreamLabelPass' modifies attr without changing structure of compute_graph
  2244. // All passes after 'AttachStreamLabelPass' MUST mark stream_label on new nodes by self.
  2245. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::AttachStreamLabelPass",
  2246. new (std::nothrow) AttachStreamLabelPass))
  2247. GE_TIMESTAMP_START(pass_for_control_attr_optimize);
  2248. ret = pass_for_control_attr_optimize.Run(compute_graph);
  2249. GE_TIMESTAMP_END(pass_for_control_attr_optimize, "OptimizeStage2::ControlAttrOptimize");
  2250. if (ret != SUCCESS && ret != NOT_CHANGED) {
  2251. GELOGE(ret, "[Run][Passes] when optimize stage 2 failed");
  2252. return ret;
  2253. }
  2254. // Assign functional op labels.
  2255. GE_TIMESTAMP_START(AssignFunctionalLabels);
  2256. LabelAllocator label_allocator(compute_graph);
  2257. GE_CHK_STATUS_RET(label_allocator.AssignFunctionalLabels(), "[Assign][Label] failed.");
  2258. GE_TIMESTAMP_END(AssignFunctionalLabels, "ModelBuilder::AssignFunctionalLabels");
  2259. // Add memcpy addr asynchronous node.
  2260. GE_TIMESTAMP_START(AddMemcpyAddrAsyncNode);
  2261. MemcpyAddrAsyncPass memcpy_addr;
  2262. GE_CHK_STATUS_RET(memcpy_addr.Run(compute_graph), "[Call][Run] Add memcpy_addr_async node failed.");
  2263. GE_TIMESTAMP_END(AddMemcpyAddrAsyncNode, "MemcpyAddrAsyncPass::Run.");
  2264. // Process offset and dependency for buffer pool memory assigner.
  2265. GE_TIMESTAMP_START(BufferPoolMemoryPass);
  2266. BufferPoolMemoryPass buffer_pool_mem_pass;
  2267. GE_CHK_STATUS_RET(buffer_pool_mem_pass.Run(compute_graph),
  2268. "[Call][Run] Failed to process for buffer pool allocator.");
  2269. GE_TIMESTAMP_END(BufferPoolMemoryPass, "BufferPoolMemoryPass::Run.");
  2270. // Handle parallel group .
  2271. GE_TIMESTAMP_START(ParallelGroup);
  2272. ParallelGroupPass parallel_group_pass;
  2273. GE_CHK_STATUS_RET(parallel_group_pass.Run(compute_graph), "[Handle][ParallelGroup] failed.");
  2274. GE_TIMESTAMP_END(ParallelGroup, "ParallelGroupPass::Run.");
  2275. // After while sub graph handle, mark all node rw type
  2276. auto result = GetCompilerStages(compute_graph->GetGraphID()).optimizer.HandleMemoryRWConflict(compute_graph);
  2277. if (result != SUCCESS) {
  2278. GELOGW(
  2279. "Mark node rw type failed. It will take some effect on memory_assign_conflicts handling."
  2280. "Please pay attention to it.");
  2281. }
  2282. ChangeConstTypeWhenTraining(compute_graph);
  2283. GELOGI("End optimize after merge sub graph.");
  2284. return SUCCESS;
  2285. }
  2286. void GraphManager::ChangeConstTypeWhenTraining(const ComputeGraphPtr &compute_graph) {
  2287. // The constant for train is CONSTANTOP, and is CONSTANT for inference. They will be unified in future.
  2288. if (options_.train_graph_flag) {
  2289. for (NodePtr &n : compute_graph->GetAllNodes()) {
  2290. // This can ensure that n is not a null pointer
  2291. if (n->GetOpDesc()->GetType() == CONSTANT) {
  2292. n->GetOpDesc()->SetType(CONSTANTOP);
  2293. }
  2294. }
  2295. }
  2296. }
  2297. Status GraphManager::ProcessSubGraphWithMultiThreads(GraphManager *graph_manager, GraphId root_graph_id,
  2298. const SubGraphInfoPtr &sub_graph_info_ptr,
  2299. const std::string &root_graph_name,
  2300. uint64_t session_id,
  2301. const struct error_message::Context &error_context,
  2302. const GEThreadLocalContext &ge_context) {
  2303. ErrorManager::GetInstance().SetErrorContext(error_context);
  2304. if (sub_graph_info_ptr != nullptr && graph_manager != nullptr) {
  2305. GetContext().SetSessionId(session_id);
  2306. GetThreadLocalContext() = ge_context;
  2307. graph_manager->UpdateLocalOmgContext(root_graph_id);
  2308. ComputeGraphPtr compute_graph_tmp = sub_graph_info_ptr->GetSubGraph();
  2309. const std::string &engine_name = sub_graph_info_ptr->GetEngineName();
  2310. GELOGD("ProcessSubGraphWithMultiThreads start, graph name is %s, engine_name is %s, thread id is %lu",
  2311. compute_graph_tmp != nullptr ? compute_graph_tmp->GetName().c_str() : "", engine_name.c_str(),
  2312. pthread_self());
  2313. GE_DUMP(compute_graph_tmp, "OptimizeSubGraphBefore");
  2314. GE_CHECK_NOTNULL(compute_graph_tmp);
  2315. if (!AttrUtils::SetInt(*compute_graph_tmp, ATTR_NAME_ROOT_GRAPH_ID, root_graph_id)) {
  2316. REPORT_CALL_ERROR("E19999", "Set Attr:%s to graph:%u failed", ATTR_NAME_ROOT_GRAPH_ID.c_str(),
  2317. compute_graph_tmp->GetGraphID());
  2318. GELOGE(FAILED, "[Set][Attr] %s to graph:%u failed", ATTR_NAME_ROOT_GRAPH_ID.c_str(),
  2319. compute_graph_tmp->GetGraphID());
  2320. return FAILED;
  2321. }
  2322. if (!AttrUtils::SetStr(*compute_graph_tmp, ATTR_NAME_ROOT_GRAPH_NAME, root_graph_name)) {
  2323. REPORT_CALL_ERROR("E19999", "Set Attr:%s to graph:%u failed", ATTR_NAME_ROOT_GRAPH_NAME.c_str(),
  2324. compute_graph_tmp->GetGraphID());
  2325. GELOGE(FAILED, "[Set][Attr] %s to graph:%u failed", ATTR_NAME_ROOT_GRAPH_NAME.c_str(),
  2326. compute_graph_tmp->GetGraphID());
  2327. return FAILED;
  2328. }
  2329. compute_graph_tmp->SetSessionID(session_id);
  2330. Status ret = graph_manager->GetCompilerStages(root_graph_id).optimizer.OptimizeSubGraph(compute_graph_tmp,
  2331. engine_name);
  2332. if (ret != SUCCESS) {
  2333. GELOGE(ret, "[Optimize][SubGraph] Failed, engine:%s, graph:%s",
  2334. engine_name.c_str(), compute_graph_tmp->GetName().c_str());
  2335. return ret;
  2336. } else {
  2337. GELOGD("SubGraph optimize success %s", engine_name.c_str());
  2338. }
  2339. GE_DUMP(compute_graph_tmp, "OptimizeSubGraphAfter");
  2340. sub_graph_info_ptr->SetSubGraph(compute_graph_tmp);
  2341. GELOGD("ProcessSubGraphWithMultiThreads end, graph name is %s, engine_name is %s, thread id is %lu",
  2342. compute_graph_tmp != nullptr ? compute_graph_tmp->GetName().c_str() : "", engine_name.c_str(),
  2343. pthread_self());
  2344. } else {
  2345. REPORT_INNER_ERROR("E19999", "Param sub_graph_info_ptr or graph_manager is nullptr");
  2346. GELOGE(FAILED, "[Check][Param] graph_manager or sub_graph_info_ptr is nullptr");
  2347. return FAILED;
  2348. }
  2349. return SUCCESS;
  2350. }
  2351. // run graph async on session
  2352. Status GraphManager::RunGraphAsync(const GraphId &graph_id, const std::vector<ge::Tensor> &inputs,
  2353. uint64_t session_id, RunAsyncCallback callback) {
  2354. ErrorManager::GetInstance().SetStage(error_message::kModelExecute, error_message::kModelExecute);
  2355. GELOGI("[GraphManager] Start to run graph async, graph_id=%u, inputsSize=%zu.", graph_id, inputs.size());
  2356. bool ret = prerun_args_q_.Push(PreRunArgs({graph_id, inputs, session_id,
  2357. ErrorManager::GetInstance().GetErrorManagerContext(),
  2358. GetThreadLocalContext(), callback}));
  2359. if (!ret) {
  2360. GELOGE(FAILED, "[Call][Push] failed, graph_id:%u.", graph_id);
  2361. return FAILED;
  2362. }
  2363. GELOGI("[GraphManager] Run graph async success, graph_id=%u.", graph_id);
  2364. return SUCCESS;
  2365. }
  2366. Status GraphManager::CheckIncreBuildAndPreRun(const PreRunArgs &args,
  2367. GraphNodePtr &graph_node, GeRootModelPtr &ge_root_model) {
  2368. if (!IsGraphNeedBuild(graph_node)) {
  2369. ge_root_model = graph_node->GetGeRootModel();
  2370. return SUCCESS;
  2371. }
  2372. if (graph_node->GetBuildFlag()) {
  2373. ReturnError(args.callback, PARAM_INVALID,
  2374. "The graph " + std::to_string(graph_node->GetGraphId()) +
  2375. " need to re-build, you should remove it"
  2376. " from GE first, then AddGraph again and rebuild it.");
  2377. return PARAM_INVALID;
  2378. }
  2379. // check need incre build.
  2380. std::vector<GeTensor> ge_inputs;
  2381. for (const auto &item: args.input_tensor) {
  2382. ge_inputs.emplace_back(TensorAdapter::AsGeTensor(item));
  2383. }
  2384. Status ret = PreRun(graph_node, ge_inputs, ge_root_model, args.session_id);
  2385. // release rts generate context
  2386. RtContextUtil::GetInstance().DestroyRtContexts(args.session_id, graph_node->GetGraphId());
  2387. if (ret != SUCCESS) {
  2388. ReturnError(args.callback, ret, "PreRun Failed.");
  2389. return ret;
  2390. }
  2391. graph_node->SetBuildFlag(true);
  2392. var_acc_ctrl_.SetGraphBuildEnd(graph_node->GetGraphId());
  2393. return SUCCESS;
  2394. }
  2395. void GraphManager::PreRunThread() {
  2396. if (prctl(PR_SET_NAME, ("GE_PreRun")) != 0) {
  2397. GELOGW("Set thread name failed.");
  2398. }
  2399. PreRunArgs args;
  2400. while (thread_run_flag_) {
  2401. if (!prerun_args_q_.Pop(args)) {
  2402. continue;
  2403. }
  2404. GELOGI("[PreRunThread] A new loop start, graph_id:%u.", args.graph_id);
  2405. ErrorManager::GetInstance().SetErrorContext(args.error_context);
  2406. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  2407. GetContext().SetSessionId(args.session_id);
  2408. GetThreadLocalContext() = args.context;
  2409. UpdateLocalOmgContext(args.graph_id);
  2410. // find graph
  2411. GraphNodePtr graph_node = nullptr;
  2412. Status ret = GetGraphNode(args.graph_id, graph_node);
  2413. if (ret != SUCCESS) {
  2414. ReturnError(args.callback, GE_GRAPH_GRAPH_NODE_NULL,
  2415. "[RunGraph] graph not exist, graph_id=" + std::to_string(args.graph_id));
  2416. return;
  2417. }
  2418. // more than one graph owns same graph_id
  2419. uint32_t count = 0;
  2420. if (GetGraphCount(args.graph_id, count) != SUCCESS) {
  2421. GELOGE(INTERNAL_ERROR, "[Get][GraphCount] failed, graph id:%u.", args.graph_id);
  2422. return;
  2423. }
  2424. // Avoid repeatively prerun for graphs owns same graph_id in online inference concurrency
  2425. if (count > 1 && graph_node->GetBuildFlag()) {
  2426. GELOGD("Avoid repeatively prerun, graph_id:%u.", args.graph_id);
  2427. // In online inference concurrency senario, graph_node is allowed to be locked for 'count' times
  2428. graph_node->SetSemSize(count);
  2429. graph_node->Lock();
  2430. PushGraph(RunArgs( { graph_node, args.graph_id, args.session_id, args.error_context,
  2431. args.input_tensor, graph_node->GetGeRootModel(), GetThreadLocalContext(), args.callback }));
  2432. GELOGI("[PreRunThread] Loop end. Start to run with cached build model.");
  2433. continue;
  2434. }
  2435. // Cannot be put ahead of the repeatively prerun judgement
  2436. graph_node->Lock();
  2437. if (graph_node->GetRunFlag()) {
  2438. ReturnError(args.callback, GE_GRAPH_ALREADY_RUNNING,
  2439. "[RunGraph] graph already running, graph id=" + std::to_string(args.graph_id));
  2440. graph_node->Unlock();
  2441. return;
  2442. }
  2443. // set graph's run flag
  2444. graph_node->SetRunFlag(true);
  2445. ComputeGraphPtr compute_graph_tmp = GraphUtils::GetComputeGraph(*(graph_node->GetGraph()));
  2446. if (compute_graph_tmp == nullptr) {
  2447. ReturnError(args.callback, GE_GRAPH_GRAPH_NODE_NULL,
  2448. "[RunGraph] compute_graph_tmp is NULL, graph id = %u.");
  2449. graph_node->Unlock();
  2450. return;
  2451. }
  2452. if (options_.local_fmk_op_flag) {
  2453. GetCompilerStages(graph_node->GetGraphId()).optimizer.TranFrameOp(compute_graph_tmp);
  2454. }
  2455. // it will not execute graph preprocess, optimize, parition, build if the graph has built successful.
  2456. GELOGI("Start for run graph async.");
  2457. GeRootModelPtr ge_root_model = nullptr;
  2458. ret = CheckIncreBuildAndPreRun(args, graph_node, ge_root_model);
  2459. if (ret != SUCCESS) {
  2460. graph_node->SetRunFlag(false);
  2461. if (!ge::Analyzer::GetInstance()->IsEnableNetAnalyzeDebug()) {
  2462. GELOGE(ret, "CheckIncreBuildAndPreRun Failed, thread exit..");
  2463. graph_node->Unlock();
  2464. return;
  2465. } else {
  2466. GELOGE(ret, "CheckIncreBuildAndPreRun Failed, keep geop continue!");
  2467. graph_node->Unlock();
  2468. continue;
  2469. }
  2470. }
  2471. PushGraph(RunArgs( { graph_node, args.graph_id, args.session_id, args.error_context,
  2472. args.input_tensor, ge_root_model, GetThreadLocalContext(), args.callback }));
  2473. GELOGI("[PreRunThread] Loop end.");
  2474. }
  2475. }
  2476. void GraphManager::PushGraph(const RunArgs &args) {
  2477. if (executor_ == nullptr) {
  2478. GELOGW("Just compile model, not support execute.");
  2479. return;
  2480. }
  2481. (void)executor_->PushGraph(args);
  2482. }
  2483. void GraphManager::SetRunContext(const GraphNodePtr &graph_node) {
  2484. OmeContext ome_context;
  2485. ome_context.need_multi_batch = GetLocalOmgContext().need_multi_batch;
  2486. ome_context.dynamic_node_type = GetLocalOmgContext().dynamic_node_type;
  2487. ome_context.dynamic_shape_dims = StringUtils::Split(GetLocalOmgContext().dynamic_dims, ';');
  2488. ome_context.user_input_dims = GetLocalOmgContext().user_input_dims;
  2489. ome_context.data_nodes = GetLocalOmgContext().data_nodes;
  2490. ome_context.getnext_nosink_nodes = GetLocalOmgContext().getnext_nosink_nodes;
  2491. ome_context.user_real_input_dims = GetLocalOmgContext().user_real_input_dims;
  2492. graph_node->SetOmeContext(ome_context);
  2493. }
  2494. void GraphManager::StopQueue() {
  2495. thread_run_flag_.store(false);
  2496. prerun_args_q_.Stop();
  2497. }
  2498. void GraphManager::ReturnError(RunAsyncCallback callback, Status ret, const string &log) {
  2499. StopQueue();
  2500. GELOGE(ret, "%s.", log.c_str());
  2501. std::vector<ge::Tensor> outputs;
  2502. if (callback != nullptr) {
  2503. callback(ret, outputs);
  2504. }
  2505. }
  2506. bool GraphManager::IsGraphNeedRebuild(uint32_t graph_id) {
  2507. // find graph
  2508. GraphNodePtr graph_node = nullptr;
  2509. Status ret = GetGraphNode(graph_id, graph_node);
  2510. if (ret != SUCCESS) {
  2511. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  2512. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id:%u.", graph_id);
  2513. return true;
  2514. }
  2515. if (graph_node == nullptr) {
  2516. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  2517. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graph_id:%u.", graph_id);
  2518. return true;
  2519. }
  2520. return IsGraphNeedBuild(graph_node);
  2521. }
  2522. bool GraphManager::IsGraphNeedBuild(const GraphNodePtr &graph_node) {
  2523. return !graph_node->GetBuildFlag() || var_acc_ctrl_.IsGraphNeedRebuild(graph_node->GetGraphId());
  2524. }
  2525. const map<std::string, std::string> *GraphManager::GetGraphOptions(uint32_t graph_id) {
  2526. GraphNodePtr graph_node = nullptr;
  2527. Status ret = GetGraphNode(graph_id, graph_node);
  2528. if (ret != SUCCESS) {
  2529. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  2530. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id:%u.", graph_id);
  2531. return nullptr;
  2532. }
  2533. if (!graph_node) {
  2534. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  2535. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graph_id:%u.", graph_id);
  2536. return nullptr;
  2537. }
  2538. return &(graph_node->GetOptions());
  2539. }
  2540. void GraphManager::SetOptionsRunGraphFlag(bool run_graph_flag) { options_.run_graph_flag = run_graph_flag; }
  2541. Status GraphManager::OptimizeSubgraph(const GraphNodePtr &graph_node, ComputeGraphPtr &compute_graph,
  2542. uint64_t session_id) {
  2543. // graph partition
  2544. // Stage partition, only for root graph
  2545. GE_TIMESTAMP_START(StagePartition);
  2546. StagePartitioner stage_partitioner(compute_graph);
  2547. auto ret = stage_partitioner.Partition();
  2548. if (ret != SUCCESS) {
  2549. GELOGE(ret, "[Call][Partition] for Graph:%s by stage Failed", compute_graph->GetName().c_str());
  2550. return ret;
  2551. }
  2552. GE_TIMESTAMP_EVENT_END(StagePartition, "OptimizeSubgraph::StagePartition");
  2553. // all sub graph list of root graph and sub graph
  2554. GE_TIMESTAMP_START(GraphPartitionDynamicShape);
  2555. DynamicShapePartitioner dynamic_shape_partitioner(compute_graph);
  2556. ret = dynamic_shape_partitioner.Partition();
  2557. if (ret != SUCCESS) {
  2558. GELOGE(ret, "[Call][Partition] for Graph:%s by dynamic shape Failed", compute_graph->GetName().c_str());
  2559. return ret;
  2560. }
  2561. bool dynamic_shape_partitioned = false;
  2562. if (!AttrUtils::GetBool(*compute_graph, ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED, dynamic_shape_partitioned)) {
  2563. REPORT_INNER_ERROR("E19999", "Get Attr:%s from graph:%s(id:%u) fail",
  2564. ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED.c_str(), compute_graph->GetName().c_str(),
  2565. compute_graph->GetGraphID());
  2566. GELOGE(FAILED, "[Get][Attr] %s from graph:%u failed",
  2567. ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED.c_str(), compute_graph->GetGraphID());
  2568. return FAILED;
  2569. }
  2570. GE_TIMESTAMP_EVENT_END(GraphPartitionDynamicShape, "OptimizeSubgraph::GraphPartitionDynamicShape");
  2571. GE_DUMP(compute_graph, "AfterDynamicShapePartition");
  2572. GE_TIMESTAMP_START(GraphPartition);
  2573. GraphPartitioner &partitioner = GetCompilerStages(graph_node->GetGraphId()).partitioner;
  2574. ret = partitioner.Partition(compute_graph, GraphPartitioner::kPartitioning);
  2575. if (ret != SUCCESS) {
  2576. GELOGE(ret, "[Call][Partition] for Graph:%s Failed", compute_graph->GetName().c_str());
  2577. return ret;
  2578. }
  2579. GE_TIMESTAMP_EVENT_END(GraphPartition, "OptimizeSubgraph::Partition1");
  2580. GE_TIMESTAMP_START(SetSubgraph);
  2581. ret = SetSubgraph(session_id, compute_graph, partitioner);
  2582. if (ret != SUCCESS) {
  2583. GELOGE(ret, "[Set][Subgraph] failed for graph:%s, session_id:%lu", compute_graph->GetName().c_str(), session_id);
  2584. return ret;
  2585. }
  2586. GE_TIMESTAMP_EVENT_END(SetSubgraph, "OptimizeSubgraph::SetSubGraph");
  2587. std::set<string> build_steps = {BUILD_STEP_BEFORE_UB_MATCH, BUILD_STEP_AFTER_BUILDER, BUILD_STEP_AFTER_BUILDER_SUB};
  2588. if ((options_.build_mode == BUILD_MODE_TUNING) && (build_steps.count(options_.build_step) > 0)) {
  2589. GE_TIMESTAMP_START(ConvertGraphToFile);
  2590. std::string tuning_path;
  2591. (void) GetContext().GetOption(TUNING_PATH, tuning_path);
  2592. Status ret = ConvertGraphToFile(compute_graph, partitioner, tuning_path,
  2593. (options_.build_step == BUILD_STEP_AFTER_BUILDER));
  2594. if (ret != SUCCESS) {
  2595. GELOGE(ret, "[Convert][Graph] [%s] to file failed", compute_graph->GetName().c_str());
  2596. return ret;
  2597. }
  2598. GE_TIMESTAMP_EVENT_END(ConvertGraphToFile, "OptimizeSubgraph::ConvertGraphToFile");
  2599. return SUCCESS;
  2600. }
  2601. ComputeGraphPtr merged_compute_graph = nullptr;
  2602. std::vector<ComputeGraphPtr> merged_sub_graph_list;
  2603. GE_TIMESTAMP_START(MergeSubgraph);
  2604. ret = MergeSubGraph(merged_compute_graph, compute_graph, graph_node->GetGraphId());
  2605. if (ret != SUCCESS) {
  2606. GELOGE(ret, "[Merge][SubGraph] Failed, graph:%s(id:%u)",
  2607. compute_graph->GetName().c_str(), graph_node->GetGraphId());
  2608. return ret;
  2609. }
  2610. GE_CHECK_NOTNULL(merged_compute_graph);
  2611. merged_compute_graph->SetSessionID(session_id);
  2612. merged_compute_graph->SetGraphID(graph_node->GetGraphId());
  2613. merged_compute_graph->SetNeedIteration(compute_graph->GetNeedIteration());
  2614. for (auto &sub_graph : merged_compute_graph->GetAllSubgraphs()) {
  2615. sub_graph->SetSessionID(session_id);
  2616. sub_graph->SetGraphID(graph_node->GetGraphId());
  2617. }
  2618. bool off_superkernel = false;
  2619. if (AttrUtils::GetBool(compute_graph, ATTR_NAME_OFF_SUPERKERNEL_ATTR, off_superkernel)) {
  2620. GELOGI("Compute graph %s get superkernel flag %d.", compute_graph->GetName().c_str(), off_superkernel);
  2621. if (!AttrUtils::SetBool(merged_compute_graph, ATTR_NAME_OFF_SUPERKERNEL_ATTR, off_superkernel)) {
  2622. REPORT_INNER_ERROR("E19999", "Set Attr:%s to graph:%u fail",
  2623. ATTR_NAME_OFF_SUPERKERNEL_ATTR.c_str(), compute_graph->GetGraphID());
  2624. GELOGE(FAILED, "[Set][Attr] %s to graph:%u fail",
  2625. ATTR_NAME_OFF_SUPERKERNEL_ATTR.c_str(), compute_graph->GetGraphID());
  2626. return FAILED;
  2627. }
  2628. }
  2629. GE_TIMESTAMP_EVENT_END(MergeSubgraph, "OptimizeSubgraph::MergeSubGraph");
  2630. GE_DUMP(merged_compute_graph, "mergedComputeGraph");
  2631. compute_graph = merged_compute_graph;
  2632. if (!AttrUtils::SetBool(*compute_graph, ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED, dynamic_shape_partitioned)) {
  2633. REPORT_INNER_ERROR("E19999", "Set Attr:%s to graph:%u fail",
  2634. ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED.c_str(), compute_graph->GetGraphID());
  2635. GELOGE(FAILED, "[Set][Attr] %s to graph:%u fail",
  2636. ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED.c_str(), compute_graph->GetGraphID());
  2637. return FAILED;
  2638. }
  2639. return SUCCESS;
  2640. }
  2641. Status GraphManager::ConvertGraphToFile(ComputeGraphPtr &compute_graph, GraphPartitioner &partitioner, std::string path,
  2642. bool exe_flag) {
  2643. GE_CHECK_NOTNULL(compute_graph);
  2644. GELOGI("compute_graph [%s] path [%s] Enter ConvertGraphToFile.", compute_graph->GetName().c_str(), path.c_str());
  2645. std::vector<ComputeGraphPtr> non_tuning_subgraphs;
  2646. auto input_node_sub_graph_map = partitioner.graph_2_input_subgraph_;
  2647. const auto &input_subgraph_info = input_node_sub_graph_map[compute_graph];
  2648. GE_CHECK_NOTNULL(input_subgraph_info);
  2649. ComputeGraphPtr input_graph_tmp = input_subgraph_info->GetSubGraph();
  2650. non_tuning_subgraphs.push_back(input_graph_tmp);
  2651. auto sub_graph_map = partitioner.GetSubGraphMap();
  2652. const auto &subgraph_infos = sub_graph_map[compute_graph];
  2653. std::vector<ComputeGraphPtr> tuning_subgraphs;
  2654. for (const auto &sub_graph_info_ptr: subgraph_infos) {
  2655. GE_CHECK_NOTNULL(sub_graph_info_ptr);
  2656. ComputeGraphPtr sub_graph_tmp = sub_graph_info_ptr->GetSubGraph();
  2657. // need to tuning
  2658. if (sub_graph_info_ptr->GetEngineName() == kVectorEngine || sub_graph_info_ptr->GetEngineName() == kAIcoreEngine) {
  2659. tuning_subgraphs.push_back(sub_graph_tmp);
  2660. } else {
  2661. non_tuning_subgraphs.push_back(sub_graph_tmp);
  2662. }
  2663. }
  2664. // for function graphs to tune
  2665. for (auto &function_graph : compute_graph->GetAllSubgraphs()) {
  2666. auto subgraph_list = sub_graph_map[function_graph];
  2667. for (const auto &sub_graph_info_ptr : subgraph_list) {
  2668. GE_CHECK_NOTNULL(sub_graph_info_ptr);
  2669. ComputeGraphPtr sub_graph_tmp = sub_graph_info_ptr->GetSubGraph();
  2670. // need to tuning
  2671. if (sub_graph_info_ptr->GetEngineName() == kVectorEngine ||
  2672. sub_graph_info_ptr->GetEngineName() == kAIcoreEngine) {
  2673. tuning_subgraphs.push_back(sub_graph_tmp);
  2674. } else {
  2675. non_tuning_subgraphs.push_back(sub_graph_tmp);
  2676. }
  2677. }
  2678. }
  2679. return TuningUtils::ConvertGraphToFile(tuning_subgraphs, non_tuning_subgraphs, exe_flag, path);
  2680. }
  2681. Status GraphManager::Build(const GraphNodePtr &graph_node, ComputeGraphPtr &compute_graph,
  2682. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  2683. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  2684. // build
  2685. if (compute_graph != nullptr) {
  2686. std::string graph_name = compute_graph->GetName();
  2687. graph_name.append("_");
  2688. graph_name.append(std::to_string(graph_node->GetGraphId()));
  2689. compute_graph->SetName(graph_name);
  2690. }
  2691. auto ret = GetCompilerStages(graph_node->GetGraphId()).builder.Build(compute_graph, ge_root_model, session_id);
  2692. if (ret != SUCCESS) {
  2693. GELOGE(ret, "[Call][Build] failed, session_id:%lu.", session_id);
  2694. return ret;
  2695. }
  2696. bool is_always_dump = false;
  2697. if (!DumpManager::GetInstance().GetDumpProperties(session_id).GetDumpPath().empty()) {
  2698. is_always_dump = true;
  2699. }
  2700. GraphUtils::DumpGEGraph(compute_graph, "Build", is_always_dump);
  2701. GraphUtils::DumpGEGraphToOnnx(*compute_graph, "Build");
  2702. SetRunContext(graph_node);
  2703. graph_node->SetGeRootModel(ge_root_model);
  2704. return SUCCESS;
  2705. }
  2706. Status GraphManager::GenCheckPointGraph(const std::map<std::string, GeTensorDesc> &all_variables, Graph &graph) {
  2707. ge::ComputeGraphPtr compute_graph = MakeShared<ComputeGraph>(kCheckPointGraph);
  2708. GE_CHECK_NOTNULL(compute_graph);
  2709. OpDescPtr save_desc = MakeShared<ge::OpDesc>(compute_graph->GetName() + "_" + kSave, kSave);
  2710. GE_CHECK_NOTNULL(save_desc);
  2711. uint32_t save_index = 0;
  2712. for (auto iter = all_variables.begin(); iter != all_variables.end(); ++iter) {
  2713. GE_CHK_GRAPH_STATUS_RET(save_desc->AddInputDesc(save_index, iter->second));
  2714. save_index++;
  2715. }
  2716. NodePtr save_node = compute_graph->AddNode(save_desc);
  2717. uint32_t index = 0;
  2718. for (auto iter = all_variables.begin(); iter != all_variables.end(); ++iter) {
  2719. OpDescPtr var_desc = MakeShared<ge::OpDesc>(iter->first, VARIABLE);
  2720. GE_CHECK_NOTNULL(var_desc);
  2721. if (!AttrUtils::SetBool(var_desc, kCheckPointForGetVar, true)) {
  2722. GELOGW("Set check point graph attr failed.");
  2723. }
  2724. GE_CHK_GRAPH_STATUS_RET(var_desc->AddOutputDesc(iter->second));
  2725. NodePtr var_node = compute_graph->AddNode(var_desc);
  2726. GE_CHK_STATUS(GraphUtils::AddEdge(var_node->GetOutDataAnchor(0), save_node->GetInDataAnchor(index)),
  2727. "[Add][Edge][%s->%s] fail.", var_node->GetName().c_str(), save_node->GetName().c_str());
  2728. index++;
  2729. }
  2730. compute_graph->Dump();
  2731. graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph);
  2732. return SUCCESS;
  2733. }
  2734. Status GraphManager::SaveVariables(const Graph &graph, const std::vector<std::string> &var_names,
  2735. const std::vector<Tensor> &outputs, std::vector<Tensor> &var_values) {
  2736. map<string, Tensor> var_results;
  2737. GE_CHK_STATUS_RET(SaveCheckPointResult(graph, outputs, var_results), "[Save][CheckPointResult] failed.");
  2738. if (!var_names.empty()) {
  2739. for (const auto &var_name : var_names) {
  2740. if (var_results.count(var_name) == 0) {
  2741. REPORT_INNER_ERROR("E19999", "Fetch Var:%s result value fail", var_name.c_str());
  2742. GELOGE(FAILED, "[Check][Param] Fetch var[%s] value failed.", var_name.c_str());
  2743. return FAILED;
  2744. } else {
  2745. auto var_tensor = var_results[var_name].GetTensorDesc();
  2746. var_tensor.SetName(var_name.c_str());
  2747. var_results[var_name].SetTensorDesc(var_tensor);
  2748. var_values.emplace_back(var_results[var_name]);
  2749. }
  2750. }
  2751. } else {
  2752. for (auto iter = var_results.begin(); iter != var_results.end(); ++iter) {
  2753. string var_name = iter->first;
  2754. auto var_tensor = iter->second.GetTensorDesc();
  2755. var_tensor.SetName(var_name.c_str());
  2756. iter->second.SetTensorDesc(var_tensor);
  2757. var_values.emplace_back(iter->second);
  2758. }
  2759. }
  2760. return SUCCESS;
  2761. }
  2762. Status GraphManager::SaveCheckPointResult(const Graph &graph, const std::vector<Tensor> &outputs,
  2763. map<string, Tensor> &var_results) {
  2764. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  2765. NodePtr netoutput_node = nullptr;
  2766. for (const auto &node : compute_graph->GetAllNodes()) {
  2767. if (node->GetType() == NETOUTPUT) {
  2768. netoutput_node = node;
  2769. break;
  2770. }
  2771. }
  2772. GE_CHECK_NOTNULL(netoutput_node);
  2773. for (const auto &in : netoutput_node->GetAllInDataAnchors()) {
  2774. auto out_anchor = in->GetPeerOutAnchor();
  2775. GE_CHECK_NOTNULL(out_anchor);
  2776. auto peer_node = out_anchor->GetOwnerNode();
  2777. while (peer_node->GetType() != VARIABLE) {
  2778. if (peer_node->GetAllInDataAnchors().size() != 1) {
  2779. REPORT_INNER_ERROR("E19999", "peer node:%s(%s) of netoutput has more than 1 input in checkpoint Graph, "
  2780. "check invalid",
  2781. peer_node->GetName().c_str(), peer_node->GetType().c_str());
  2782. GELOGE(FAILED, "[Check][Param] peer_node [%s] has more than 1 input in checkpoint Graph.",
  2783. peer_node->GetName().c_str());
  2784. return FAILED;
  2785. }
  2786. auto peer_node_in_anchor = peer_node->GetAllInDataAnchors().at(0);
  2787. auto peer_node_out_anchor = peer_node_in_anchor->GetPeerOutAnchor();
  2788. if (peer_node_out_anchor != nullptr) {
  2789. peer_node = peer_node_out_anchor->GetOwnerNode();
  2790. if (peer_node->GetType() == VARIABLE) {
  2791. break;
  2792. }
  2793. }
  2794. }
  2795. if (peer_node->GetType() != VARIABLE) {
  2796. REPORT_INNER_ERROR("E19999", "peer node:%s(%s) of netoutput is not variable in checkpoint Graph, "
  2797. "check invalid",
  2798. peer_node->GetName().c_str(), peer_node->GetType().c_str());
  2799. GELOGE(FAILED, "[Check][Param] peer_node %s is not variable in checkpoint Graph.", peer_node->GetName().c_str());
  2800. return FAILED;
  2801. }
  2802. auto var_name = peer_node->GetName();
  2803. GELOGI("[GraphManager] SaveVariables, varName is %s.", var_name.c_str());
  2804. if (in->GetIdx() >= static_cast<int>(outputs.size())) {
  2805. REPORT_INNER_ERROR("E19999", "In index:%u of netoutput is out of outputs.size:%zu range in checkpoint Graph, "
  2806. "check invalid", in->GetIdx(), outputs.size());
  2807. GELOGE(FAILED, "[Check][Param] variable index[%d] out of range[%zu].", in->GetIdx(), outputs.size());
  2808. return FAILED;
  2809. }
  2810. var_results.emplace(var_name, outputs.at(in->GetIdx()));
  2811. }
  2812. return SUCCESS;
  2813. }
  2814. void GraphManager::AddLocalOmgContext(GraphId graph_id, const OmgContext &omg_context) {
  2815. std::lock_guard<std::mutex> lock(member_mutex_);
  2816. omg_contexts_.emplace(graph_id, omg_context);
  2817. SetLocalOmgContext(omg_contexts_[graph_id]);
  2818. }
  2819. void GraphManager::UpdateLocalOmgContext(GraphId graph_id) {
  2820. std::lock_guard<std::mutex> lock(member_mutex_);
  2821. auto iter = omg_contexts_.find(graph_id);
  2822. if (iter != omg_contexts_.end()) {
  2823. SetLocalOmgContext(iter->second);
  2824. } else {
  2825. GELOGW("OmgContext of graph %u is not found.", graph_id);
  2826. }
  2827. }
  2828. GraphManager::CompilerStages &GraphManager::GetCompilerStages(GraphId graph_id) {
  2829. std::lock_guard<std::mutex> lock(member_mutex_);
  2830. return compiler_stages_[graph_id];
  2831. }
  2832. void GraphManager::RemoveCompilerStages(GraphId graph_id) {
  2833. std::lock_guard<std::mutex> lock(member_mutex_);
  2834. compiler_stages_.erase(graph_id);
  2835. }
  2836. void GraphManager::IncreaseGraphCount(GraphId graph_id) {
  2837. std::lock_guard<std::mutex> lock(graph_count_mutex_);
  2838. auto it = graph_count_.find(graph_id);
  2839. if (it == graph_count_.end()) {
  2840. graph_count_.insert({graph_id, kInitGraphCount});
  2841. GELOGD("After increaseGraphCount, graph count of id[%u] is %u.", graph_id, graph_count_[graph_id]);
  2842. } else {
  2843. ++graph_count_[graph_id];
  2844. GELOGD("After increaseGraphCount, graph count of id[%u] is %u.", graph_id, graph_count_[graph_id]);
  2845. }
  2846. }
  2847. void GraphManager::RemoveGraphCount(GraphId graph_id) {
  2848. std::lock_guard<std::mutex> lock(graph_count_mutex_);
  2849. auto it = graph_count_.find(graph_id);
  2850. if (it == graph_count_.end()) {
  2851. GELOGW("Graph of id: %u has not been added, count cannot be decreased", graph_id);
  2852. } else {
  2853. GELOGD("RemoveGraphCount success, graph count of id[%u] is %u", graph_id, graph_count_[graph_id]);
  2854. graph_count_.erase(it);
  2855. }
  2856. }
  2857. void GraphManager::DecreaseGraphCount(GraphId graph_id) {
  2858. std::lock_guard<std::mutex> lock(graph_count_mutex_);
  2859. auto it = graph_count_.find(graph_id);
  2860. if (it == graph_count_.end()) {
  2861. GELOGW("Graph of id: %u has not been added, count cannot be decreased.", graph_id);
  2862. } else {
  2863. --it->second;
  2864. GELOGD("After DecreaseGraphCount, graph count of id[%u] is %u.", graph_id, graph_count_[graph_id]);
  2865. }
  2866. }
  2867. Status GraphManager::GetGraphCount(GraphId graph_id, uint32_t &count) {
  2868. std::lock_guard<std::mutex> lock(graph_count_mutex_);
  2869. auto it = graph_count_.find(graph_id);
  2870. if (it == graph_count_.end()) {
  2871. GELOGW("Graph [id:%u] has not been added.", graph_id);
  2872. return FAILED;
  2873. }
  2874. count = it->second;
  2875. return SUCCESS;
  2876. }
  2877. } // 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