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graph_manager.cc 151 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. #include "common/profiling/profiling_manager.h"
  110. namespace {
  111. const char *const kSummary = "Summary";
  112. const char *const kSave = "Save";
  113. const char *const kNetOutput = "NetOutput";
  114. const char *const kVariable = "Variable";
  115. const char *const kSend = "Send";
  116. const char *const kRecv = "Recv";
  117. const char *const kCheckPointForGetVar = "CheckPointGraphForGetVar";
  118. const char *const kCheckPointGraph = "checkpoint_graph";
  119. const char *const kVectorEngine = "VectorEngine";
  120. const char *const kAIcoreEngine = "AIcoreEngine";
  121. const int32_t kDynamicDimsTypeIsGetNext = 0;
  122. const int32_t kDynamicDimsTypeIsData = 1;
  123. const int32_t kBase = 10;
  124. const char *const kGetNextName = "IteratorV2";
  125. const uint32_t kInitGraphCount = 1;
  126. const uint32_t kNotAdded = 0;
  127. const uint32_t kStartAdd = 1;
  128. const uint32_t kDoneAdded = 2;
  129. bool IsTailingOptimization() {
  130. string is_tailing_optimization_option;
  131. auto ret = ge::GetContext().GetOption(ge::OPTION_EXEC_ENABLE_TAILING_OPTIMIZATION, is_tailing_optimization_option);
  132. if (ret == ge::GRAPH_SUCCESS) {
  133. GELOGI("Option ge.exec.isTailingOptimization is %s", is_tailing_optimization_option.c_str());
  134. // "1" means it's True from frontend option
  135. return is_tailing_optimization_option == "1";
  136. }
  137. GELOGW("OPTION_EXEC_ENABLE_TAILING_OPTIMIZATION not set, use BFSTopologicalSorting by default.");
  138. return false;
  139. }
  140. ge::Status CheckFpCeilingMode() {
  141. static const std::set<std::string> kValidFpCeilingMode = {"0", "1", "2"};
  142. string mode;
  143. auto ret = ge::GetContext().GetOption("ge.fpCeilingMode", mode);
  144. if (ret == ge::GRAPH_SUCCESS) {
  145. if (kValidFpCeilingMode.count(mode) == 0) {
  146. REPORT_INNER_ERROR("E19999", "Option ge.fpCeilingMode is invalid, value:%s", mode.c_str());
  147. GELOGE(ge::GE_GRAPH_OPTIONS_INVALID, "[Get][Option] The fp_ceiling_mode %s is invalid, options are 0, 1, and 2.",
  148. mode.c_str());
  149. return ge::GE_GRAPH_OPTIONS_INVALID;
  150. }
  151. GELOGI("The parameter fp_ceiling_mode is set to %s.", mode.c_str());
  152. return ge::SUCCESS;
  153. }
  154. GELOGW("The parameter fp_ceiling_mode is not set");
  155. return ge::SUCCESS;
  156. }
  157. } // namespace
  158. namespace ge {
  159. Status GraphManager::Initialize(const std::map<string, string> &options, Executor *executor) {
  160. ErrorManager::GetInstance().SetStage(error_message::kInitialize, error_message::kOther);
  161. if (init_flag_) {
  162. GELOGW("[Initialize] GraphManager already initialized.");
  163. return SUCCESS;
  164. }
  165. // graph context
  166. graph_context_ = MakeShared<GraphContext>();
  167. if (graph_context_ == nullptr) {
  168. REPORT_CALL_ERROR("E19999", "New GraphContext fail");
  169. GELOGE(MEMALLOC_FAILED, "[New][GraphContext] failed.");
  170. return MEMALLOC_FAILED;
  171. }
  172. // parse option parameters
  173. Status ret = ParseOptions(options);
  174. if (ret != SUCCESS) {
  175. GELOGE(ret, "[Parse][Options] failed.");
  176. return ret;
  177. }
  178. ret = CheckFpCeilingMode();
  179. if (ret != SUCCESS) {
  180. GELOGE(ret, "[Check][FpCeilingMode] failed.");
  181. return ret;
  182. }
  183. ret = graph_context_->Initialize(options);
  184. if (ret != SUCCESS) {
  185. GELOGE(ret, "[Initialize][GraphContext] failed.");
  186. return ret;
  187. }
  188. executor_ = executor;
  189. init_flag_ = true;
  190. thread_run_flag_ = true;
  191. prerun_thread_ = std::thread(&GraphManager::PreRunThread, this);
  192. return SUCCESS;
  193. }
  194. Status GraphManager::UnloadModel(GeRootModelPtr ge_root_model, uint32_t graph_id) {
  195. GE_CHECK_NOTNULL(executor_);
  196. return executor_->UnloadGraph(ge_root_model, graph_id);
  197. }
  198. Status GraphManager::Finalize() {
  199. if (!init_flag_) {
  200. GELOGW("GraphManager has not been initialized.");
  201. return SUCCESS;
  202. }
  203. StopQueue();
  204. if (prerun_thread_.joinable()) {
  205. prerun_thread_.join();
  206. }
  207. // check graph whether running or not
  208. Status unload_model_ret = SUCCESS;
  209. for (auto iter = graph_map_.begin(); iter != graph_map_.end(); ++iter) {
  210. GraphNodePtr graph_node = iter->second;
  211. if (graph_node->GetRunFlag()) {
  212. GELOGW("[GraphManager] finalize failed, graphId=%u.", iter->first);
  213. unload_model_ret = GE_GRAPH_GRAPH_IS_RUNNING;
  214. continue;
  215. }
  216. // unload model
  217. auto ge_root_model = graph_node->GetGeRootModel();
  218. if (ge_root_model != nullptr && ge_root_model->GetModelId() != INVALID_MODEL_ID && graph_node->GetLoadFlag()) {
  219. Status ret = UnloadModel(ge_root_model, iter->first);
  220. if (ret != SUCCESS) {
  221. unload_model_ret = ret;
  222. GELOGW("[GraphManager] unload model failed, graph_id=%u.", iter->first);
  223. }
  224. }
  225. // clear analyzer saved info(graph level)
  226. auto compute_graph = GraphUtils::GetComputeGraph(*graph_node->GetGraph());
  227. GE_CHECK_NOTNULL(compute_graph);
  228. auto session_id = compute_graph->GetSessionID();
  229. auto graph_id = compute_graph->GetGraphID();
  230. Analyzer::GetInstance()->DestroyGraphJsonObject(session_id, graph_id);
  231. }
  232. graph_map_.clear();
  233. cache_helper_map_.clear();
  234. graph_count_.clear();
  235. // graph context
  236. if (graph_context_ != nullptr) {
  237. Status ret_final = graph_context_->Finalize();
  238. if (ret_final != SUCCESS) {
  239. GELOGE(ret_final, "[Finalize][GraphContext] failed!");
  240. unload_model_ret = ret_final;
  241. }
  242. }
  243. init_flag_ = false;
  244. return unload_model_ret;
  245. }
  246. Status GraphManager::InitDynamicParams(ComputeGraphPtr &compute_graph) {
  247. for (const auto &node : compute_graph->GetAllNodes()) {
  248. auto op_desc = node->GetOpDesc();
  249. if (op_desc == nullptr) {
  250. continue;
  251. }
  252. GetLocalOmgContext().need_multi_batch = false;
  253. std::string op_type;
  254. auto ret = GetOriginalType(node, op_type);
  255. if (ret != SUCCESS) {
  256. REPORT_CALL_ERROR("E19999", "GetOriginalType from op:%s fail", node->GetName().c_str());
  257. GELOGE(FAILED, "[Get][OriginalType] from op:%s failed.", node->GetName().c_str());
  258. return FAILED;
  259. }
  260. if ((op_desc->GetType() == DATA) || (op_type == kGetNextName)) {
  261. GELOGI("Need to process multi batch for compute graph. op_type:%s.", op_desc->GetType().c_str());
  262. GetLocalOmgContext().need_multi_batch = true;
  263. break;
  264. }
  265. }
  266. if (!options_.input_shape.empty() && !options_.dynamic_dims.empty()) {
  267. if (!ge::ParseInputShape(options_.input_shape, GetLocalOmgContext().input_dims,
  268. GetLocalOmgContext().user_input_dims, true)) {
  269. GELOGE(GRAPH_PARAM_INVALID, "[Parse][InputShape] %s failed.", options_.input_shape.c_str());
  270. return GRAPH_PARAM_INVALID;
  271. }
  272. GetLocalOmgContext().dynamic_dims = options_.dynamic_dims;
  273. }
  274. if (options_.dynamic_node_type == kDynamicDimsTypeIsGetNext) {
  275. GetLocalOmgContext().dynamic_node_type = GETNEXT;
  276. }
  277. if (options_.dynamic_node_type == kDynamicDimsTypeIsData) {
  278. GetLocalOmgContext().dynamic_node_type = DATA;
  279. }
  280. return SUCCESS;
  281. }
  282. void GraphManager::SetAddGraphCondition(GraphId graph_id, uint32_t cond) {
  283. std::lock_guard<std::mutex> lock(add_graph_cond_mutex_);
  284. graph_id_to_add_graph_cond_[graph_id] = cond;
  285. GELOGD("Graph [id:%u] has been added.", graph_id);
  286. }
  287. uint32_t GraphManager::GetAddGraphCondition(GraphId graph_id) {
  288. std::lock_guard<std::mutex> lock(add_graph_cond_mutex_);
  289. auto it = graph_id_to_add_graph_cond_.find(graph_id);
  290. if (it != graph_id_to_add_graph_cond_.end()) {
  291. return it->second;
  292. } else {
  293. GELOGD("Graph [id:%u] has not been added.", graph_id);
  294. return kNotAdded;
  295. }
  296. }
  297. void GraphManager::RemoveAddGraphCondition(GraphId graph_id) {
  298. std::lock_guard<std::mutex> lock(add_graph_cond_mutex_);
  299. auto it = graph_id_to_add_graph_cond_.find(graph_id);
  300. if (it != graph_id_to_add_graph_cond_.end()) {
  301. graph_id_to_add_graph_cond_.erase(it);
  302. GELOGD("Successfully remove add_graph_cond of graph [id:%u].", graph_id);
  303. } else {
  304. GELOGD("Graph [id:%u] has not been added, no need to be removed.", graph_id);
  305. }
  306. }
  307. Status GraphManager::CheckRepeatAdd(uint32_t graph_id, bool &is_added) {
  308. uint32_t count = 0;
  309. if (GetGraphCount(graph_id, count) != SUCCESS) {
  310. GELOGE(INTERNAL_ERROR, "[Get][GraphCount] failed, graph[id:%u] might have not been added.", graph_id);
  311. return INTERNAL_ERROR;
  312. }
  313. // previous thread owns same graph_id has been in the middle of the AddGraph procession
  314. if (count > 1 && GetAddGraphCondition(graph_id) == kStartAdd) {
  315. std::unique_lock<std::mutex> lock(add_graph_mutex_);
  316. GELOGD("Waitting for build end of previous thread.");
  317. while (GetAddGraphCondition(graph_id) != kDoneAdded) {
  318. add_graph_cv_.wait(lock);
  319. }
  320. GraphNodePtr graph_node;
  321. Status ret = GetGraphNode(graph_id, graph_node);
  322. if (ret != SUCCESS) {
  323. GELOGE(ret, "[Get][GraphNode] failed, graph_id = %u.", graph_id);
  324. return ret;
  325. }
  326. is_added = true;
  327. }
  328. return SUCCESS;
  329. }
  330. void GraphManager::SetSessionGraphId(ComputeGraphPtr compute_graph, uint32_t graph_id) {
  331. std::string session_graph_id;
  332. if (!AttrUtils::GetStr(*compute_graph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id) || session_graph_id.empty()) {
  333. session_graph_id = "-1_" + to_string(graph_id);
  334. if (!AttrUtils::SetStr(*compute_graph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id)) {
  335. GELOGW("Set attribute of compute graph failed.");
  336. }
  337. for (auto &subgraph : compute_graph->GetAllSubgraphs()) {
  338. (void)AttrUtils::SetStr(*subgraph, ATTR_NAME_SESSION_GRAPH_ID, session_graph_id);
  339. }
  340. GELOGD("Get graph session_graph_id attr failed, set session id to default value: [0]");
  341. }
  342. }
  343. Status GraphManager::NotifyWaittingGraph(uint32_t graph_id) {
  344. uint32_t count = 0;
  345. if (GetGraphCount(graph_id, count) != SUCCESS) {
  346. GELOGE(INTERNAL_ERROR, "[Get][GraphCount] failed, graph[id:%u] might have not been added.", graph_id);
  347. return INTERNAL_ERROR;
  348. }
  349. GELOGD("Add graph finished, graph_id:%u", graph_id);
  350. if (count > 1) {
  351. GELOGD("Finish addgraph, graph_id:%u, graph_count:%u, start to notify.", graph_id, count);
  352. add_graph_cv_.notify_all();
  353. }
  354. return SUCCESS;
  355. }
  356. Status GraphManager::CreateGraphNode(uint32_t graph_id, const Graph &graph,
  357. const std::map<std::string, std::string> &options) {
  358. GraphNodePtr graph_node = MakeShared<ge::GraphNode>(graph_id);
  359. GE_IF_BOOL_EXEC(graph_node == nullptr,
  360. REPORT_CALL_ERROR("E19999", "New GraphNode fail, graph_id:%u", graph_id);
  361. GELOGE(FAILED, "[New][GraphNode] fail, graph_id:%u", graph_id);
  362. return FAILED);
  363. std::shared_ptr<Graph> graph_ptr = MakeShared<ge::Graph>(graph);
  364. GE_IF_BOOL_EXEC(graph_ptr == nullptr,
  365. REPORT_CALL_ERROR("E19999", "New Graph fail, graph_id:%u", graph_id);
  366. GELOGE(FAILED, "[New][Graph] fail, graph_id:%u", graph_id);
  367. return FAILED);
  368. // update option about tuning graph
  369. ParseOption(options, BUILD_MODE, options_.build_mode);
  370. ParseOption(options, BUILD_STEP, options_.build_step);
  371. ParseOption(options, TUNING_PATH, options_.tuning_path);
  372. graph_node->SetGraph(graph_ptr);
  373. graph_node->SetOptions(options);
  374. graph_node->IncreaseLoadCount();
  375. AddGraphNode(graph_id, graph_node);
  376. return SUCCESS;
  377. }
  378. Status GraphManager::SetStagesOptions(uint32_t graph_id, const GraphManagerOptions &options) {
  379. CompilerStages &stages = GetCompilerStages(graph_id);
  380. stages.preparer.SetOptions(options_);
  381. Status status = stages.optimizer.SetOptions(options_);
  382. if (status != SUCCESS) {
  383. GELOGE(status, "[Set][Options] for Graph optimizer failed, graph id:%u.", graph_id);
  384. return status;
  385. }
  386. stages.builder.SetOptions(options_);
  387. return SUCCESS;
  388. }
  389. Status GraphManager::ModifyDataIndex(const Graph &graph, const std::map<std::string, std::string> &graph_option) {
  390. vector<OpDescPtr> data_desc;
  391. set<int64_t> indexes;
  392. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  393. GE_CHECK_NOTNULL(compute_graph);
  394. for (auto &input_node : compute_graph->GetDirectNode()) {
  395. GE_CHECK_NOTNULL(input_node);
  396. auto op = input_node->GetOpDesc();
  397. GE_CHECK_NOTNULL(op);
  398. if (op->GetType() == DATA) {
  399. int64_t index = 0;
  400. (void) AttrUtils::GetInt(op, ATTR_NAME_INDEX, index);
  401. indexes.insert(index);
  402. data_desc.emplace_back(op);
  403. }
  404. }
  405. if (!indexes.empty()) {
  406. auto first_iter = indexes.begin();
  407. auto end_iter = indexes.end();
  408. --end_iter;
  409. auto data_size = static_cast<int64_t>(data_desc.size());
  410. // The valid index starts with 0 and increases by 1, and num is equal to data_node.
  411. if (indexes.size() != data_desc.size() || *first_iter != 0 || *end_iter != data_size - 1) {
  412. auto iter = graph_option.find(OPTION_EXEC_DATA_INPUTS_SHAPE_RANGE);
  413. if (iter != graph_option.end() && !iter->second.empty()) {
  414. // If data inputs shape range is set, user must set valid data index.
  415. std::string situation = "Data op index";
  416. std::string reason = "Data index must be set continuous from 0 when data shape range enabled!";
  417. REPORT_INPUT_ERROR("E19025", std::vector<std::string>({"situation", "reason"}),
  418. std::vector<std::string>({situation, reason}));
  419. GELOGE(GRAPH_PARAM_INVALID, "[COMP][AddGraph]Input data index is invalid when data shape range enabled.");
  420. return GRAPH_PARAM_INVALID;
  421. }
  422. GELOGI("Graph[%s] input data index is invalid, set data index by topo order.", compute_graph->GetName().c_str());
  423. int64_t index = 0;
  424. for (auto &op : data_desc) {
  425. (void) AttrUtils::SetInt(op, ATTR_NAME_INDEX, index++);
  426. }
  427. }
  428. }
  429. return SUCCESS;
  430. }
  431. Status GraphManager::AddGraph(const GraphId &graph_id, const Graph &graph,
  432. const std::map<std::string, std::string> &options,
  433. const OmgContext &omg_context) {
  434. IncreaseGraphCount(graph_id);
  435. auto device_id = GetContext().DeviceId();
  436. GELOGD("Device id is %u", device_id);
  437. ProfilingManager::Instance().SetGraphIdToDeviceMap(graph_id, device_id);
  438. // validation for adding graphs of same graph_id in multi-thread secenario
  439. // 1.previous thread owns same graph_id has finished the AddGraph procession
  440. if (GetAddGraphCondition(graph_id) == kDoneAdded) {
  441. GraphNodePtr graph_node;
  442. if (GetGraphNode(graph_id, graph_node) != SUCCESS) {
  443. GELOGE(GE_GRAPH_GRAPH_NOT_EXIST, "[Get][GraphNode] failed, Graph not exist while done adding previously, "
  444. "graph_id = %u.", graph_id);
  445. return GE_GRAPH_GRAPH_NOT_EXIST;
  446. }
  447. graph_node->IncreaseLoadCount();
  448. return SUCCESS;
  449. }
  450. // In multi-thread scenario, former thread owns same graph_id has been
  451. // in the middle of the AddGraph procession while following threads have to wait until
  452. // done adding graph of the former graph, avoiding repeatively adding same graph.
  453. bool is_added = false;
  454. if (CheckRepeatAdd(graph_id, is_added) != SUCCESS) {
  455. GELOGE(INTERNAL_ERROR, "[Check][RepeatAdd] for graph[id:%u] failed.", graph_id);
  456. return INTERNAL_ERROR;
  457. }
  458. // The former graph (from different thread) owns same graph id has been successfully added.
  459. if (is_added) {
  460. return SUCCESS;
  461. }
  462. // Do add graph
  463. SetAddGraphCondition(graph_id, kStartAdd);
  464. if (CheckGraphAdded(graph_id, graph) != SUCCESS) {
  465. GELOGE(FAILED, "[Check][GraphAdded] failed, graph id:%u.", graph_id);
  466. return FAILED;
  467. }
  468. GE_CHK_STATUS_RET(ModifyDataIndex(graph, options));
  469. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  470. GE_CHECK_NOTNULL(compute_graph);
  471. (void)AttrUtils::SetBool(*compute_graph, ATTR_NAME_GRAPH_HAS_BEEN_ADDED, true);
  472. SetSessionGraphId(compute_graph, graph_id);
  473. if (CreateGraphNode(graph_id, graph, options) != SUCCESS) {
  474. GELOGE(FAILED, "[Create][GraphNode] failed, graph id:%u.", graph_id);
  475. return FAILED;
  476. }
  477. AddLocalOmgContext(graph_id, omg_context);
  478. if (!options_.output_datatype.empty()) {
  479. GetLocalOmgContext().output_type = options_.output_datatype;
  480. }
  481. if (InitDynamicParams(compute_graph) != SUCCESS) {
  482. GELOGE(GRAPH_PARAM_INVALID, "[Init][Params] failed, when online infer is dynamic, graph id:%u.", graph_id);
  483. return GRAPH_PARAM_INVALID;
  484. }
  485. if (SetStagesOptions(graph_id, options_) != SUCCESS) {
  486. GELOGE(INTERNAL_ERROR, "[Set][StagesOptions] failed, graph id:%u.", graph_id);
  487. return INTERNAL_ERROR;
  488. }
  489. var_acc_ctrl_.AddGraph(graph_id, compute_graph);
  490. SetAddGraphCondition(graph_id, kDoneAdded);
  491. // There are threads waitting for adding same graph
  492. if (NotifyWaittingGraph(graph_id) != SUCCESS) {
  493. GELOGE(INTERNAL_ERROR, "[Notify][WaittingGraph] failed, graph id:%u.", graph_id);
  494. return INTERNAL_ERROR;
  495. }
  496. return SUCCESS;
  497. }
  498. Status GraphManager::CheckGraphAdded(const GraphId &graph_id, const Graph &graph) {
  499. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  500. if (compute_graph != nullptr) {
  501. compute_graph->SetGraphID(graph_id);
  502. bool graph_has_been_added = false;
  503. if (AttrUtils::GetBool(*compute_graph, ATTR_NAME_GRAPH_HAS_BEEN_ADDED, graph_has_been_added)
  504. && graph_has_been_added) {
  505. REPORT_INNER_ERROR("E19999", "Get Attr:%s from graph:%u fail.",
  506. ATTR_NAME_GRAPH_HAS_BEEN_ADDED.c_str(), graph_id);
  507. GELOGE(GE_GRAPH_GRAPH_ALREADY_EXIST, "[Get][Attr] %s from graph:%u fail.",
  508. ATTR_NAME_GRAPH_HAS_BEEN_ADDED.c_str(), graph_id);
  509. return GE_GRAPH_GRAPH_ALREADY_EXIST;
  510. }
  511. } else {
  512. REPORT_INNER_ERROR("E19999", "compute_graph from graph:%u is nullptr, check invalid", graph_id);
  513. GELOGE(FAILED, "[Get][ComputeGraph] failed, compute graph from graph:%u is nullptr", graph_id);
  514. return FAILED;
  515. }
  516. return SUCCESS;
  517. }
  518. Status GraphManager::AddGraphWithCopy(const GraphId &graph_id, const Graph &graph,
  519. const std::map<std::string, std::string> &options,
  520. const OmgContext &omg_context) {
  521. if (HasGraphNode(graph_id)) {
  522. GELOGE(GE_GRAPH_GRAPH_ALREADY_EXIST, "[Has][GraphNode] graph exists, graph_id = %u", graph_id);
  523. return GE_GRAPH_GRAPH_ALREADY_EXIST;
  524. }
  525. if (CheckGraphAdded(graph_id, graph) != SUCCESS) {
  526. GELOGE(FAILED, "[Check][GraphAdded] failed, graph_id = %u", graph_id);
  527. return FAILED;
  528. }
  529. IncreaseGraphCount(graph_id);
  530. // Do add graph
  531. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  532. std::vector<NodePtr> input_nodes;
  533. std::vector<NodePtr> output_nodes;
  534. auto new_compute_graph = GraphUtils::CloneGraph(compute_graph, "", input_nodes, output_nodes);
  535. GE_CHECK_NOTNULL(new_compute_graph);
  536. new_compute_graph->SetGraphID(graph_id);
  537. SetSessionGraphId(new_compute_graph, graph_id);
  538. std::shared_ptr<Graph> new_graph_ptr = GraphUtils::CreateGraphPtrFromComputeGraph(new_compute_graph);
  539. if (CreateGraphNode(graph_id, *new_graph_ptr, options) != SUCCESS) {
  540. GELOGE(FAILED, "[Create][GraphNode] failed, graph_id = %u", graph_id);
  541. return FAILED;
  542. }
  543. AddLocalOmgContext(graph_id, omg_context);
  544. if (!options_.output_datatype.empty()) {
  545. GetLocalOmgContext().output_type = options_.output_datatype;
  546. }
  547. if (InitDynamicParams(new_compute_graph) != SUCCESS) {
  548. GELOGE(GRAPH_PARAM_INVALID, "[Init][Params] failed, when online infer is dynamic, graph_id = %u", graph_id);
  549. return GRAPH_PARAM_INVALID;
  550. }
  551. if (SetStagesOptions(graph_id, options_) != SUCCESS) {
  552. GELOGE(INTERNAL_ERROR, "[Set][StagesOptions] failed, graph_id = %u", graph_id);
  553. return INTERNAL_ERROR;
  554. }
  555. var_acc_ctrl_.AddGraph(graph_id, new_compute_graph);
  556. return SUCCESS;
  557. }
  558. Status GraphManager::MergeSubGraph(ComputeGraphPtr &compute_graph, const ge::ComputeGraphPtr &original_compute_graph,
  559. GraphId root_graph_id) {
  560. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  561. GraphPartitioner &partitioner = GetCompilerStages(root_graph_id).partitioner;
  562. if (instance_ptr != nullptr && instance_ptr->InitFlag()) {
  563. Status ret = partitioner.MergeAfterSubGraphOptimization(compute_graph, original_compute_graph);
  564. if (ret != SUCCESS) {
  565. GELOGE(ret, "merge end and placeholder after subGraph optimization failed.");
  566. return FAILED;
  567. }
  568. Status ret_topo = compute_graph->TopologicalSorting();
  569. if (ret_topo != SUCCESS) {
  570. REPORT_CALL_ERROR("E19999", "TopologicalSorting fail, graph_id:%u", compute_graph->GetGraphID());
  571. GELOGE(ret_topo, "[Call][TopologicalSorting] for the merged graph failed, graph_id:%u",
  572. compute_graph->GetGraphID());
  573. return ret_topo;
  574. }
  575. } else {
  576. auto subgraph_list = partitioner.GetSubGraphMap();
  577. if (subgraph_list.find(original_compute_graph) != subgraph_list.end() &&
  578. !subgraph_list[original_compute_graph].empty() && subgraph_list[original_compute_graph][0] != nullptr) {
  579. compute_graph = subgraph_list[original_compute_graph][0]->GetSubGraph();
  580. }
  581. }
  582. return SUCCESS;
  583. }
  584. Status GraphManager::CopySubGraphAndMarkFusion(const ComputeGraphPtr &compute_graph,
  585. Graph2SubGraphInfoList &sub_graph_map,
  586. std::unordered_map<std::string, ComputeGraphPtr> &copy_graphs) {
  587. GE_CHECK_NOTNULL(compute_graph);
  588. vector<ComputeGraphPtr> old_compute_graphs;
  589. const auto &root_subgraph_list = sub_graph_map[compute_graph];
  590. for (const auto &subgraph : root_subgraph_list) {
  591. old_compute_graphs.emplace_back(subgraph->GetSubGraph());
  592. }
  593. for (const auto &function_graph : compute_graph->GetAllSubgraphs()) {
  594. const auto &subgraph_list = sub_graph_map[function_graph];
  595. for (const auto &subgraph : subgraph_list) {
  596. old_compute_graphs.emplace_back(subgraph->GetSubGraph());
  597. }
  598. }
  599. for (const auto &old_compute_graph : old_compute_graphs) {
  600. std::vector<NodePtr> input_nodes;
  601. std::vector<NodePtr> output_nodes;
  602. ComputeGraphPtr new_compute_graph = GraphUtils::CloneGraph(old_compute_graph, "", input_nodes, output_nodes);
  603. if (new_compute_graph == nullptr) {
  604. REPORT_CALL_ERROR("E19999", "CloneGraph fail, graph_id:%u", compute_graph->GetGraphID());
  605. GELOGE(INTERNAL_ERROR, "[Clone][Graph] failed, graph_id:%u", compute_graph->GetGraphID());
  606. return INTERNAL_ERROR;
  607. }
  608. copy_graphs.emplace(old_compute_graph->GetName(), new_compute_graph);
  609. if (!AttrUtils::SetBool(old_compute_graph, ATTR_NAME_NEED_LX_FUSION, true)) {
  610. REPORT_INNER_ERROR("E19999", "Set Attr:%s to graph:%u fail",
  611. ATTR_NAME_NEED_LX_FUSION.c_str(), old_compute_graph->GetGraphID());
  612. GELOGE(INTERNAL_ERROR, "[Set][Attr] %s to graph:%u failed.",
  613. ATTR_NAME_NEED_LX_FUSION.c_str(), old_compute_graph->GetGraphID());
  614. return INTERNAL_ERROR;
  615. }
  616. }
  617. GELOGI("Copy %zu graphs successfully.", copy_graphs.size());
  618. return SUCCESS;
  619. }
  620. Status GraphManager::OptimizeSubGraphWithMultiThreads(ComputeGraphPtr compute_graph,
  621. Graph2SubGraphInfoList &sub_graph_map, uint64_t session_id) {
  622. GE_CHECK_NOTNULL(compute_graph);
  623. // use default 16 multi thread
  624. uint32_t thread_num = 16;
  625. char *env = std::getenv("THREAD_MULTI_NUM");
  626. if (env != nullptr) {
  627. thread_num = atoi(env);
  628. GEEVENT("OptimizeSubGraphWithMultiThreads thread num: %u", thread_num);
  629. }
  630. ThreadPool executor(thread_num);
  631. std::vector<std::future<Status>> vector_future;
  632. const auto &root_subgraph_list = sub_graph_map[compute_graph];
  633. std::string op_compile_strategy;
  634. (void)AttrUtils::GetStr(compute_graph, ATTR_NAME_OP_COMPILE_STRATEGY, op_compile_strategy);
  635. GELOGD("OptimizeSubGraphWithMultiThreads Process op_compile_strategy:%s", op_compile_strategy.c_str());
  636. for (const auto &subgraph : root_subgraph_list) {
  637. if (!op_compile_strategy.empty()) {
  638. (void) AttrUtils::SetStr(subgraph->GetSubGraph(), ATTR_NAME_OP_COMPILE_STRATEGY, op_compile_strategy);
  639. }
  640. std::future<Status> f = executor.commit(GraphManager::ProcessSubGraphWithMultiThreads, this,
  641. compute_graph->GetGraphID(), subgraph,
  642. compute_graph->GetName(), session_id,
  643. ErrorManager::GetInstance().GetErrorManagerContext(),
  644. GetThreadLocalContext());
  645. if (!f.valid()) {
  646. GELOGE(FAILED, "[Call][Commit] failed, Future is invalid, session_id:%lu", session_id);
  647. return FAILED;
  648. }
  649. vector_future.emplace_back(std::move(f));
  650. }
  651. for (auto &function_graph : compute_graph->GetAllSubgraphs()) {
  652. auto subgraph_list = sub_graph_map[function_graph];
  653. for (const auto &subgraph : subgraph_list) {
  654. if (!op_compile_strategy.empty()) {
  655. (void) AttrUtils::SetStr(subgraph->GetSubGraph(), ATTR_NAME_OP_COMPILE_STRATEGY, op_compile_strategy);
  656. }
  657. std::future<Status> f = executor.commit(GraphManager::ProcessSubGraphWithMultiThreads, this,
  658. compute_graph->GetGraphID(), subgraph,
  659. compute_graph->GetName(), session_id,
  660. ErrorManager::GetInstance().GetErrorManagerContext(),
  661. GetThreadLocalContext());
  662. if (!f.valid()) {
  663. GELOGE(FAILED, "[Call][Commit] failed, Future is invalid, session_id:%lu", session_id);
  664. return FAILED;
  665. }
  666. vector_future.emplace_back(std::move(f));
  667. }
  668. }
  669. GELOGD("All sub graph num is %zu", vector_future.size());
  670. for (size_t i = 0; i < vector_future.size(); ++i) {
  671. Status ret_status = vector_future[i].get();
  672. if (ret_status != SUCCESS) {
  673. REPORT_CALL_ERROR("E19999", "subgraph %zu optimize failed", i);
  674. GELOGE(ret_status, "[Check][Param] subgraph %zu optimize failed", i);
  675. return ret_status;
  676. }
  677. }
  678. return SUCCESS;
  679. }
  680. bool GraphManager::CheckAllFusionOptimizeSuccess(const ComputeGraphPtr &compute_graph,
  681. Graph2SubGraphInfoList &sub_graph_map) {
  682. if (compute_graph == nullptr) {
  683. REPORT_INNER_ERROR("E19999", "Param compute_graph is nullptr, check invalid");
  684. GELOGE(PARAM_INVALID, "[Check][Param] Input param compute_graph is nullptr.");
  685. return false;
  686. }
  687. /// 1. FE will set attr optimize_group with true(false) while lx fusion is success(fail);
  688. /// 2. FE will not set attr optimize_group while fe.ini set l2fusion enable false;
  689. /// 3. Other engine will not set attr optimize_group.
  690. const auto &root_subgraph_list = sub_graph_map[compute_graph];
  691. for (const auto &subgraph : root_subgraph_list) {
  692. bool optimize_group = true;
  693. (void) AttrUtils::GetBool(subgraph->GetSubGraph(), ATTR_NAME_OPTIMIZE_GROUP, optimize_group);
  694. if (!optimize_group) {
  695. GELOGW("Run lx optimize for subgraph:%s failed.", subgraph->GetSubGraph()->GetName().c_str());
  696. return false;
  697. }
  698. }
  699. for (auto &function_graph : compute_graph->GetAllSubgraphs()) {
  700. const auto &subgraph_list = sub_graph_map[function_graph];
  701. for (const auto &subgraph : subgraph_list) {
  702. bool optimize_group = true;
  703. (void) AttrUtils::GetBool(subgraph->GetSubGraph(), ATTR_NAME_OPTIMIZE_GROUP, optimize_group);
  704. if (!optimize_group) {
  705. GELOGW("Run lx optimize for subgraph:%s failed.", subgraph->GetSubGraph()->GetName().c_str());
  706. return false;
  707. }
  708. }
  709. }
  710. GELOGI("All subgraph are optimized successfully, no need to reuse buffer optimize.");
  711. return true;
  712. }
  713. Status GraphManager::ReplaceSubgraphWithOriGraph(const ComputeGraphPtr &compute_graph,
  714. Graph2SubGraphInfoList &sub_graph_map,
  715. std::unordered_map<std::string, ComputeGraphPtr> &copy_graphs) {
  716. GE_CHECK_NOTNULL(compute_graph);
  717. const auto &root_subgraph_list = sub_graph_map[compute_graph];
  718. for (const auto &subgraph : root_subgraph_list) {
  719. auto iter = copy_graphs.find(subgraph->GetSubGraph()->GetName());
  720. if (iter == copy_graphs.end()) {
  721. REPORT_INNER_ERROR("E19999", "Can not find subgraph:%s in copy graphs, check invalid",
  722. subgraph->GetSubGraph()->GetName().c_str());
  723. GELOGE(FAILED, "[Check][Param] Can not find subgraph:%s in copy graphs.",
  724. subgraph->GetSubGraph()->GetName().c_str());
  725. return FAILED;
  726. }
  727. subgraph->SetSubGraph(iter->second);
  728. }
  729. for (auto &function_graph : compute_graph->GetAllSubgraphs()) {
  730. const auto &subgraph_list = sub_graph_map[function_graph];
  731. for (const auto &subgraph : subgraph_list) {
  732. auto iter = copy_graphs.find(subgraph->GetSubGraph()->GetName());
  733. if (iter == copy_graphs.end()) {
  734. REPORT_INNER_ERROR("E19999", "Can not find subgraph:%s in copy graphs, check invalid",
  735. subgraph->GetSubGraph()->GetName().c_str());
  736. GELOGE(FAILED, "[Check][Param] Can not find subgraph:%s in copy graphs.",
  737. subgraph->GetSubGraph()->GetName().c_str());
  738. return FAILED;
  739. }
  740. subgraph->SetSubGraph(iter->second);
  741. }
  742. }
  743. GELOGI("All subgraphs are successfully replaced.");
  744. return SUCCESS;
  745. }
  746. Status GraphManager::SetSubgraph(uint64_t session_id, ComputeGraphPtr compute_graph, GraphPartitioner &partitioner) {
  747. GE_CHECK_NOTNULL(compute_graph);
  748. auto sub_graph_map = partitioner.GetSubGraphMap();
  749. GELOGD("Directly optimize subgraph with build mode:%s, and step:%s.",
  750. options_.build_mode.c_str(),
  751. options_.build_step.c_str());
  752. Status ret = OptimizeSubGraphWithMultiThreads(compute_graph, sub_graph_map, session_id);
  753. if (ret != SUCCESS) {
  754. GELOGE(ret, "[Call][OptimizeSubGraphWithMultiThreads] failed, ret:%d, session_id:%lu", ret, session_id);
  755. return ret;
  756. }
  757. for (const auto &item : sub_graph_map) {
  758. for (const auto &subgraph_info : item.second) {
  759. const auto &subgraph = subgraph_info->GetSubGraph();
  760. for (const auto &new_graph : subgraph->GetAllSubgraphs()) {
  761. compute_graph->AddSubGraph(new_graph);
  762. }
  763. }
  764. }
  765. return SUCCESS;
  766. }
  767. #define GM_RUN_AND_DUMP_PERF(name, func, ...) \
  768. do { \
  769. GE_RUN_PERF(GraphManager, func, __VA_ARGS__); \
  770. GE_DUMP(compute_graph, "PreRunAfter" name); \
  771. GELOGI("Run %s on graph %s(%u) success.", name, compute_graph->GetName().c_str(), graph_node->GetGraphId()); \
  772. } while (0)
  773. Status GraphManager::PreRunOptimizeOriginalGraph(const GraphNodePtr &graph_node, const std::vector<GeTensor> &inputs,
  774. ge::ComputeGraphPtr &compute_graph, uint64_t session_id) {
  775. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kPrepareOptimize);
  776. GE_CHECK_NOTNULL(graph_node);
  777. GE_CHECK_NOTNULL(compute_graph);
  778. CompilerStages &stages = GetCompilerStages(graph_node->GetGraphId());
  779. GM_RUN_AND_DUMP_PERF("OptimizeGraphPrepare", stages.optimizer.OptimizeOriginalGraphForQuantize, compute_graph);
  780. GM_RUN_AND_DUMP_PERF("HandleSummaryOp", stages.optimizer.HandleSummaryOp, compute_graph);
  781. GM_RUN_AND_DUMP_PERF("Prepare", stages.preparer.PrepareDynShape, graph_node, inputs, compute_graph,
  782. session_id);
  783. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOriginOptimize);
  784. GM_RUN_AND_DUMP_PERF("OptimizeOriginalGraph", stages.optimizer.OptimizeOriginalGraph, compute_graph);
  785. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kPrepareOptimize);
  786. GM_RUN_AND_DUMP_PERF("PrepareRunningFormatRefiner", stages.preparer.PrepareRunningFormatRefiner);
  787. GM_RUN_AND_DUMP_PERF("RefineRunningFormat", stages.optimizer.OptimizeOriginalGraphJudgeInsert, compute_graph);
  788. GM_RUN_AND_DUMP_PERF("SubexpressionMigration", SubexpressionMigration, compute_graph);
  789. GE_RUN(GraphManager, stages.preparer.RecordAIPPInfo, compute_graph);
  790. if (IsTailingOptimization()) {
  791. GM_RUN_AND_DUMP_PERF("OptimizeSwitchOp", stages.preparer.SwitchOpOptimize, compute_graph);
  792. }
  793. GM_RUN_AND_DUMP_PERF("Optimize1", OptimizeStage1, compute_graph);
  794. GM_RUN_AND_DUMP_PERF("OptimizeAfterStage1", stages.optimizer.OptimizeAfterStage1, compute_graph);
  795. GM_RUN_AND_DUMP_PERF("InferShape2", compute_graph->InferShapeInNeed);
  796. PassManager graph_pass;
  797. GE_CHK_STATUS_RET(graph_pass.AddPass("PreRun::CtrlEdgeTransferPass", new (std::nothrow) CtrlEdgeTransferPass))
  798. GE_CHK_STATUS_RET(graph_pass.Run(compute_graph));
  799. GE_CHK_STATUS_RET(stages.optimizer.IdentifyReference(compute_graph),
  800. "[Identify][Reference] failed, graph:%s.", compute_graph->GetName().c_str());
  801. GELOGD("PreRun:PreRunOptimizeOriginalGraph success.");
  802. return SUCCESS;
  803. }
  804. Status GraphManager::PreRunOptimizeSubGraph(const GraphNodePtr &graph_node,
  805. ge::ComputeGraphPtr &compute_graph,
  806. uint64_t session_id) {
  807. GE_CHECK_NOTNULL(graph_node);
  808. GE_CHECK_NOTNULL(compute_graph);
  809. GM_RUN_AND_DUMP_PERF("OptimizeSubgraph", OptimizeSubgraph, graph_node, compute_graph, session_id);
  810. // Dump graph to tuning path
  811. if (options_.build_mode == BUILD_MODE_TUNING && options_.build_step == BUILD_STEP_AFTER_UB_MATCH) {
  812. std::string tuning_path;
  813. (void) GetContext().GetOption(TUNING_PATH, tuning_path);
  814. GELOGD("Dump path:%s.", tuning_path.c_str());
  815. GraphUtils::DumpGEGraph(compute_graph, "", true, tuning_path);
  816. }
  817. GELOGD("PreRun:PreRunOptimizeSubGraph success.");
  818. return SUCCESS;
  819. }
  820. Status GraphManager::PreRunAfterOptimizeSubGraph(const GraphNodePtr &graph_node, ComputeGraphPtr &compute_graph,
  821. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  822. GE_CHECK_NOTNULL(graph_node);
  823. GE_CHECK_NOTNULL(compute_graph);
  824. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kMergeGraphOptimize);
  825. CompilerStages &stages = GetCompilerStages(graph_node->GetGraphId());
  826. GM_RUN_AND_DUMP_PERF("OptimizeWholeGraph", stages.optimizer.OptimizeWholeGraph, compute_graph);
  827. GM_RUN_AND_DUMP_PERF("Optimize2", OptimizeStage2, compute_graph);
  828. GM_RUN_AND_DUMP_PERF("OptimizeGraphBeforeBuild",
  829. GetCompilerStages(graph_node->GetGraphId()).optimizer.OptimizeGraphBeforeBuild,
  830. compute_graph);
  831. Status ret = compute_graph->TopologicalSorting();
  832. if (ret != SUCCESS) {
  833. REPORT_CALL_ERROR("E19999", "TopologicalSorting fail, graph_id:%u", compute_graph->GetGraphID());
  834. GELOGE(ret, "[Call][TopologicalSorting] fail, graph_id:%u", compute_graph->GetGraphID());
  835. return ret;
  836. }
  837. GM_RUN_AND_DUMP_PERF("Build", Build, graph_node, compute_graph, ge_root_model, session_id);
  838. GELOGD("PreRun:PreRunAfterOptimizeSubGraph success.");
  839. return SUCCESS;
  840. }
  841. Status GraphManager::SetRtContext(rtContext_t rt_context, rtCtxMode_t mode, uint64_t session_id, uint32_t graph_id) {
  842. GELOGD("Set rt_context: session id: %lu, graph id: %u, mode %d, device id:%u.",
  843. session_id, graph_id, static_cast<int>(mode), ge::GetContext().DeviceId());
  844. rtError_t rt_ret = rtCtxCreate(&rt_context, mode, ge::GetContext().DeviceId());
  845. if (rt_ret != RT_ERROR_NONE) {
  846. REPORT_CALL_ERROR("E19999", "Call rtCtxCreate failed, session_id:%lu, graph_id:%u, mode:%d",
  847. session_id, graph_id, mode);
  848. GELOGE(FAILED, "[Call][RtCtxCreate] faileded, session_id:%lu, graph_id:%u, mode:%d", session_id, graph_id, mode);
  849. return FAILED;
  850. }
  851. rt_ret = rtCtxSetCurrent(rt_context);
  852. if (rt_ret != RT_ERROR_NONE) {
  853. REPORT_CALL_ERROR("E19999", "Call rtCtxSetCurrent failed, session_id:%lu, graph_id:%u, mode:%d",
  854. session_id, graph_id, mode);
  855. GELOGE(FAILED, "[Call][RtCtxSetCurrent] failed, session_id:%lu, graph_id:%u, mode:%d", session_id, graph_id, mode);
  856. return FAILED;
  857. }
  858. RtContextUtil::GetInstance().AddRtContext(session_id, graph_id, rt_context);
  859. return SUCCESS;
  860. }
  861. Status GraphManager::RunCustomPass(const GraphNodePtr &graph_node) {
  862. ConstGraphPtr const_graph = graph_node->GetGraph();
  863. auto comp_graph = GraphUtils::GetComputeGraph(*const_graph);
  864. GE_DUMP(comp_graph, "RunCustomPassBegin");
  865. GE_TIMESTAMP_START(RunCustomPass);
  866. GraphPtr graph = std::const_pointer_cast<Graph>(const_graph);
  867. GE_CHK_STATUS_RET(CustomPassHelper::Instance().Run(graph), "[Call][Run] for Graph[%s] fail.",
  868. comp_graph->GetName().c_str());
  869. GE_TIMESTAMP_END(RunCustomPass, "GraphBuilder::RunCustomPass");
  870. return SUCCESS;
  871. }
  872. Status GraphManager::PreRun(const GraphNodePtr &graph_node, const std::vector<GeTensor> &inputs,
  873. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  874. GE_CHECK_NOTNULL(graph_node);
  875. GE_CHECK_NOTNULL(graph_node->GetGraph());
  876. GE_CHK_STATUS_RET_NOLOG(RunCustomPass(graph_node));
  877. auto compute_graph = GraphUtils::GetComputeGraph(*graph_node->GetGraph());
  878. GE_CHECK_NOTNULL(compute_graph);
  879. compute_graph->SetSessionID(session_id);
  880. auto analyzer_instance = Analyzer::GetInstance();
  881. GE_CHK_STATUS_RET(analyzer_instance->BuildJsonObject(session_id, compute_graph->GetGraphID()),
  882. "[Build][JsonObject] Failed, session_id:%lu", session_id)
  883. GEEVENT("PreRun start: graph node size %zu, session id %lu, graph id %u, graph name %s.",
  884. compute_graph->GetDirectNodesSize(), session_id, compute_graph->GetGraphID(),
  885. compute_graph->GetName().c_str());
  886. GE_DUMP(compute_graph, "PreRunBegin");
  887. // rtContext_t
  888. Status ret = SetRtContext(rtContext_t(), RT_CTX_GEN_MODE, session_id, compute_graph->GetGraphID());
  889. if (ret != SUCCESS) {
  890. GELOGE(ret, "[Set][RtContext] failed, session_id:%lu, graph_id:%u.", session_id, compute_graph->GetGraphID());
  891. return ret;
  892. }
  893. ret = GeOptInfo::SetOptInfo();
  894. if (ret != SUCCESS) {
  895. GELOGE(ret, "[Set][OptInfo] Set optional information failed.");
  896. return ret;
  897. }
  898. /// 1. BUILD_MODE_TUNING with BUILD_STEP_AFTER_UB_MATCH no need PreRunOptimizeOriginalGraph;
  899. /// 2. BUILD_MODE_TUNING with BUILD_STEP_AFTER_MERGE no need PreRunOptimizeOriginalGraph.
  900. /// 3. BUILD_MODE_TUNING with BUILD_STEP_AFTER_BUILDER_SUB no need PreRunOptimizeOriginalGraph.
  901. bool run_optimize_original_graph = !((options_.build_mode == BUILD_MODE_TUNING) &&
  902. (options_.build_step == BUILD_STEP_AFTER_UB_MATCH ||
  903. options_.build_step == BUILD_STEP_AFTER_MERGE ||
  904. options_.build_step == BUILD_STEP_AFTER_BUILDER_SUB));
  905. if (run_optimize_original_graph) {
  906. Status ret = PreRunOptimizeOriginalGraph(graph_node, inputs, compute_graph, session_id);
  907. if (ret != SUCCESS) {
  908. GELOGE(ret, "[Run][PreRunOptimizeOriginalGraph] failed for graph:%s, session_id:%lu",
  909. compute_graph->GetName().c_str(), session_id);
  910. return ret;
  911. }
  912. }
  913. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kSubGraphOptimize);
  914. // set fuzz compile flag after origin graph optimize
  915. GE_CHK_STATUS_RET(SetFuzzCompileFlag(compute_graph),
  916. "[Set][FuzzCompileFlag] failed for graph:%s.", compute_graph->GetName().c_str());
  917. ret = PreRunOptimizeSubGraph(graph_node, compute_graph, session_id);
  918. if (ret != SUCCESS) {
  919. GELOGE(ret, "[Run][PreRunOptimizeSubGraph] failed for graph:%s, session_id:%lu.",
  920. compute_graph->GetName().c_str(), session_id);
  921. return ret;
  922. }
  923. /// 1. BUILD_MODE_TUNING with BUILD_STEP_BEFORE_UB_MATCH no need PreRunAfterOptimizeSubGraph;
  924. /// 2. BUILD_MODE_TUNING with BUILD_STEP_AFTER_BUILDER no need PreRunAfterOptimizeSubGraph.
  925. /// 3. BUILD_MODE_TUNING with BUILD_STEP_AFTER_BUILDER_SUB no need PreRunAfterOptimizeSubGraph.
  926. bool run_after_optimize_subgraph = !((options_.build_mode == BUILD_MODE_TUNING) &&
  927. (options_.build_step == BUILD_STEP_BEFORE_UB_MATCH ||
  928. options_.build_step == BUILD_STEP_AFTER_BUILDER ||
  929. options_.build_step == BUILD_STEP_AFTER_BUILDER_SUB));
  930. if (run_after_optimize_subgraph) {
  931. ret = PreRunAfterOptimizeSubGraph(graph_node, compute_graph, ge_root_model, session_id);
  932. if (ret != SUCCESS) {
  933. GELOGE(ret, "[Run][PreRunAfterOptimizeSubGraph] failed for graph:%s, session_id:%lu.",
  934. compute_graph->GetName().c_str(), session_id);
  935. return ret;
  936. }
  937. }
  938. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  939. // when set incre build, save om model and var manager
  940. GeModelPtr ge_model = nullptr;
  941. auto save_ret = SaveCacheAfterBuild(graph_node->GetGraphId(), compute_graph, ge_model);
  942. if (save_ret != SUCCESS) {
  943. GELOGW("Fail to save cache.");
  944. }
  945. GEEVENT("[GEPERFTRACE] GE PreRun End");
  946. return SUCCESS;
  947. }
  948. Status GraphManager::SetFuzzCompileFlag(ComputeGraphPtr &compute_graph) {
  949. if (!GetLocalOmgContext().fuzz_compile_flag) {
  950. return SUCCESS;
  951. }
  952. for (const auto &node : compute_graph->GetAllNodes()) {
  953. OpDescPtr op_desc = node->GetOpDesc();
  954. GE_CHECK_NOTNULL(op_desc);
  955. GELOGD("Fuzz compile flag is %d.", GetLocalOmgContext().fuzz_compile_flag);
  956. if (!AttrUtils::SetBool(op_desc, ATTR_NAME_FUZZ_BUILD, GetLocalOmgContext().fuzz_compile_flag)) {
  957. GELOGE(FAILED, "[Set][ATTR] %s to %s failed.", ATTR_NAME_FUZZ_BUILD.c_str(), op_desc->GetName().c_str());
  958. return FAILED;
  959. }
  960. }
  961. return SUCCESS;
  962. }
  963. Status GraphManager::SubexpressionMigration(ComputeGraphPtr &compute_graph) {
  964. PassManager pass_manager;
  965. GE_CHK_STATUS_RET(pass_manager.AddPass("SubexpressionMigrationPass", new (std::nothrow) SubexpressionMigrationPass));
  966. GE_CHK_STATUS_RET(pass_manager.AddPass("UnusedArgsCleanPass", new (std::nothrow) UnusedArgsCleanPass));
  967. GE_TIMESTAMP_START(SubexpressionMigrationPass);
  968. auto ret = pass_manager.Run(compute_graph);
  969. GE_TIMESTAMP_END(SubexpressionMigrationPass, "GraphManager::SubexpressionMigration");
  970. if (ret != SUCCESS && ret != NOT_CHANGED) {
  971. GELOGE(ret, "[Run][SubexpressionMigrationPass] failed, ret:%u.", ret);
  972. return ret;
  973. }
  974. return SUCCESS;
  975. }
  976. Status GraphManager::StartForRunGraph(const GraphNodePtr &graph_node, const std::vector<GeTensor> &inputs,
  977. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  978. // it will not execute graph prreprocess, optimize, parition, build if the graph has built successful.
  979. Status ret = SUCCESS;
  980. if (IsGraphNeedBuild(graph_node)) {
  981. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  982. if (graph_node->GetBuildFlag()) {
  983. REPORT_INNER_ERROR("E19999", "Graph:%u has not build before, can't run directly, "
  984. "check invalid", graph_node->GetGraphId());
  985. GELOGE(PARAM_INVALID,
  986. "[Get][BuildFlag] The graph %u need to re-build, you should remove it from GE "
  987. "first, then AddGraph again and rebuild it.",
  988. graph_node->GetGraphId());
  989. return PARAM_INVALID;
  990. }
  991. GeModelPtr ge_model = nullptr;
  992. // check need incre build.
  993. ret = IncreBuild(graph_node, ge_model);
  994. if (ret != SUCCESS) {
  995. ret = PreRun(graph_node, inputs, ge_root_model, session_id);
  996. // release rts generate context
  997. RtContextUtil::GetInstance().DestroyRtContexts(session_id, graph_node->GetGraphId());
  998. if (ret != SUCCESS) {
  999. GELOGE(ret, "[Call][PreRun] Failed, graph_id:%u, session_id:%lu.", graph_node->GetGraphId(), session_id);
  1000. return ret;
  1001. }
  1002. }
  1003. ret = LoadGraph(ge_root_model, graph_node);
  1004. if (ret != SUCCESS) {
  1005. GELOGE(ret, "[Load][Graph] Failed, graph_id:%u.", graph_node->GetGraphId());
  1006. return ret;
  1007. }
  1008. graph_node->SetBuildFlag(true);
  1009. var_acc_ctrl_.SetGraphBuildEnd(graph_node->GetGraphId());
  1010. } else if (!graph_node->GetLoadFlag()) {
  1011. GeRootModelPtr ge_root_model_ptr = graph_node->GetGeRootModel();
  1012. ret = LoadGraph(ge_root_model, graph_node);
  1013. if (ret != SUCCESS) {
  1014. GELOGE(ret, "[Load][Graph] Failed, graph_id:%u.", graph_node->GetGraphId());
  1015. return ret;
  1016. }
  1017. }
  1018. return ret;
  1019. }
  1020. Status GraphManager::LoadGraph(const GeRootModelPtr &ge_root_model, const GraphNodePtr &graph_node) {
  1021. GELOGI("[LoadGraph] run_graph_flag[%d], graph_id[%u]", options_.run_graph_flag, graph_node->GetGraphId());
  1022. if (!options_.run_graph_flag) {
  1023. return SUCCESS;
  1024. }
  1025. ErrorManager::GetInstance().SetStage(error_message::kModelLoad, error_message::kModelLoad);
  1026. GE_CHECK_NOTNULL(executor_);
  1027. return executor_->LoadGraph(ge_root_model, graph_node);
  1028. }
  1029. Status GraphManager::LoadFromCache(const GraphNodePtr &graph_node, const ModelCacheHelperPtr &cache_helper,
  1030. GeModelPtr &ge_model) {
  1031. auto graph_id = graph_node->GetGraphId();
  1032. auto ret = cache_helper->LoadOmModelFromCache(ge_model);
  1033. if (ret != SUCCESS) {
  1034. GELOGW("Fail to load om model from cache.");
  1035. if (cache_helper->ClearCache(graph_id) != SUCCESS) {
  1036. GELOGW("Fail to clear cache of graph %u.", graph_id);
  1037. }
  1038. return FAILED;
  1039. }
  1040. ret = cache_helper->RecoverVarManagerFromCache();
  1041. if (ret != SUCCESS) {
  1042. GELOGW("Fail to recover VarManager from cache.");
  1043. if (cache_helper->ClearCache(graph_id) != SUCCESS) {
  1044. GELOGW("Fail to clear cache of graph %u.", graph_id);
  1045. }
  1046. return FAILED;
  1047. }
  1048. ComputeGraphPtr compute_graph_in_model = GraphUtils::GetComputeGraph(ge_model->GetGraph());
  1049. if (compute_graph_in_model == nullptr) {
  1050. GELOGW("Error occurred when get compute graph from om, abandon.");
  1051. return FAILED;
  1052. } else {
  1053. graph_node->SetComputeGraph(compute_graph_in_model);
  1054. graph_node->SetGeModel(ge_model);
  1055. GELOGI("Load model and graph form cache om file.");
  1056. }
  1057. return SUCCESS;
  1058. }
  1059. Status GraphManager::SaveCacheBeforeBuild(uint32_t graph_id, const ModelCacheHelperPtr &cache_helper) {
  1060. auto ret = cache_helper->SaveCacheInfoToCache();
  1061. if (ret != SUCCESS) {
  1062. GELOGW("Fail to save cache info of graph[%d] to cache.", graph_id);
  1063. return FAILED;
  1064. }
  1065. ret = cache_helper->SaveVarManagerToCache(true);
  1066. if (ret != SUCCESS) {
  1067. GELOGW("Fail to save var manager to cache.");
  1068. cache_helper->ClearCache(graph_id);
  1069. return FAILED;
  1070. }
  1071. GELOGI("Cache files have been saved.");
  1072. return SUCCESS;
  1073. }
  1074. Status GraphManager::SaveCacheAfterBuild(uint32_t graph_id, ge::ComputeGraphPtr graph, GeModelPtr &ge_model) {
  1075. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  1076. if ((instance_ptr == nullptr) || !instance_ptr->InitFlag()) {
  1077. GELOGW("GELib not initialized.");
  1078. return FAILED;
  1079. }
  1080. if (instance_ptr->IsIncreBuild()) {
  1081. std::lock_guard<std::mutex> lock(member_mutex_);
  1082. auto iter = cache_helper_map_.find(graph_id);
  1083. if (iter == cache_helper_map_.end()) {
  1084. GELOGW("Can not find ModelCacheHelper of graph[%u]", graph_id);
  1085. return FAILED;
  1086. } else {
  1087. ModelCacheHelperPtr cache_helper = iter->second;
  1088. auto ret = cache_helper->RefreshComputeGraph(graph);
  1089. if (ret != SUCCESS) {
  1090. cache_helper->ClearCache(graph_id);
  1091. GELOGW("Fail to refresh cache helper's compute graph");
  1092. return FAILED;
  1093. }
  1094. ret = cache_helper->SaveVarManagerToCache(false);
  1095. if (ret != SUCCESS) {
  1096. cache_helper->ClearCache(graph_id);
  1097. GELOGW("Fail to save VarManager to cache");
  1098. return FAILED;
  1099. }
  1100. ret = cache_helper->SaveOmModelToCache(ge_model);
  1101. if (ret != SUCCESS) {
  1102. cache_helper->ClearCache(graph_id);
  1103. GELOGW("Fail to save om model to cache");
  1104. return FAILED;
  1105. }
  1106. }
  1107. }
  1108. return SUCCESS;
  1109. }
  1110. Status GraphManager::InnerRunGraph(GraphNodePtr &graph_node, const GraphId &graph_id,
  1111. const std::vector<GeTensor> &inputs, std::vector<GeTensor> &outputs) {
  1112. GE_CHECK_NOTNULL(executor_);
  1113. return executor_->RunGraph(graph_node, graph_id, inputs, outputs);
  1114. }
  1115. Status GraphManager::InnerRunGraphWithStream(GraphNodePtr &graph_node, const GraphId &graph_id, rtStream_t stream,
  1116. const std::vector<GeTensor> &inputs, std::vector<GeTensor> &outputs) {
  1117. GE_CHECK_NOTNULL(executor_);
  1118. return executor_->RunGraphWithStream(graph_node, graph_id, stream, inputs, outputs);
  1119. }
  1120. Status GraphManager::RunGraphWithStreamAsync(const GraphId &graph_id, rtStream_t stream, uint64_t session_id,
  1121. const std::vector<GeTensor> &inputs, std::vector<GeTensor> &outputs) {
  1122. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  1123. std::lock_guard<std::mutex> lock(run_mutex_);
  1124. GELOGI("Start to run graph with stream async, graph id = %u, stream = %p.", graph_id, stream);
  1125. if (inputs.empty()) {
  1126. GELOGI("Run graph with stream async, initialize sub graph has no inputs.");
  1127. }
  1128. // find graph
  1129. GraphNodePtr graph_node = nullptr;
  1130. Status ret = GetGraphNode(graph_id, graph_node);
  1131. if (ret != SUCCESS) {
  1132. REPORT_INNER_ERROR("E19999", "graph id = %u not exist in graph_map, check invalid.", graph_id);
  1133. GELOGE(ret, "[Get][GraphNode] failed, Run graph with stream async, graph not exist, graph id = %u.", graph_id);
  1134. return ret;
  1135. }
  1136. if (graph_node == nullptr) {
  1137. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph id = %u, check invalid.", graph_id);
  1138. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] Run graph with stream async, graph node is NULL, "
  1139. "graph id = %u.", graph_id);
  1140. return GE_GRAPH_GRAPH_NODE_NULL;
  1141. }
  1142. if (graph_node->GetRunFlag()) {
  1143. REPORT_INNER_ERROR("E19999", "Graph is already running, can't be run again, graph id = %u, "
  1144. "check invalid.", graph_id);
  1145. GELOGE(GE_GRAPH_ALREADY_RUNNING, "[Get][RunFlag] Run graph with stream async graph already running, "
  1146. "graph id = %u.", graph_id);
  1147. return GE_GRAPH_ALREADY_RUNNING;
  1148. }
  1149. UpdateLocalOmgContext(graph_id);
  1150. // set graph's run flag
  1151. graph_node->SetRunFlag(true);
  1152. graph_node->SetIsSpecificStream(true);
  1153. ComputeGraphPtr compute_graph_tmp = GraphUtils::GetComputeGraph(*(graph_node->GetGraph()));
  1154. // when set incre build, add cache helper map
  1155. AddModelCacheHelperToMap(graph_id, session_id, compute_graph_tmp);
  1156. if (options_.local_fmk_op_flag) {
  1157. GetCompilerStages(graph_id).optimizer.TranFrameOp(compute_graph_tmp);
  1158. }
  1159. GeRootModelPtr ge_root_model = nullptr;
  1160. ret = StartForRunGraph(graph_node, inputs, ge_root_model, session_id);
  1161. if (ret != SUCCESS) {
  1162. GELOGE(ret, "[Call][StartForRunGraph] failed, session_id:%lu", session_id);
  1163. graph_node->SetRunFlag(false);
  1164. return ret;
  1165. }
  1166. return InnerRunGraphWithStream(graph_node, graph_id, stream, inputs, outputs);
  1167. }
  1168. Status GraphManager::RunGraph(const GraphId &graph_id, const std::vector<GeTensor> &inputs,
  1169. std::vector<GeTensor> &outputs, uint64_t session_id) {
  1170. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  1171. std::lock_guard<std::mutex> lock(run_mutex_);
  1172. GELOGI("[RunGraph] start to run graph, graph_id = %u, is_train_graph: %d", graph_id, GetTrainFlag());
  1173. if (inputs.empty()) {
  1174. GELOGI("[RunGraph] initialize sub graph has no inputs");
  1175. }
  1176. // find graph
  1177. GraphNodePtr graph_node = nullptr;
  1178. Status ret = GetGraphNode(graph_id, graph_node);
  1179. if (ret != SUCCESS) {
  1180. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1181. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id = %u.", graph_id);
  1182. return ret;
  1183. }
  1184. if (graph_node == nullptr) {
  1185. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  1186. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graph_id = %u.", graph_id);
  1187. return GE_GRAPH_GRAPH_NODE_NULL;
  1188. }
  1189. if (graph_node->GetRunFlag()) {
  1190. REPORT_INNER_ERROR("E19999", "Graph is already running, can't be run again, graph_id:%u, check invalid", graph_id);
  1191. GELOGE(GE_GRAPH_ALREADY_RUNNING, "[Get][RunFlag] graph already running, graph id = %u", graph_id);
  1192. return GE_GRAPH_ALREADY_RUNNING;
  1193. }
  1194. UpdateLocalOmgContext(graph_id);
  1195. // set graph's run flag
  1196. graph_node->SetRunFlag(true);
  1197. ComputeGraphPtr compute_graph_tmp = GraphUtils::GetComputeGraph(*(graph_node->GetGraph()));
  1198. GE_IF_BOOL_EXEC(GetTrainFlag(),
  1199. GE_IF_BOOL_EXEC(compute_graph_tmp == nullptr,
  1200. REPORT_CALL_ERROR("E19999", "compute_graph is nullptr in graph_node, graph_id:%u, "
  1201. "check invalid", graph_id);
  1202. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Get][ComputeGraph] failed, "
  1203. "compute_graph_tmp is NULL, graph id = %u.", graph_id);
  1204. return GE_GRAPH_GRAPH_NODE_NULL;))
  1205. // when set incre build, add cache helper map
  1206. AddModelCacheHelperToMap(graph_id, session_id, compute_graph_tmp);
  1207. if (options_.local_fmk_op_flag) {
  1208. GetCompilerStages(graph_id).optimizer.TranFrameOp(compute_graph_tmp);
  1209. }
  1210. GeRootModelPtr ge_root_model = nullptr;
  1211. ret = StartForRunGraph(graph_node, inputs, ge_root_model, session_id);
  1212. if (ret != SUCCESS) {
  1213. GELOGE(ret, "[Call][StartForRunGraph] failed, session_id:%lu", session_id);
  1214. graph_node->SetRunFlag(false);
  1215. return ret;
  1216. }
  1217. ErrorManager::GetInstance().SetStage(error_message::kModelExecute, error_message::kModelExecute);
  1218. // excute graph
  1219. ret = InnerRunGraph(graph_node, graph_id, inputs, outputs);
  1220. if (ret != SUCCESS) {
  1221. return ret;
  1222. }
  1223. if (GetTrainFlag()) {
  1224. if (compute_graph_tmp->IsSummaryGraph()) {
  1225. ret = SummaryHandle(graph_id, outputs);
  1226. if (ret != SUCCESS) {
  1227. GELOGE(ret, "[Call][SummaryHandle] failed, graph_id:%u", graph_id);
  1228. }
  1229. }
  1230. GeRootModelPtr root_model = graph_node->GetGeRootModel();
  1231. if (root_model != nullptr) {
  1232. GELOGI("Start CheckpointHandle.");
  1233. auto checkPointGraph = root_model->GetRootGraph();
  1234. if (IsCheckpointGraph(checkPointGraph)) {
  1235. ret = CheckpointHandle(graph_id, checkPointGraph, outputs);
  1236. if (ret != SUCCESS) {
  1237. GELOGE(ret, "[Check][PointHandle] failed, graph_id:%u", graph_id);
  1238. }
  1239. }
  1240. }
  1241. }
  1242. GELOGI("[RunGraph] run graph success, graph_id = %u.", graph_id);
  1243. return SUCCESS;
  1244. }
  1245. Status GraphManager::GenerateInfershapeGraph(GraphId &graph_id) {
  1246. GELOGI("[DumpInfershapeJson] start to DumpInfershapeJson graph, graph_id=%u.", graph_id);
  1247. // find graph
  1248. GraphNodePtr graph_node = nullptr;
  1249. Status ret = GetGraphNode(graph_id, graph_node);
  1250. if (ret != SUCCESS) {
  1251. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1252. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id = %u.", graph_id);
  1253. return ret;
  1254. }
  1255. if (graph_node == nullptr) {
  1256. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid",
  1257. graph_id);
  1258. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[BuildGraph] graph node is NULL, graphId = %u.", graph_id);
  1259. return GE_GRAPH_GRAPH_NODE_NULL;
  1260. }
  1261. UpdateLocalOmgContext(graph_id);
  1262. ret = GetCompilerStages(graph_id).preparer.GenerateInfershapeGraph(graph_node->GetGraph());
  1263. if (ret != SUCCESS) {
  1264. GELOGE(ret, "ATC dump infershape json failed");
  1265. return ret;
  1266. }
  1267. GELOGI("[DumpInfershapeJson] Dump infershape json success, graph_id=%u.", graph_id);
  1268. return ret;
  1269. }
  1270. Status GraphManager::BuildGraphForUnregisteredOp(const GraphId &graph_id, const std::vector<GeTensor> &inputs,
  1271. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  1272. // find graph
  1273. GraphNodePtr graph_node = nullptr;
  1274. Status ret = GetGraphNode(graph_id, graph_node);
  1275. if (ret != SUCCESS) {
  1276. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid",
  1277. graph_id);
  1278. GELOGE(ret, "[BuildGraph] graph not exist, graph_id = %u.", graph_id);
  1279. return ret;
  1280. }
  1281. if (graph_node == nullptr) {
  1282. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  1283. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graphId = %u.", graph_id);
  1284. return GE_GRAPH_GRAPH_NODE_NULL;
  1285. }
  1286. UpdateLocalOmgContext(graph_id);
  1287. auto compute_graph = GraphUtils::GetComputeGraph(*graph_node->GetGraph());
  1288. GE_CHECK_NOTNULL(compute_graph);
  1289. GM_RUN_AND_DUMP_PERF("Prepare", GetCompilerStages(graph_id).preparer.PrepareDynShape, graph_node, inputs,
  1290. compute_graph, session_id);
  1291. for (auto &node : compute_graph->GetAllNodes()) {
  1292. OpDescPtr op_desc = node->GetOpDesc();
  1293. GE_CHECK_NOTNULL(op_desc);
  1294. if (op_desc->HasAttr(ATTR_NAME_UNREGST_OPPATH)) {
  1295. vector<ge::NodePtr> node_vec = {node};
  1296. auto instance_ptr = ge::GELib::GetInstance();
  1297. if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
  1298. REPORT_INNER_ERROR("E19999", "GELib is not init before, graph_id:%u, check invalid", graph_id);
  1299. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib] GELib is not init before, graph_id:%u", graph_id);
  1300. return GE_CLI_GE_NOT_INITIALIZED;
  1301. }
  1302. OpsKernelInfoStorePtr kernel_info =
  1303. instance_ptr->OpsKernelManagerObj().GetOpsKernelInfoStore(op_desc->GetOpKernelLibName());
  1304. if (kernel_info == nullptr) {
  1305. REPORT_INNER_ERROR("E19999", "GetOpsKernelInfoStore fail for op:%s(%s), kernel_lib_name:%s, graph_id:%u, "
  1306. "check invalid", op_desc->GetName().c_str(), op_desc->GetType().c_str(),
  1307. op_desc->GetOpKernelLibName().c_str(), graph_id);
  1308. GELOGE(FAILED, "[Get][OpsKernelInfoStore] fail for op:%s(%s), kernel_lib_name:%s, graph_id:%u",
  1309. op_desc->GetName().c_str(), op_desc->GetType().c_str(),
  1310. op_desc->GetOpKernelLibName().c_str(), graph_id);
  1311. return FAILED;
  1312. }
  1313. ret = kernel_info->CompileOp(node_vec);
  1314. if (ret != SUCCESS) {
  1315. REPORT_CALL_ERROR("E19999", "Call CompileOp fail for op:%s(%s), kernel_lib_name:%s, graph_id:%u, "
  1316. "check invalid", op_desc->GetName().c_str(), op_desc->GetType().c_str(),
  1317. op_desc->GetOpKernelLibName().c_str(), graph_id);
  1318. GELOGE(ret, "[Compile][Op] failed, op = %s, graph_id = %u.", op_desc->GetName().c_str(), graph_id);
  1319. return ret;
  1320. }
  1321. }
  1322. }
  1323. GM_RUN_AND_DUMP_PERF("Build", Build, graph_node, compute_graph, ge_root_model, session_id);
  1324. return SUCCESS;
  1325. }
  1326. Status GraphManager::BuildGraph(const GraphId &graph_id, const std::vector<GeTensor> &inputs,
  1327. GeRootModelPtr &ge_root_model, uint64_t session_id, bool async) {
  1328. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  1329. GELOGD("[BuildGraph] start to build graph, graph_id:%u", graph_id);
  1330. if (inputs.empty()) {
  1331. GELOGW("[BuildGraph] BuildGraph warning: empty GeTensor inputs");
  1332. }
  1333. // find graph
  1334. GraphNodePtr graph_node = nullptr;
  1335. Status ret = GetGraphNode(graph_id, graph_node);
  1336. if (ret != SUCCESS) {
  1337. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1338. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id = %u.", graph_id);
  1339. return ret;
  1340. }
  1341. if (graph_node == nullptr) {
  1342. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  1343. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graphId = %u.", graph_id);
  1344. return GE_GRAPH_GRAPH_NODE_NULL;
  1345. }
  1346. if (graph_node->GetRunFlag()) {
  1347. REPORT_INNER_ERROR("E19999", "Graph is already running, can't be run again, graph_id:%u, "
  1348. "check invalid", graph_id);
  1349. GELOGE(GE_GRAPH_ALREADY_RUNNING, "[Get][RunFlag] graph already running, graph id = %u", graph_node->GetGraphId());
  1350. return GE_GRAPH_ALREADY_RUNNING;
  1351. }
  1352. UpdateLocalOmgContext(graph_id);
  1353. graph_node->SetAsync(async);
  1354. // set graph's run flag
  1355. graph_node->SetRunFlag(true);
  1356. ret = StartForRunGraph(graph_node, inputs, ge_root_model, session_id);
  1357. graph_node->SetRunFlag(false);
  1358. if (ret != SUCCESS) {
  1359. GELOGE(GE_GRAPH_PRERUN_FAILED, "[Call][StartForRunGraph] failed! graph_id:%u.", graph_id);
  1360. return GE_GRAPH_PRERUN_FAILED;
  1361. }
  1362. GELOGI("[BuildGraph] build graph success, graph_id=%u.", graph_id);
  1363. return ret;
  1364. }
  1365. ///
  1366. /// @ingroup ge_graph
  1367. /// @brief Save extra attribute to Model
  1368. /// @param [in] model: Model attribues will save to.
  1369. /// @param [in] type: type of OpDesc.
  1370. /// @param [in] attrs: attributes of OpDesc.
  1371. /// @param [in] inputs: inputs tensor.
  1372. /// @param [in] outputs: outputs tensor.
  1373. /// @return: Status
  1374. ///
  1375. Status GraphManager::SaveParams(ge::GeModel &model, const std::string &type, const std::map<string, GeAttrValue> &attrs,
  1376. const std::vector<GeTensor> &inputs, const std::vector<GeTensor> &outputs) {
  1377. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(&model, "ATTR_MODEL_OP_TYPE", type), return FAILED,
  1378. "[Set][Str] model type[%s] fail", type.c_str());
  1379. for (const auto &it : attrs) {
  1380. GE_CHK_BOOL_EXEC(model.SetAttr("ATTR_MODEL_" + it.first, it.second) == GRAPH_SUCCESS, return FAILED,
  1381. "[Set][Attr] OpDesc attribute[%s] fail", it.first.c_str());
  1382. }
  1383. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetListTensor(&model, "ATTR_MODEL_TENSOR_INPUTS", inputs), return FAILED,
  1384. "[Set][InputsTensor] list fail");
  1385. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetListTensor(&model, "ATTR_MODEL_TENSOR_OUTPUTS", outputs), return FAILED,
  1386. "[Set][OutputsTensor] list fail");
  1387. return SUCCESS;
  1388. }
  1389. void GraphManager::RemoveModelCacheHelper(const GraphId &graph_id) {
  1390. std::lock_guard<std::mutex> lock(member_mutex_);
  1391. auto iter = cache_helper_map_.find(graph_id);
  1392. if (iter != cache_helper_map_.end()) {
  1393. cache_helper_map_.erase(iter);
  1394. } else {
  1395. GELOGW("[GraphManager] cache helper does not exist, graph_id = %u", graph_id);
  1396. }
  1397. }
  1398. bool GraphManager::CheckModelLoad(const GeRootModelPtr &ge_root_model, bool load_flag) {
  1399. return ((ge_root_model != nullptr) && (ge_root_model->GetModelId() != INVALID_MODEL_ID) && load_flag);
  1400. }
  1401. Status GraphManager::RemoveGraph(const GraphId &graph_id) {
  1402. auto it = to_be_deleted_graphs_.find(graph_id);
  1403. if (it != to_be_deleted_graphs_.end()) {
  1404. to_be_deleted_graphs_.erase(it);
  1405. }
  1406. GraphNodePtr graph_node = nullptr;
  1407. Status ret = GetGraphNode(graph_id, graph_node);
  1408. if (ret != SUCCESS || graph_node == nullptr) {
  1409. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1410. GELOGE(GE_GRAPH_GRAPH_NOT_EXIST, "[Get][GraphNode] Id %u does not exists.", graph_id);
  1411. return GE_GRAPH_GRAPH_NOT_EXIST;
  1412. }
  1413. if (graph_node->GetRunFlag()) {
  1414. // only put graph into to-be-deleted list when exceptional scenario
  1415. to_be_deleted_graphs_.insert(graph_id);
  1416. GELOGI("[GraphManager] Trying to remove running graph[Id:%u], added into to_be_deleted_graphs_.", graph_id);
  1417. return SUCCESS;
  1418. }
  1419. std::lock_guard<std::mutex> lock(unload_model_mutex_);
  1420. var_acc_ctrl_.RemoveGraph(graph_id);
  1421. RemoveGraphNode(graph_id);
  1422. RemoveModelCacheHelper(graph_id);
  1423. auto ge_root_model = graph_node->GetGeRootModel();
  1424. if (CheckModelLoad(ge_root_model, graph_node->GetLoadFlag())) {
  1425. Status middle_ret = UnloadModel(ge_root_model, graph_id);
  1426. if (middle_ret != SUCCESS) {
  1427. REPORT_INNER_ERROR("E19999", "UnloadModel for graph:%u failed, check invalid", graph_id);
  1428. GELOGE(middle_ret, "[Unload][Model] model failed, graph_id=%u.", graph_id);
  1429. ret = middle_ret;
  1430. }
  1431. }
  1432. RemoveCompilerStages(graph_id);
  1433. RemoveGraphCount(graph_id);
  1434. RemoveAddGraphCondition(graph_id);
  1435. GE_CHK_STATUS_RET(ret, "[Remove][Graph] failed, graph_id=%u.", graph_id);
  1436. GELOGI("[GraphManager] remove graph success, graph_id=%u.", graph_id);
  1437. return SUCCESS;
  1438. }
  1439. Status GraphManager::ParseOptions(const std::map<std::string, std::string> &options) {
  1440. Status ret;
  1441. ParseOption(options, "ge.INPUT_NODES_SET_FP16", options_.input_nodes_set_fp16);
  1442. // parse streams max parallel num
  1443. ret = ParseOption(options, STREAM_MAX_PARALLEL_NUM, options_.stream_max_parallel_num);
  1444. if (ret != SUCCESS) {
  1445. GELOGE(GE_GRAPH_OPTIONS_INVALID,
  1446. "[Parse][Option] %s value failed, it must be same format as DNN_V100:2,DNN_HCCL:3",
  1447. STREAM_MAX_PARALLEL_NUM.c_str());
  1448. return GE_GRAPH_OPTIONS_INVALID;
  1449. }
  1450. // get stream num
  1451. ret = ParseOption(options, STREAM_NUM, options_.stream_num);
  1452. if ((ret != SUCCESS) || (options_.stream_num == 0)) {
  1453. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.stream_num, its value %d is invalid, "
  1454. "must be not equal zero.", options_.stream_num);
  1455. return GE_GRAPH_OPTIONS_INVALID;
  1456. }
  1457. // get perf level, its value please see enum PerfLevel
  1458. ret = ParseOption(options, PERF_LEVEL, options_.perf_level);
  1459. if ((ret != SUCCESS) || IsPerfLevelInvalid(options_.perf_level)) {
  1460. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.perfLevel, its value %d is invalid, "
  1461. "must be enum PerfLevel type.", options_.perf_level);
  1462. return GE_GRAPH_OPTIONS_INVALID;
  1463. }
  1464. // get encrypt mode
  1465. ret = ParseOption(options, ENCRYPT_MODE, options_.encrypt_mode);
  1466. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1467. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.encryptMode value invalid.");
  1468. return GE_GRAPH_OPTIONS_INVALID);
  1469. // get ek file
  1470. ParseOption(options, EK_FILE, options_.ek_file);
  1471. // get cert file
  1472. ParseOption(options, CERT_FILE, options_.cert_file);
  1473. // get hw key file
  1474. ParseOption(options, HW_KEY_FILE, options_.hw_key_file);
  1475. // get private file
  1476. ParseOption(options, PRIVATE_KEY_FILE, options_.private_key_file);
  1477. // get framework type, its value please see enum FrameworkType
  1478. ret = ParseOption(options, FRAMEWORK_TYPE, options_.framework_type);
  1479. if (ret != SUCCESS) {
  1480. // print error log in ParseOption
  1481. return GE_GRAPH_OPTIONS_INVALID;
  1482. }
  1483. // get calibration info file
  1484. ParseOption(options, CALIBRATION_CONF_FILE, options_.calibration_conf_file);
  1485. // get insert op info file
  1486. ParseOption(options, INSERT_OP_FILE, options_.insert_op_file);
  1487. // get output node name
  1488. ParseOption(options, OUTPUT_NODE_NAME, options_.output_node_name);
  1489. // get function bin path
  1490. ParseOption(options, "ge.func_bin_path", options_.func_bin_path);
  1491. // get core type
  1492. ParseOption(options, CORE_TYPE, options_.core_type);
  1493. // get weight compress flag
  1494. ret = ParseOption(options, COMPRESS_FLAG, options_.compress_flag);
  1495. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1496. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.compressFlag value is invalid, "
  1497. "must be 0 or 1.");
  1498. return GE_GRAPH_OPTIONS_INVALID);
  1499. // Set Build model and step
  1500. ParseOption(options, BUILD_MODE, options_.build_mode);
  1501. ParseOption(options, BUILD_STEP, options_.build_step);
  1502. ParseOption(options, BUILD_STEP, options_.tuning_path);
  1503. // ge.graphType.
  1504. options_.run_graph_flag = true;
  1505. ret = ParseOption(options, RUN_FLAG, options_.run_graph_flag);
  1506. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1507. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.runFlag value is invalid, must be 0 or 1.");
  1508. return GE_GRAPH_OPTIONS_INVALID);
  1509. // ge.graphType
  1510. ret = ParseTrainGraphFlag(options_.train_graph_flag);
  1511. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1512. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][TrainGraphFlag] Key:ge.runFlag value is invalid");
  1513. return GE_GRAPH_OPTIONS_INVALID);
  1514. // parse FmkOp
  1515. options_.local_fmk_op_flag = false;
  1516. ret = ParseOption(options, LOCAL_FMKOP_FLAG, options_.local_fmk_op_flag);
  1517. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1518. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.localFmkopFlag value is invalid, "
  1519. "must be 0 or 1.");
  1520. return GE_GRAPH_OPTIONS_INVALID);
  1521. options_.enable_print_op_pass = true;
  1522. ret = ParseOption(options, ENABLE_PRINT_OP_PASS, options_.enable_print_op_pass);
  1523. options_.is_single_op = false;
  1524. ret = ParseOption(options, SINGLE_OP_FLAG, options_.is_single_op);
  1525. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1526. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.enablePrintOpPass value is invalid, "
  1527. "must be 0 or 1.");
  1528. return GE_GRAPH_OPTIONS_INVALID);
  1529. // parse hcom parallel
  1530. options_.hcom_parallel = false;
  1531. ret = ParseOption(options, HCOM_PARALLEL, options_.hcom_parallel);
  1532. GE_IF_BOOL_EXEC(ret != SUCCESS,
  1533. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][Option] Key:ge.hcomParallel value is invalid, "
  1534. "must be 0 or 1.");
  1535. return GE_GRAPH_OPTIONS_INVALID);
  1536. // net output node dataType
  1537. ParseOption(options, OUTPUT_DATATYPE, options_.output_datatype);
  1538. // Set save_original_model flag (ge.save_original_model)
  1539. ParseOption(options, SAVE_ORIGINAL_MODEL, options_.save_original_model);
  1540. // Original model file name
  1541. ParseOption(options, ORIGINAL_MODEL_FILE, options_.original_model_file);
  1542. ParseOption(options, INPUT_SHAPE, options_.input_shape);
  1543. ParseOption(options, kDynamicDims, options_.dynamic_dims);
  1544. ParseOption(options, DYNAMIC_NODE_TYPE, options_.dynamic_node_type);
  1545. GELOGD("Dynamic dims params: input shape is %s, dynamic dims is %s, dynamic node type is %d",
  1546. options_.input_shape.c_str(), options_.dynamic_dims.c_str(), options_.dynamic_node_type);
  1547. return SUCCESS;
  1548. }
  1549. // OPTION_GRAPH_RUN_MODE is supposed to be a session-level option, but it used to be set to global-level in the past.
  1550. // If can not parse from session, it can parse from global by GetContext().
  1551. Status GraphManager::ParseTrainGraphFlag(bool &train_flag) {
  1552. train_flag = false;
  1553. string run_mode;
  1554. if (GetContext().GetOption(ge::OPTION_GRAPH_RUN_MODE, run_mode) == SUCCESS && !run_mode.empty()) {
  1555. if (GraphRunMode(std::strtol(run_mode.c_str(), nullptr, kBase)) >= TRAIN) {
  1556. train_flag = true;
  1557. }
  1558. }
  1559. domi::GetContext().train_flag = train_flag;
  1560. GELOGI("Is train flag: %d.", train_flag);
  1561. return SUCCESS;
  1562. }
  1563. bool GraphManager::IsPerfLevelInvalid(int32_t perf_level) {
  1564. return ((perf_level != static_cast<int32_t>(GEN_TASK_WITHOUT_L2FUSION)) &&
  1565. (perf_level != static_cast<int32_t>(GEN_TASK_WITHOUT_FUSION)) &&
  1566. (perf_level != -1));
  1567. }
  1568. void GraphManager::ParseOption(const std::map<std::string, std::string> &options, const std::string &key,
  1569. std::string &option) {
  1570. auto iter = options.find(key);
  1571. if (iter != options.end()) {
  1572. GELOGD("Set option %s from value %s to value%s", key.c_str(), option.c_str(), iter->second.c_str());
  1573. option = iter->second;
  1574. }
  1575. }
  1576. Status GraphManager::ParseOption(const std::map<std::string, std::string> &options, const std::string &key,
  1577. bool &option) {
  1578. auto iter = options.find(key);
  1579. if (iter != options.end()) {
  1580. string flag = iter->second;
  1581. if (flag == "0") {
  1582. option = false;
  1583. } else if (flag == "1") {
  1584. option = true;
  1585. } else {
  1586. REPORT_INNER_ERROR("E19999", "Option:%s value:%s must be 0 or 1, check invalid", key.c_str(), flag.c_str());
  1587. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] Key:%s, its value %s is invalid, it must be 0 or 1.",
  1588. key.c_str(), flag.c_str());
  1589. return GE_GRAPH_OPTIONS_INVALID;
  1590. }
  1591. }
  1592. return SUCCESS;
  1593. }
  1594. Status GraphManager::ParseOption(const std::map<std::string, std::string> &options, const std::string &key,
  1595. int &option) {
  1596. const int kDecimal = 10;
  1597. char *ptr = nullptr;
  1598. auto iter = options.find(key);
  1599. if (iter != options.end()) {
  1600. option = static_cast<int32_t>(std::strtol(iter->second.c_str(), &ptr, kDecimal));
  1601. if (ptr != nullptr && *ptr != '\0') {
  1602. REPORT_INNER_ERROR("E19999", "Option:%s value:%s must be int32_t type, check invalid",
  1603. key.c_str(), iter->second.c_str());
  1604. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] Key:%s, its value %s is invalid, must be int32_t type.",
  1605. key.c_str(), iter->second.c_str());
  1606. return GE_GRAPH_OPTIONS_INVALID;
  1607. }
  1608. }
  1609. return SUCCESS;
  1610. }
  1611. void GraphManager::Trim(std::string &str) {
  1612. if (!str.empty()) {
  1613. auto it = str.find_first_not_of(" ");
  1614. if (it != std::string::npos) {
  1615. str.erase(0, it);
  1616. }
  1617. it = str.find_last_not_of(" ");
  1618. if (it != std::string::npos) {
  1619. str.erase(it + 1);
  1620. }
  1621. }
  1622. }
  1623. Status GraphManager::ParseOption(const std::map<std::string, std::string> &options, const std::string &key,
  1624. std::map<std::string, int> &option) {
  1625. auto iter = options.find(key);
  1626. if (iter == options.end()) {
  1627. return SUCCESS;
  1628. }
  1629. GELOGI("Start to parse %s", key.c_str());
  1630. option.clear();
  1631. std::string op_num = iter->second;
  1632. // split string by ','
  1633. std::vector<std::string> split;
  1634. std::istringstream f(op_num);
  1635. std::string str_tmp;
  1636. while (getline(f, str_tmp, ',')) {
  1637. split.push_back(str_tmp);
  1638. }
  1639. for (const std::string &engine_parallel : split) {
  1640. // split engine and num by :
  1641. size_t pos = engine_parallel.find(':');
  1642. if (pos == string::npos) {
  1643. REPORT_INNER_ERROR("E19999", "Option:%s, value:%s, engine and num must be connected by :, check invalid",
  1644. key.c_str(), engine_parallel.c_str());
  1645. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] engine and num must be connected by :, "
  1646. "while your input is %s", engine_parallel.c_str());
  1647. return GE_GRAPH_OPTIONS_INVALID;
  1648. }
  1649. std::string engine_name = engine_parallel.substr(0, pos);
  1650. std::string parallel_num = engine_parallel.substr(pos + 1);
  1651. Trim(engine_name);
  1652. Trim(parallel_num);
  1653. Status ret = CheckEngineName(engine_name, key, option);
  1654. if (ret != SUCCESS) {
  1655. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][EngineName] %s failed", engine_name.c_str());
  1656. return GE_GRAPH_OPTIONS_INVALID;
  1657. }
  1658. int num = 0;
  1659. ret = ParseParallelNum(parallel_num, key, num);
  1660. if (ret != SUCCESS) {
  1661. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Parse][ParallelNum] %s failed", parallel_num.c_str());
  1662. return GE_GRAPH_OPTIONS_INVALID;
  1663. }
  1664. option.insert(std::make_pair(engine_name, num));
  1665. }
  1666. GELOGI("Parse %s successfully", key.c_str());
  1667. return SUCCESS;
  1668. }
  1669. Status GraphManager::CheckEngineName(const std::string &engine_name, const std::string &key,
  1670. const std::map<std::string, int> &option) {
  1671. if (engine_name.empty()) {
  1672. REPORT_INNER_ERROR("E19999", "Option:%s, param engine_name:%s is empty, check invalid",
  1673. key.c_str(), engine_name.c_str());
  1674. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] engine name of %s is empty", key.c_str());
  1675. return GE_GRAPH_OPTIONS_INVALID;
  1676. }
  1677. // judge whether exist in engine list
  1678. if (!GELib::GetInstance()->DNNEngineManagerObj().IsEngineRegistered(engine_name)) {
  1679. GELOGW("engine : %s is not registered in %s", engine_name.c_str(), key.c_str());
  1680. }
  1681. auto it_stream_repeat = option.find(engine_name);
  1682. if (it_stream_repeat != option.end()) {
  1683. REPORT_INNER_ERROR("E19999", "Option:%s, param engine_name:%s is repeated, check invalid",
  1684. key.c_str(), engine_name.c_str());
  1685. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] engine:%s of %s is repeated", engine_name.c_str(), key.c_str());
  1686. return GE_GRAPH_OPTIONS_INVALID;
  1687. }
  1688. return SUCCESS;
  1689. }
  1690. Status GraphManager::ParseParallelNum(const std::string &parallel_num, const std::string &key, int &num) {
  1691. if (parallel_num.empty()) {
  1692. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is empty, check invalid",
  1693. key.c_str(), parallel_num.c_str());
  1694. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num of %s is empty", key.c_str());
  1695. return GE_GRAPH_OPTIONS_INVALID;
  1696. }
  1697. for (char c : parallel_num) {
  1698. if (!isdigit(c)) {
  1699. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is not digit, check invalid",
  1700. key.c_str(), parallel_num.c_str());
  1701. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] Option:%s, param parallel num:%s is not digit, check invalid",
  1702. key.c_str(), parallel_num.c_str());
  1703. return GE_GRAPH_OPTIONS_INVALID;
  1704. }
  1705. }
  1706. try {
  1707. num = std::stoi(parallel_num);
  1708. } catch (std::invalid_argument &) {
  1709. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is invalid argument, check",
  1710. key.c_str(), parallel_num.c_str());
  1711. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num:%s of %s is invalid argument",
  1712. parallel_num.c_str(), key.c_str());
  1713. return GE_GRAPH_OPTIONS_INVALID;
  1714. } catch (std::out_of_range &) {
  1715. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is out of range, check",
  1716. key.c_str(), parallel_num.c_str());
  1717. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num:%s of %s is out of range",
  1718. parallel_num.c_str(), key.c_str());
  1719. return GE_GRAPH_OPTIONS_INVALID;
  1720. } catch (...) {
  1721. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s is invalid argument, check",
  1722. key.c_str(), parallel_num.c_str());
  1723. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num:%s of %s is invalid argument",
  1724. parallel_num.c_str(), key.c_str());
  1725. return GE_GRAPH_OPTIONS_INVALID;
  1726. }
  1727. if (num < 1) {
  1728. REPORT_INNER_ERROR("E19999", "Option:%s, param parallel num:%s < 1, check invalid",
  1729. key.c_str(), parallel_num.c_str());
  1730. GELOGE(GE_GRAPH_OPTIONS_INVALID, "[Check][Param] parallel num:%s of %s must bigger than 0",
  1731. parallel_num.c_str(), key.c_str());
  1732. return GE_GRAPH_OPTIONS_INVALID;
  1733. }
  1734. return SUCCESS;
  1735. }
  1736. void GraphManager::AddGraphNode(GraphId graph_id, const GraphNodePtr &graph_node) {
  1737. std::lock_guard<std::mutex> lock(member_mutex_);
  1738. graph_map_.emplace(graph_id, graph_node);
  1739. }
  1740. void GraphManager::RemoveGraphNode(GraphId graph_id) {
  1741. std::lock_guard<std::mutex> lock(member_mutex_);
  1742. graph_map_.erase(graph_id);
  1743. }
  1744. bool GraphManager::HasGraphNode(GraphId graph_id) {
  1745. std::lock_guard<std::mutex> lock(member_mutex_);
  1746. return graph_map_.find(graph_id) != graph_map_.end();
  1747. }
  1748. Status GraphManager::GetGraphNode(const GraphId &graph_id, GraphNodePtr &out) {
  1749. std::lock_guard<std::mutex> lock(member_mutex_);
  1750. auto iter = graph_map_.find(graph_id);
  1751. if (iter == graph_map_.end()) {
  1752. out = nullptr;
  1753. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  1754. GELOGE(GE_GRAPH_GRAPH_NOT_EXIST, "[Check][Param] graph not exist, graph_id= %u.", graph_id);
  1755. return GE_GRAPH_GRAPH_NOT_EXIST;
  1756. }
  1757. out = iter->second;
  1758. return SUCCESS;
  1759. }
  1760. Status GraphManager::GetVariable(const std::string &name, Tensor &val) {
  1761. GeTensorPtr ge_tensor_ptr = TensorAdapter::AsGeTensorPtr(val);
  1762. GE_CHECK_NOTNULL(ge_tensor_ptr);
  1763. return GetGraphContext()->GetVariableTensor(name, *(ge_tensor_ptr.get()));
  1764. }
  1765. Status GraphManager::SummaryHandle(const GraphId &graph_id, std::vector<GeTensor> &outputs) {
  1766. std::vector<GeTensor> without_summary_outputs;
  1767. std::set<int> summary_output_index;
  1768. GELOGI("[GraphManager] SummaryHandle, outputsSize=%zu.", outputs.size());
  1769. const std::map<uint32_t, std::map<string, size_t>> &whole_summary_output_indexes =
  1770. GetCompilerStages(graph_id).optimizer.GetSummaryOutputIndexes();
  1771. if (whole_summary_output_indexes.find(graph_id) == whole_summary_output_indexes.end()) {
  1772. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in whole_summary_output_indexes, check invalid", graph_id);
  1773. GELOGE(FAILED, "[Check][Param] Graph:%u not exist in whole_summary_output_indexes", graph_id);
  1774. return FAILED;
  1775. }
  1776. const std::map<string, size_t> &summary_output_indexes = whole_summary_output_indexes.at(graph_id);
  1777. GELOGI("[GraphManager] SummaryHandle, summaryOutputIndexesSize=%zu.", summary_output_indexes.size());
  1778. std::map<string, Tensor> summary_results;
  1779. for (auto iter = summary_output_indexes.begin(); iter != summary_output_indexes.end(); ++iter) {
  1780. GELOGI("[GraphManager] SummaryHandle, summaryName=%s, outputIndex=%zu.", iter->first.c_str(), iter->second);
  1781. summary_results.emplace(iter->first, TensorAdapter::AsTensor(outputs.at(iter->second)));
  1782. summary_output_index.emplace(iter->second);
  1783. }
  1784. // remove summary data from outputs
  1785. if (!summary_output_index.empty()) {
  1786. for (size_t j = 0; j < outputs.size(); ++j) {
  1787. if (summary_output_index.count(j) == 0) {
  1788. without_summary_outputs.emplace_back(outputs.at(j));
  1789. }
  1790. }
  1791. outputs.swap(without_summary_outputs);
  1792. GELOGI("[GraphManager] SummaryHandle, after swap outputsSize=%zu.", outputs.size());
  1793. }
  1794. if (!summary_results.empty()) {
  1795. return PushSummaryData2ME(graph_id, summary_results);
  1796. }
  1797. return SUCCESS;
  1798. }
  1799. Status GraphManager::CheckpointHandle(const GraphId &graph_id, const ComputeGraphPtr &compute_graph,
  1800. const std::vector<GeTensor> &outputs) {
  1801. GELOGI("[GraphManager] CheckpointHandle, outputsSize=%zu.", outputs.size());
  1802. std::map<string, Tensor> save_results;
  1803. NodePtr netoutput = nullptr;
  1804. for (const auto &node : compute_graph->GetAllNodes()) {
  1805. if (node->GetType() == kNetOutput) {
  1806. netoutput = node;
  1807. break;
  1808. }
  1809. }
  1810. if (netoutput == nullptr) {
  1811. REPORT_INNER_ERROR("E19999", "No netoutput node in graph:%u, check invalid", graph_id);
  1812. GELOGE(FAILED, "[Check][Param] No netoutput node in graph:%u", graph_id);
  1813. return FAILED;
  1814. }
  1815. for (const auto &in : netoutput->GetAllInDataAnchors()) {
  1816. std::string desc_name;
  1817. auto out_anchor = in->GetPeerOutAnchor();
  1818. if (out_anchor == nullptr) {
  1819. REPORT_INNER_ERROR("E19999", "Peer anchor of op:%s(%s), in_index:%u is nullptr, graph_id:%u, check invalid",
  1820. netoutput->GetName().c_str(), netoutput->GetType().c_str(), in->GetIdx(), graph_id);
  1821. GELOGE(FAILED, "[Get][PeerOutAnchor] Peer anchor of op:%s(%s), in_index:%u is nullptr, graph_id:%u",
  1822. netoutput->GetName().c_str(), netoutput->GetType().c_str(), in->GetIdx(), graph_id);
  1823. return FAILED;
  1824. }
  1825. ge::NodePtr peer_node = out_anchor->GetOwnerNode();
  1826. // find the variable node in graph
  1827. while (peer_node != nullptr && peer_node->GetType() != kVariable) {
  1828. if (peer_node->GetAllInDataAnchors().size() != 1) {
  1829. REPORT_INNER_ERROR("E19999", "More than one prior nodes of peer_node:%s(%s) in checkpoint Graph:%u, "
  1830. "check invalid", peer_node->GetName().c_str(), peer_node->GetType().c_str(), graph_id);
  1831. GELOGE(FAILED, "[Check][Param] More than one prior nodes of peer_node:%s(%s) in checkpoint Graph:%u.",
  1832. peer_node->GetName().c_str(), peer_node->GetType().c_str(), graph_id);
  1833. return FAILED;
  1834. }
  1835. auto peer_node_in = peer_node->GetAllInDataAnchors().at(0);
  1836. auto peer_node_out_anchor = peer_node_in->GetPeerOutAnchor();
  1837. if (peer_node_out_anchor != nullptr) {
  1838. peer_node = peer_node_out_anchor->GetOwnerNode();
  1839. if (peer_node->GetType() == kVariable) {
  1840. break;
  1841. }
  1842. }
  1843. }
  1844. if (peer_node == nullptr) {
  1845. REPORT_INNER_ERROR("E19999", "Peer anchor node of op:%s(%s), in_index:%u is nullptr, graph_id:%u, check invalid",
  1846. netoutput->GetName().c_str(), netoutput->GetType().c_str(), in->GetIdx(), graph_id);
  1847. GELOGE(FAILED, "[Check][Param] Peer anchor node of op:%s(%s), in_index:%u is nullptr, graph_id:%u",
  1848. netoutput->GetName().c_str(), netoutput->GetType().c_str(), in->GetIdx(), graph_id);
  1849. return FAILED;
  1850. }
  1851. desc_name = peer_node->GetName();
  1852. GELOGI("[GraphManager] CheckpointHandle, descName=%s.", desc_name.c_str());
  1853. if (in->GetIdx() >= static_cast<int>(outputs.size())) {
  1854. REPORT_INNER_ERROR("E19999", "in index:%u of op:%s(%s) is out of outputs.size:%zu range, graph_id:%u, "
  1855. "check invalid", in->GetIdx(), netoutput->GetName().c_str(),
  1856. netoutput->GetType().c_str(), outputs.size(), graph_id);
  1857. GELOGE(FAILED, "[Check][Param] in index:%u of op:%s(%s) is out of outputs.size:%zu range, graph_id:%u",
  1858. in->GetIdx(), netoutput->GetName().c_str(), netoutput->GetType().c_str(), outputs.size(), graph_id);
  1859. return FAILED;
  1860. }
  1861. save_results.emplace(desc_name, TensorAdapter::AsTensor(outputs.at(in->GetIdx())));
  1862. }
  1863. if (!save_results.empty()) {
  1864. return PushSaveData2ME(graph_id, save_results);
  1865. }
  1866. return SUCCESS;
  1867. }
  1868. Status GraphManager::RegisterCallBackFunc(
  1869. const std::string &key,
  1870. const std::function<Status(uint32_t, const std::map<std::string, ge::Tensor> &)> &callback) {
  1871. std::lock_guard<std::mutex> lock(member_mutex_);
  1872. GELOGI("[GraphManager] RegisterCallBackFunc, key=%s.", key.c_str());
  1873. me_callback_map_[key] = callback;
  1874. return SUCCESS;
  1875. }
  1876. Status GraphManager::RegisterCallBackFunc(
  1877. const std::string &key,
  1878. const std::function<Status(uint32_t, const std::map<AscendString, ge::Tensor> &)> &callback) {
  1879. std::lock_guard<std::mutex> lock(member_mutex_);
  1880. GELOGI("[GraphManager] RegisterCallBackFunc, key=%s.", key.c_str());
  1881. callback_map_[key] = callback;
  1882. return SUCCESS;
  1883. }
  1884. Status GraphManager::PushSummaryData2ME(const GraphId &graph_id,
  1885. const std::map<std::string, ge::Tensor> &summary_data) {
  1886. std::lock_guard<std::mutex> lock(member_mutex_);
  1887. GELOGI("[GraphManager] PushSummaryData2ME, dataSize=%zu.", summary_data.size());
  1888. auto itr = me_callback_map_.find(kSummary);
  1889. if (itr == me_callback_map_.end()) {
  1890. auto iter = callback_map_.find(kSummary);
  1891. if (iter != callback_map_.end()) {
  1892. std::map<AscendString, ge::Tensor> tmp_summary_data;
  1893. for (auto &data : summary_data) {
  1894. AscendString tmp(data.first.c_str());
  1895. tmp_summary_data[tmp] = data.second;
  1896. }
  1897. return iter->second(graph_id, tmp_summary_data);
  1898. }
  1899. REPORT_INNER_ERROR("E19999", "No summary callback found, graph_id:%u, check invalid", graph_id);
  1900. GELOGE(FAILED, "[Check][Param] No summary callback found, graph_id:%u", graph_id);
  1901. return FAILED;
  1902. }
  1903. return itr->second(graph_id, summary_data);
  1904. }
  1905. Status GraphManager::PushSaveData2ME(const GraphId &graph_id, const std::map<std::string, ge::Tensor> &save_data) {
  1906. std::lock_guard<std::mutex> lock(member_mutex_);
  1907. GELOGI("[GraphManager] PushSaveData2ME, dataSize=%zu.", save_data.size());
  1908. auto itr = me_callback_map_.find(kSave);
  1909. if (itr == me_callback_map_.end()) {
  1910. auto iter = callback_map_.find(kSave);
  1911. if (iter != callback_map_.end()) {
  1912. std::map<AscendString, ge::Tensor> tmp_save_data;
  1913. for (auto &data : save_data) {
  1914. AscendString tmp(data.first.c_str());
  1915. tmp_save_data[tmp] = data.second;
  1916. }
  1917. return iter->second(graph_id, tmp_save_data);
  1918. }
  1919. REPORT_INNER_ERROR("E19999", "No checkpoint callback found, graph_id:%u, check invalid", graph_id);
  1920. GELOGE(FAILED, "[Check][Param] No checkpoint callback found, graph_id:%u", graph_id);
  1921. return FAILED;
  1922. }
  1923. return itr->second(graph_id, save_data);
  1924. }
  1925. bool GraphManager::CheckNetOutputForCheckpointGraph(NodePtr &node) {
  1926. size_t in_data_anchor_size = node->GetAllInDataAnchors().size();
  1927. for (size_t i = 0; i < in_data_anchor_size; ++i) {
  1928. auto in = node->GetInDataAnchor(i);
  1929. if (in == nullptr) {
  1930. return false;
  1931. }
  1932. auto peerin = in->GetPeerOutAnchor();
  1933. GE_IF_BOOL_EXEC(peerin == nullptr, return false);
  1934. if (peerin->GetOwnerNode()->GetType() != kVariable && (!TransOpUtil::IsTransOp(peerin->GetOwnerNode()))) {
  1935. return false;
  1936. }
  1937. }
  1938. return true;
  1939. }
  1940. bool GraphManager::CheckVariableForCheckpointGraph(NodePtr &node) {
  1941. if (node->GetOpDesc()->HasAttr(kCheckPointForGetVar)) {
  1942. return false;
  1943. }
  1944. auto out = node->GetOutDataAnchor(0);
  1945. if (out == nullptr) {
  1946. REPORT_INNER_ERROR("E19999", "anchor index:0 of op:%s(%s) is nullptr, check invalid",
  1947. node->GetName().c_str(), node->GetType().c_str());
  1948. GELOGE(GE_GRAPH_PARAM_NULLPTR, "[Get][OutDataAnchor] anchor index:0 of op:%s(%s) is nullptr",
  1949. node->GetName().c_str(), node->GetType().c_str());
  1950. return false;
  1951. }
  1952. auto peer_out = out->GetPeerInDataAnchors();
  1953. for (size_t i = 0; i < peer_out.size(); ++i) {
  1954. if (peer_out.at(i)->GetOwnerNode()->GetType() != kNetOutput &&
  1955. (!TransOpUtil::IsTransOp(peer_out.at(i)->GetOwnerNode()))) {
  1956. return false;
  1957. }
  1958. }
  1959. return true;
  1960. }
  1961. bool GraphManager::CheckTransOpForCheckpointGraph(NodePtr &node) {
  1962. for (const auto &out_node : node->GetOutAllNodes()) {
  1963. if ((!TransOpUtil::IsTransOp(out_node)) && (out_node->GetType() != kNetOutput) && (out_node->GetType() != kSend)) {
  1964. return false;
  1965. }
  1966. }
  1967. for (const auto &in_node : node->GetInAllNodes()) {
  1968. if ((!TransOpUtil::IsTransOp(in_node)) && (in_node->GetType() != kVariable) && (in_node->GetType() != kRecv)) {
  1969. return false;
  1970. }
  1971. }
  1972. return true;
  1973. }
  1974. static inline bool CheckConstanOpForCheckpointGraph(NodePtr &node) { return node->GetOutDataNodes().empty(); }
  1975. bool GraphManager::IsCheckpointGraph(ComputeGraphPtr &compute_graph) {
  1976. if (compute_graph == nullptr) {
  1977. REPORT_INNER_ERROR("E19999", "Param compute_graph is nullptr, check invalid");
  1978. GELOGE(GE_GRAPH_PARAM_NULLPTR, "[Check][Param] computeGraph is nullptr.");
  1979. return false;
  1980. }
  1981. for (auto &node : compute_graph->GetAllNodes()) {
  1982. OpDescPtr op = node->GetOpDesc();
  1983. GE_RT_FALSE_CHECK_NOTNULL(op);
  1984. if (op->GetType() == kNetOutput) {
  1985. if (!CheckNetOutputForCheckpointGraph(node)) {
  1986. return false;
  1987. }
  1988. } else if (op->GetType() == kVariable) {
  1989. if (!CheckVariableForCheckpointGraph(node)) {
  1990. return false;
  1991. }
  1992. } else if ((TransOpUtil::IsTransOp(node))) {
  1993. if (!CheckTransOpForCheckpointGraph(node)) {
  1994. return false;
  1995. }
  1996. } else if (op->GetType() == CONSTANTOP) {
  1997. if (!CheckConstanOpForCheckpointGraph(node)) {
  1998. return false;
  1999. }
  2000. } else if (op->GetType() != kSend && op->GetType() != kRecv) {
  2001. GELOGI("this node is not allow in checkpoint sub graph, node_type: %s, node_name: %s.", op->GetType().c_str(),
  2002. op->GetName().c_str());
  2003. return false;
  2004. }
  2005. }
  2006. GELOGI("current graph %s is checkpoint sub graph.", compute_graph->GetName().c_str());
  2007. return true;
  2008. }
  2009. bool GraphManager::IsBroadCastOpData(const ge::NodePtr &var_node) {
  2010. for (auto &out_anchor : var_node->GetAllOutDataAnchors()) {
  2011. GE_RT_FALSE_CHECK_NOTNULL(out_anchor);
  2012. for (auto &in_anchor : out_anchor->GetPeerInDataAnchors()) {
  2013. GE_RT_FALSE_CHECK_NOTNULL(in_anchor);
  2014. ge::NodePtr dst_node = in_anchor->GetOwnerNode();
  2015. GE_RT_FALSE_CHECK_NOTNULL(dst_node);
  2016. if (dst_node->GetType() == HCOMBROADCAST || dst_node->GetType() == HVDCALLBACKBROADCAST) {
  2017. return true;
  2018. }
  2019. }
  2020. }
  2021. return false;
  2022. }
  2023. void GraphManager::SetAttrForHcomBroadCastOp(ge::ComputeGraphPtr &compute_graph) {
  2024. // add variable attr for hccl broadcast,need to be removed after variable pass online
  2025. for (const ge::NodePtr &node : compute_graph->GetDirectNode()) {
  2026. if (node->GetOpDesc()->GetType() != ge::VARIABLE) {
  2027. continue;
  2028. }
  2029. if (IsBroadCastOpData(node)) {
  2030. AdjustBroadCastOpData(node);
  2031. }
  2032. if (IsAssignOpData(node)) {
  2033. AdjustAssignOpData(node);
  2034. }
  2035. }
  2036. }
  2037. void GraphManager::AdjustBroadCastOpData(const ge::NodePtr &var_node) {
  2038. if (!ge::AttrUtils::SetStr(var_node->GetOpDesc(), VAR_ATTR_VAR_IS_BROADCAST, "var_is_restore")) {
  2039. GELOGW("set var_is_restore failed");
  2040. }
  2041. }
  2042. bool GraphManager::IsAssignOpData(const ge::NodePtr &var_node) {
  2043. GELOGD("IsAssignOpData var_node %s", var_node->GetName().c_str());
  2044. std::map<std::string, std::set<int>> assign_ops = {{ASSIGN, {0}}};
  2045. ge::NodePtr assign_node = nullptr;
  2046. if (ConfirmUseOpAndIndexByNode(var_node, assign_ops, assign_node)) {
  2047. return true;
  2048. }
  2049. return false;
  2050. }
  2051. void GraphManager::AdjustAssignOpData(const ge::NodePtr &var_node) {
  2052. if (!ge::AttrUtils::SetStr(var_node->GetOpDesc(), VAR_ATTR_VAR_IS_RESTORE, "var_is_restore")) {
  2053. GELOGW("SetStr var_is_restore failed");
  2054. }
  2055. }
  2056. bool GraphManager::ConfirmUseOpAndIndexByAnchor(const ge::InDataAnchorPtr &in_anchor,
  2057. const map<string, std::set<int>> &confirm_ops, ge::NodePtr &use_node) {
  2058. GE_RT_FALSE_CHECK_NOTNULL(in_anchor);
  2059. ge::NodePtr dst_node = in_anchor->GetOwnerNode();
  2060. GE_RT_FALSE_CHECK_NOTNULL(dst_node);
  2061. ge::OpDescPtr dst_op_desc = dst_node->GetOpDesc();
  2062. GE_RT_FALSE_CHECK_NOTNULL(dst_op_desc);
  2063. const string &dst_type = dst_op_desc->GetType();
  2064. int input_index = in_anchor->GetIdx();
  2065. GELOGD("ConfirmUseOpAndIndex, var name %s, dst_type = %s, input index %d", dst_node->GetName().c_str(),
  2066. dst_type.c_str(), input_index);
  2067. if (confirm_ops.count(dst_type) > 0) {
  2068. if (confirm_ops.at(dst_type).count(input_index) > 0) {
  2069. use_node = dst_node;
  2070. return true;
  2071. }
  2072. }
  2073. return false;
  2074. }
  2075. bool GraphManager::ConfirmUseOpAndIndexByNode(const ge::NodePtr &var_node,
  2076. const map<string, std::set<int>> &confirm_ops, ge::NodePtr &use_node) {
  2077. GE_RT_FALSE_CHECK_NOTNULL(var_node);
  2078. for (auto &out_anchor : var_node->GetAllOutDataAnchors()) {
  2079. GE_RT_FALSE_CHECK_NOTNULL(out_anchor);
  2080. for (auto &in_anchor : out_anchor->GetPeerInDataAnchors()) {
  2081. GE_RT_FALSE_CHECK_NOTNULL(in_anchor);
  2082. if (ConfirmUseOpAndIndexByAnchor(in_anchor, confirm_ops, use_node)) {
  2083. return true;
  2084. }
  2085. }
  2086. }
  2087. return false;
  2088. }
  2089. Status GraphManager::RemoveIsolatedConstInThisGraph(ge::ComputeGraphPtr &compute_graph) {
  2090. for (ge::NodePtr &n : compute_graph->GetDirectNode()) {
  2091. if (n->GetOpDesc() == nullptr) {
  2092. continue;
  2093. }
  2094. if (n->GetOpDesc()->GetType() == CONSTANT || n->GetOpDesc()->GetType() == CONSTANTOP) {
  2095. // reset const type depend on train_flag
  2096. options_.train_graph_flag ? n->GetOpDesc()->SetType(CONSTANTOP) : n->GetOpDesc()->SetType(CONSTANT);
  2097. if (n->GetOutAllNodes().empty() && n->GetInAllNodes().empty()) {
  2098. // it is an isolated constant, just remove it
  2099. if (GraphUtils::RemoveJustNode(compute_graph, n) != GRAPH_SUCCESS) {
  2100. REPORT_CALL_ERROR("E19999", "Remove constant op:%s(%s) failed", n->GetName().c_str(), n->GetType().c_str());
  2101. GELOGE(FAILED, "[Call][RemoveJustNode] remove constant %s failed.", n->GetName().c_str());
  2102. return FAILED;
  2103. }
  2104. }
  2105. }
  2106. }
  2107. return SUCCESS;
  2108. }
  2109. Status GraphManager::RemoveIsolatedConst(ge::ComputeGraphPtr &compute_graph) {
  2110. GE_CHK_STATUS_RET(RemoveIsolatedConstInThisGraph(compute_graph));
  2111. for (auto &sub_graph : compute_graph->GetAllSubgraphs()) {
  2112. GE_CHK_STATUS_RET(RemoveIsolatedConstInThisGraph(sub_graph));
  2113. }
  2114. return SUCCESS;
  2115. }
  2116. Status GraphManager::OptimizeStage1(ge::ComputeGraphPtr &compute_graph) {
  2117. string options = "default";
  2118. if (GetContext().GetOption("ge.exec.variable_acc", options) != SUCCESS) {
  2119. GELOGI("get ge.exec.variable_acc failed. set default value.");
  2120. }
  2121. PassManager after_merge_passes;
  2122. GE_CHK_STATUS_RET(
  2123. after_merge_passes.AddPass("OptimizeStage1_1::MergeInputMemcpyPass", new (std::nothrow) MergeInputMemcpyPass));
  2124. GE_CHK_STATUS_RET(
  2125. after_merge_passes.AddPass("OptimizeStage1_1::SwitchDataEdgesBypass", new (std::nothrow) SwitchDataEdgesBypass));
  2126. GE_CHK_STATUS_RET(
  2127. after_merge_passes.AddPass("OptimizeStage1_1::ConstantFuseSamePass", new (std::nothrow) ConstantFuseSamePass));
  2128. /*
  2129. * Do CSE before FuseDataNodesWithCommonInputPass to resolve the scene in bertlarge as following:
  2130. * const
  2131. * / | \
  2132. * cast1 cast2 cast3
  2133. * \ | /
  2134. * case
  2135. * the node `const` is the fused const node after ConstantFuseSamePass
  2136. * the nodes `cast1`, `cast2` and 'cast3' will be fused by CSE.
  2137. * in order to eliminate hard code in FuseDataNodesWithCommonInputPass,
  2138. * we do CSE before FuseDataNodesWithCommonInputPass
  2139. * But it is a temp solution, this CSE will be deleted after change pass from graph pass to node pass
  2140. */
  2141. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::CSEBeforeFuseDataNodesWithCommonInputPass",
  2142. new (std::nothrow) CommonSubexpressionEliminationPass));
  2143. // FuseDataNodesWithCommonInputPass: fuse same data with common input in same graph
  2144. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::FuseDataNodesWithCommonInputPass",
  2145. new (std::nothrow) FuseDataNodesWithCommonInputPass));
  2146. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::CommonSubexpressionEliminationPass",
  2147. new (std::nothrow) CommonSubexpressionEliminationPass));
  2148. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::PermutePass", new (std::nothrow) PermutePass))
  2149. /*
  2150. * The SameTransdataBreadthFusionPass should be called before VariableOpPass, because of the scene following:
  2151. * node3
  2152. * |
  2153. * transdata1 node2
  2154. * | |
  2155. * cast1 transdata2
  2156. * \ /
  2157. * var
  2158. * the node `transdata1` should be moved to the front of the ndoe `cast1`,
  2159. * to ensure that `transdata1` and `transdata2` can be fusion with `var`.
  2160. * But it is a temp solution, because the `SameTransdataBreadthFusionPass`
  2161. * can only move `TransData` but not `Cast` nodes.
  2162. * So if we exchange Cast and TransData, the fusion mechanism will fail.
  2163. */
  2164. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::SameTransdataBreadthFusionPass",
  2165. new (std::nothrow) SameTransdataBreadthFusionPass))
  2166. GE_IF_BOOL_EXEC(options == "default" || options == "1", GELOGI("turn on variable accelerator");
  2167. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::VariableOpPass",
  2168. new (std::nothrow) VariableOpPass(&var_acc_ctrl_))))
  2169. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::TransOpWithoutReshapeFusionPass",
  2170. new (std::nothrow) TransOpWithoutReshapeFusionPass))
  2171. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage1_1::TransOpBreadthFusionPass",
  2172. new (std::nothrow) TransOpBreadthFusionPass))
  2173. GE_TIMESTAMP_START(after_merge_passes);
  2174. auto ret = after_merge_passes.Run(compute_graph);
  2175. GE_TIMESTAMP_END(after_merge_passes, "GraphManager::OptimizeStage1_1");
  2176. if (ret != SUCCESS && ret != NOT_CHANGED) {
  2177. GELOGE(ret, "[Run][Passes] when OptimizeStage1_1 failed, ret:%u.", ret);
  2178. return ret;
  2179. }
  2180. GE_DUMP(compute_graph, "OptimizeStage1_1");
  2181. NamesToPass names_to_passes;
  2182. TransOpNearbyAllreduceFusionPass trans_op_nearby_allreduce_fusion_pass;
  2183. ReshapeRemovePass reshape_remove_pass;
  2184. ConstantFoldingPass constant_folding_pass;
  2185. DimensionAdjustPass dimension_adjust_pass;
  2186. EnterPass enter_pass;
  2187. AddNPass addn_pass;
  2188. SwitchDeadBranchElimination switch_dead_branch_elimination;
  2189. SwitchLogicRemovePass switch_logic_remove_pass;
  2190. MergePass merge_pass;
  2191. CastRemovePass cast_remove_pass;
  2192. TransposeTransDataPass transpose_transdata_pass;
  2193. TransOpSymmetryEliminationPass symmetry_elimination_pass;
  2194. DimensionComputePass dimension_compute_pass;
  2195. UselessControlOutRemovePass useless_control_out_remove_pass;
  2196. names_to_passes.emplace_back("EnterPass", &enter_pass);
  2197. names_to_passes.emplace_back("AddNPass", &addn_pass);
  2198. names_to_passes.emplace_back("SwitchDeadBranchElimination", &switch_dead_branch_elimination);
  2199. names_to_passes.emplace_back("SwitchLogicRemovePass", &switch_logic_remove_pass);
  2200. names_to_passes.emplace_back("MergePass", &merge_pass);
  2201. names_to_passes.emplace_back("CastRemovePass", &cast_remove_pass);
  2202. names_to_passes.emplace_back("TransposeTransDataPass", &transpose_transdata_pass);
  2203. names_to_passes.emplace_back("ReshapeRemovePass", &reshape_remove_pass);
  2204. names_to_passes.emplace_back("TransOpSymmetryEliminationPass", &symmetry_elimination_pass);
  2205. names_to_passes.emplace_back("TransOpNearbyAllreduceFusionPass", &trans_op_nearby_allreduce_fusion_pass);
  2206. names_to_passes.emplace_back("DimensionComputePass", &dimension_compute_pass);
  2207. names_to_passes.emplace_back("ConstantFoldingPass", &constant_folding_pass);
  2208. names_to_passes.emplace_back("DimensionAdjustPass", &dimension_adjust_pass);
  2209. names_to_passes.emplace_back("UselessControlOutRemovePass", &useless_control_out_remove_pass);
  2210. GE_TIMESTAMP_START(names_to_passes);
  2211. ret = GEPass(compute_graph).Run(names_to_passes);
  2212. GE_TIMESTAMP_END(names_to_passes, "GraphManager::OptimizeStage1_2");
  2213. if (ret != SUCCESS) {
  2214. GELOGE(ret, "[Run][Passes] when OptimizeStage1_2 failed, ret:%u.", ret);
  2215. return ret;
  2216. }
  2217. // Calculate Op/Fe constantfolding cost
  2218. uint64_t op_constant_folding_cost = 0;
  2219. for (auto &it : constant_folding_pass.GetOpConstantFoldingPerfStatistic()) {
  2220. op_constant_folding_cost += it.second.second;
  2221. GELOGI("The time cost of %s constant folding is [%lu] micro second, calls is %lu.",
  2222. it.first.c_str(), it.second.second, it.second.first);
  2223. }
  2224. GEEVENT("[GEPERFTRACE] The time cost of extern constant folding is [%lu] micro second.", op_constant_folding_cost);
  2225. for (auto &it : constant_folding_pass.GetGeConstantFoldingPerfStatistic()) {
  2226. op_constant_folding_cost += it.second.second;
  2227. GELOGI("The time cost of %s constant folding is [%lu] micro second, calls is %lu.",
  2228. it.first.c_str(), it.second.second, it.second.first);
  2229. }
  2230. GE_DUMP(compute_graph, "OptimizeStage1_2");
  2231. PassManager graph_pass;
  2232. // the prune pass should between SwitchPass and SwitchToStreamSwitchPass
  2233. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::Migration", new (std::nothrow) SubgraphConstMigrationPass));
  2234. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::ArgsClean", new (std::nothrow) UnusedArgsCleanPass));
  2235. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::PrunePass", new (std::nothrow) PrunePass));
  2236. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::NextIterationPass", new (std::nothrow) NextIterationPass))
  2237. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::ControlTriggerPass", new (std::nothrow) ControlTriggerPass))
  2238. GE_CHK_STATUS_RET(
  2239. graph_pass.AddPass("OptimizeStage1_3::MergeToStreamMergePass", new (std::nothrow) MergeToStreamMergePass))
  2240. GE_CHK_STATUS_RET(
  2241. graph_pass.AddPass("OptimizeStage1_3::SwitchToStreamSwitchPass", new (std::nothrow) SwitchToStreamSwitchPass))
  2242. GE_CHK_STATUS_RET(
  2243. graph_pass.AddPass("OptimizeStage1_3::AttachStreamLabelPass", new (std::nothrow) AttachStreamLabelPass))
  2244. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::MultiBatchPass", new (std::nothrow) MultiBatchPass(true)))
  2245. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::IteratorOpPass", new (std::nothrow) IteratorOpPass))
  2246. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::VariableRefUselessControlOutDeletePass",
  2247. new (std::nothrow) VariableRefUselessControlOutDeletePass))
  2248. GE_CHK_STATUS_RET(graph_pass.AddPass("OptimizeStage1_3::ReshapeRecoveryPass", new (std::nothrow) ReshapeRecoveryPass))
  2249. GE_CHK_STATUS_RET(
  2250. graph_pass.AddPass("OptimizeStage1_3::RemoveSameConstPass", new (std::nothrow) RemoveSameConstPass))
  2251. if (options_.train_graph_flag) {
  2252. // Priority: The GlobalStepInsertPass should work before graph partitioner.
  2253. // Reason: Make sure that the var "global_step" can be partitioned to known sub graph and allocated memory
  2254. GE_CHK_STATUS_RET(
  2255. graph_pass.AddPass("OptimizeStage1_3::GlobalStepInsertPass", new (std::nothrow) GlobalStepInsertPass))
  2256. std::string hccl_tailing_optimize;
  2257. if (GetContext().GetOption("ge.exec.hccl_tailing_optimize", hccl_tailing_optimize) == SUCCESS &&
  2258. hccl_tailing_optimize == "1") {
  2259. GELOGI("Add hccl tailing optimize stage");
  2260. GE_CHK_STATUS_RET(
  2261. graph_pass.AddPass("OptimizeStage1_3::HcclTailingOptimizationPass", new (std::nothrow) HcclTailingOptimizationPass))
  2262. }
  2263. }
  2264. GE_TIMESTAMP_START(graph_pass);
  2265. ret = graph_pass.Run(compute_graph);
  2266. GE_TIMESTAMP_END(graph_pass, "GraphManager::OptimizeStage1_3");
  2267. if (ret != SUCCESS && ret != NOT_CHANGED) {
  2268. GELOGE(ret, "[Run][Passes] when OptimizeStage1_3 failed, ret:%u.", ret);
  2269. return ret;
  2270. }
  2271. NamesToPass node_pass;
  2272. GE_TIMESTAMP_START(node_pass);
  2273. IdentityPass identity_force_pass(false); // after SwitchToStreamSwitchPass
  2274. node_pass.emplace_back("IdentityPass", &identity_force_pass);
  2275. ret = GEPass(compute_graph).Run(node_pass);
  2276. GE_TIMESTAMP_END(node_pass, "GraphPrepare::node_pass");
  2277. if (ret != SUCCESS) {
  2278. GELOGE(ret, "[Run][Identity] remove pass for preprocess failed, ret:%u.", ret);
  2279. return ret;
  2280. }
  2281. return SUCCESS;
  2282. }
  2283. Status GraphManager::OptimizeStage2(ge::ComputeGraphPtr &compute_graph) {
  2284. GELOGD("Start optimize after merge sub graph.");
  2285. PassManager after_merge_passes;
  2286. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage2::AfterMergePasses::LinkGenMaskNodesPass",
  2287. new (std::nothrow)
  2288. LinkGenMaskNodesPass(options_.stream_max_parallel_num)));
  2289. GE_CHK_STATUS_RET(after_merge_passes.AddPass("OptimizeStage2::HcclContinuousMemcpyPass",
  2290. new (std::nothrow) HcclContinuousMemcpyPass));
  2291. GE_TIMESTAMP_START(after_merge_passes);
  2292. auto ret = after_merge_passes.Run(compute_graph);
  2293. GE_TIMESTAMP_END(after_merge_passes, "OptimizeStage2::AfterMergePasses");
  2294. if (ret != SUCCESS && ret != NOT_CHANGED) {
  2295. GELOGE(ret, "[Run][Passes] after merge sub graph failed, ret:%d.", ret);
  2296. return ret;
  2297. }
  2298. SetAttrForHcomBroadCastOp(compute_graph);
  2299. NamesToPass names_to_passes;
  2300. ConstantFoldingPass constant_folding_pass;
  2301. ReshapeRemovePass reshape_remove_pass;
  2302. CondRemovePass condition_remove_pass;
  2303. BitcastPass bitcast_pass;
  2304. AssignRemovePass assign_remove_pass;
  2305. InplaceSupportCheckPass inplace_support_check_pass;
  2306. names_to_passes.emplace_back("ConstantFoldingPass", &constant_folding_pass);
  2307. names_to_passes.emplace_back("ReshapeRemovePass", &reshape_remove_pass);
  2308. names_to_passes.emplace_back("CondRemovePass", &condition_remove_pass);
  2309. names_to_passes.emplace_back("BitcastPass", &bitcast_pass);
  2310. if (GetContext().GetHostExecFlag()) {
  2311. names_to_passes.emplace_back("AssignRemovePass", &assign_remove_pass);
  2312. names_to_passes.emplace_back("InplaceSupportCheckPass", &inplace_support_check_pass);
  2313. }
  2314. GE_TIMESTAMP_START(names_to_passes);
  2315. ret = GEPass(compute_graph).Run(names_to_passes);
  2316. GE_TIMESTAMP_END(names_to_passes, "OptimizeStage2::MergedGraphNameToPasses");
  2317. if (ret != SUCCESS) {
  2318. GELOGE(ret, "[Run][GEPasses] optimize for OptimizeAfterMergeSubGraph failed, ret:%d.", ret);
  2319. return ret;
  2320. }
  2321. ret = RemoveIsolatedConst(compute_graph);
  2322. if (ret != SUCCESS) {
  2323. GELOGE(ret, "[Remove][IsolatedConst] failed, ret:%d.", ret);
  2324. return ret;
  2325. }
  2326. PassManager pass_for_control_attr_optimize;
  2327. if (options_.train_graph_flag) {
  2328. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::FlowCtrlPass",
  2329. new (std::nothrow) FlowCtrlPass))
  2330. }
  2331. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::MultiBatchPass",
  2332. new (std::nothrow) MultiBatchPass))
  2333. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::RefIdentityDeleteOpPass",
  2334. new (std::nothrow) RefIdentityDeleteOpPass))
  2335. // the value of the attr is the original variable name the ref-variable ref from.
  2336. // The attr will be used when allocating memory,
  2337. // the node marked attr will be output to a variable instead of new-allocated memory.
  2338. // Therefore, ComputeGraph should not delete nodes after `VariableRefDeleteOpPass`
  2339. // to prevent unexpected deletion of nodes marked with attr
  2340. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::VariableRefDeleteOpPass",
  2341. new (std::nothrow) VariableRefDeleteOpPass))
  2342. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::CompileNodesPass",
  2343. new (std::nothrow) CompileNodesPass))
  2344. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass(
  2345. "OptimizeStage2::AfterMergePasses::MarkNodeUnknownShapePass", new(std::nothrow) MarkNodeUnknownShapePass))
  2346. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass(
  2347. "OptimizeStage2::AfterMergePasses::MarkGraphUnknownStatusPass", new(std::nothrow) MarkGraphUnknownStatusPass))
  2348. GE_CHK_STATUS_RET(
  2349. pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::InputOutputConnectionIdentifyPass",
  2350. new (std::nothrow) InputOutputConnectionIdentifyPass))
  2351. // When the input node to be cleared is after a `Data` node, the atomic-clean-node should not be inserted.
  2352. // So The ComputeGraph should not delete nodes after `AtomicAddrCleanPass`
  2353. // to prevent unexpected deletion of nodes after a `Data` node
  2354. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::AtomicAddrCleanPass",
  2355. new (std::nothrow) AtomicAddrCleanPass))
  2356. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::AfterMergePasses::"
  2357. "EndOfSequenceAddControlPass",
  2358. new (std::nothrow) EndOfSequenceAddControlPass))
  2359. // 'SubgraphPass' solves memory_assign_conflicts by insert MemcpyAsync node, which depends on multi attrs and
  2360. // graph-structure. Passes after 'SubgraphPass' MUST NOT remove MemcpyAsync/Identity nodes in subgraphs.
  2361. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::SubgraphPass",
  2362. new (std::nothrow) SubgraphPass))
  2363. // 'AttachStreamLabelPass' modifies attr without changing structure of compute_graph
  2364. // All passes after 'AttachStreamLabelPass' MUST mark stream_label on new nodes by self.
  2365. GE_CHK_STATUS_RET(pass_for_control_attr_optimize.AddPass("OptimizeStage2::ControlAttrOptimize::AttachStreamLabelPass",
  2366. new (std::nothrow) AttachStreamLabelPass))
  2367. GE_TIMESTAMP_START(pass_for_control_attr_optimize);
  2368. ret = pass_for_control_attr_optimize.Run(compute_graph);
  2369. GE_TIMESTAMP_END(pass_for_control_attr_optimize, "OptimizeStage2::ControlAttrOptimize");
  2370. if (ret != SUCCESS && ret != NOT_CHANGED) {
  2371. GELOGE(ret, "[Run][Passes] when optimize stage 2 failed");
  2372. return ret;
  2373. }
  2374. // Assign functional op labels.
  2375. GE_TIMESTAMP_START(AssignFunctionalLabels);
  2376. LabelAllocator label_allocator(compute_graph);
  2377. GE_CHK_STATUS_RET(label_allocator.AssignFunctionalLabels(), "[Assign][Label] failed.");
  2378. GE_TIMESTAMP_END(AssignFunctionalLabels, "ModelBuilder::AssignFunctionalLabels");
  2379. // Add memcpy addr asynchronous node.
  2380. GE_TIMESTAMP_START(AddMemcpyAddrAsyncNode);
  2381. MemcpyAddrAsyncPass memcpy_addr;
  2382. GE_CHK_STATUS_RET(memcpy_addr.Run(compute_graph), "[Call][Run] Add memcpy_addr_async node failed.");
  2383. GE_TIMESTAMP_END(AddMemcpyAddrAsyncNode, "MemcpyAddrAsyncPass::Run.");
  2384. // Process offset and dependency for buffer pool memory assigner.
  2385. GE_TIMESTAMP_START(BufferPoolMemoryPass);
  2386. BufferPoolMemoryPass buffer_pool_mem_pass;
  2387. GE_CHK_STATUS_RET(buffer_pool_mem_pass.Run(compute_graph),
  2388. "[Call][Run] Failed to process for buffer pool allocator.");
  2389. GE_TIMESTAMP_END(BufferPoolMemoryPass, "BufferPoolMemoryPass::Run.");
  2390. // Handle parallel group .
  2391. GE_TIMESTAMP_START(ParallelGroup);
  2392. ParallelGroupPass parallel_group_pass;
  2393. GE_CHK_STATUS_RET(parallel_group_pass.Run(compute_graph), "[Handle][ParallelGroup] failed.");
  2394. GE_TIMESTAMP_END(ParallelGroup, "ParallelGroupPass::Run.");
  2395. // After while sub graph handle, mark all node rw type
  2396. auto result = GetCompilerStages(compute_graph->GetGraphID()).optimizer.HandleMemoryRWConflict(compute_graph);
  2397. if (result != SUCCESS) {
  2398. GELOGW(
  2399. "Mark node rw type failed. It will take some effect on memory_assign_conflicts handling."
  2400. "Please pay attention to it.");
  2401. }
  2402. ChangeConstTypeWhenTraining(compute_graph);
  2403. GELOGI("End optimize after merge sub graph.");
  2404. return SUCCESS;
  2405. }
  2406. void GraphManager::ChangeConstTypeWhenTraining(const ComputeGraphPtr &compute_graph) {
  2407. // The constant for train is CONSTANTOP, and is CONSTANT for inference. They will be unified in future.
  2408. if (options_.train_graph_flag) {
  2409. for (NodePtr &n : compute_graph->GetAllNodes()) {
  2410. // This can ensure that n is not a null pointer
  2411. if (n->GetOpDesc()->GetType() == CONSTANT) {
  2412. n->GetOpDesc()->SetType(CONSTANTOP);
  2413. }
  2414. }
  2415. }
  2416. }
  2417. Status GraphManager::ProcessSubGraphWithMultiThreads(GraphManager *graph_manager, GraphId root_graph_id,
  2418. const SubGraphInfoPtr &sub_graph_info_ptr,
  2419. const std::string &root_graph_name,
  2420. uint64_t session_id,
  2421. const struct error_message::Context &error_context,
  2422. const GEThreadLocalContext &ge_context) {
  2423. ErrorManager::GetInstance().SetErrorContext(error_context);
  2424. if (sub_graph_info_ptr != nullptr && graph_manager != nullptr) {
  2425. GetContext().SetSessionId(session_id);
  2426. GetThreadLocalContext() = ge_context;
  2427. graph_manager->UpdateLocalOmgContext(root_graph_id);
  2428. ComputeGraphPtr compute_graph_tmp = sub_graph_info_ptr->GetSubGraph();
  2429. const std::string &engine_name = sub_graph_info_ptr->GetEngineName();
  2430. GELOGD("ProcessSubGraphWithMultiThreads start, graph name is %s, engine_name is %s, thread id is %lu",
  2431. compute_graph_tmp != nullptr ? compute_graph_tmp->GetName().c_str() : "", engine_name.c_str(),
  2432. pthread_self());
  2433. GE_DUMP(compute_graph_tmp, "OptimizeSubGraphBefore");
  2434. GE_CHECK_NOTNULL(compute_graph_tmp);
  2435. if (!AttrUtils::SetInt(*compute_graph_tmp, ATTR_NAME_ROOT_GRAPH_ID, root_graph_id)) {
  2436. REPORT_CALL_ERROR("E19999", "Set Attr:%s to graph:%u failed", ATTR_NAME_ROOT_GRAPH_ID.c_str(),
  2437. compute_graph_tmp->GetGraphID());
  2438. GELOGE(FAILED, "[Set][Attr] %s to graph:%u failed", ATTR_NAME_ROOT_GRAPH_ID.c_str(),
  2439. compute_graph_tmp->GetGraphID());
  2440. return FAILED;
  2441. }
  2442. if (!AttrUtils::SetStr(*compute_graph_tmp, ATTR_NAME_ROOT_GRAPH_NAME, root_graph_name)) {
  2443. REPORT_CALL_ERROR("E19999", "Set Attr:%s to graph:%u failed", ATTR_NAME_ROOT_GRAPH_NAME.c_str(),
  2444. compute_graph_tmp->GetGraphID());
  2445. GELOGE(FAILED, "[Set][Attr] %s to graph:%u failed", ATTR_NAME_ROOT_GRAPH_NAME.c_str(),
  2446. compute_graph_tmp->GetGraphID());
  2447. return FAILED;
  2448. }
  2449. compute_graph_tmp->SetSessionID(session_id);
  2450. Status ret = graph_manager->GetCompilerStages(root_graph_id).optimizer.OptimizeSubGraph(compute_graph_tmp,
  2451. engine_name);
  2452. if (ret != SUCCESS) {
  2453. GELOGE(ret, "[Optimize][SubGraph] Failed, engine:%s, graph:%s",
  2454. engine_name.c_str(), compute_graph_tmp->GetName().c_str());
  2455. return ret;
  2456. } else {
  2457. GELOGD("SubGraph optimize success %s", engine_name.c_str());
  2458. }
  2459. GE_DUMP(compute_graph_tmp, "OptimizeSubGraphAfter");
  2460. sub_graph_info_ptr->SetSubGraph(compute_graph_tmp);
  2461. GELOGD("ProcessSubGraphWithMultiThreads end, graph name is %s, engine_name is %s, thread id is %lu",
  2462. compute_graph_tmp != nullptr ? compute_graph_tmp->GetName().c_str() : "", engine_name.c_str(),
  2463. pthread_self());
  2464. } else {
  2465. REPORT_INNER_ERROR("E19999", "Param sub_graph_info_ptr or graph_manager is nullptr");
  2466. GELOGE(FAILED, "[Check][Param] graph_manager or sub_graph_info_ptr is nullptr");
  2467. return FAILED;
  2468. }
  2469. return SUCCESS;
  2470. }
  2471. // run graph async on session
  2472. Status GraphManager::RunGraphAsync(const GraphId &graph_id, const std::vector<ge::Tensor> &inputs,
  2473. uint64_t session_id, RunAsyncCallback callback) {
  2474. ErrorManager::GetInstance().SetStage(error_message::kModelExecute, error_message::kModelExecute);
  2475. GELOGI("[GraphManager] Start to run graph async, graph_id=%u, inputsSize=%zu.", graph_id, inputs.size());
  2476. bool ret = prerun_args_q_.Push(PreRunArgs({graph_id, inputs, session_id,
  2477. ErrorManager::GetInstance().GetErrorManagerContext(),
  2478. GetThreadLocalContext(), callback}));
  2479. if (!ret) {
  2480. GELOGE(FAILED, "[Call][Push] failed, graph_id:%u.", graph_id);
  2481. return FAILED;
  2482. }
  2483. GELOGI("[GraphManager] Run graph async success, graph_id=%u.", graph_id);
  2484. return SUCCESS;
  2485. }
  2486. void GraphManager::AddModelCacheHelperToMap(const GraphId &graph_id, uint64_t session_id,
  2487. ComputeGraphPtr &compute_graph) {
  2488. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  2489. if (instance_ptr != nullptr && instance_ptr->IsIncreBuild()) {
  2490. std::lock_guard<std::mutex> lock(member_mutex_);
  2491. auto iter = cache_helper_map_.find(graph_id);
  2492. if (iter == cache_helper_map_.end()) {
  2493. ModelCacheHelperPtr cache_helper = MakeShared<ge::ModelCacheHelper>(session_id, graph_id, compute_graph);
  2494. if (cache_helper != nullptr) {
  2495. cache_helper_map_.emplace(std::make_pair(graph_id, cache_helper));
  2496. } else {
  2497. GELOGW("Cache helper make shared failed, graph_id = %u.", graph_id);
  2498. }
  2499. }
  2500. }
  2501. }
  2502. ModelCacheHelperPtr GraphManager::FindModelCacheHelper(GraphId graph_id) {
  2503. std::lock_guard<std::mutex> lock(member_mutex_);
  2504. auto iter = cache_helper_map_.find(graph_id);
  2505. if (iter != cache_helper_map_.end()) {
  2506. return iter->second;
  2507. }
  2508. return nullptr;
  2509. }
  2510. Status GraphManager::IncreBuild(const GraphNodePtr &graph_node, GeModelPtr &ge_model) {
  2511. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  2512. if (instance_ptr == nullptr || !instance_ptr->IsIncreBuild()) {
  2513. return FAILED;
  2514. }
  2515. const uint32_t graph_id = graph_node->GetGraphId();
  2516. ModelCacheHelperPtr cache_helper = FindModelCacheHelper(graph_id);
  2517. if (cache_helper == nullptr) {
  2518. GELOGW("Can not find ModelCacheHelper of graph[%u]", graph_id);
  2519. return FAILED;
  2520. }
  2521. if (cache_helper->IsModelCacheHit()) {
  2522. GEEVENT("Model cache hit.");
  2523. Status ret = LoadFromCache(graph_node, cache_helper, ge_model);
  2524. if (ret == SUCCESS) {
  2525. return SUCCESS;
  2526. } else {
  2527. GELOGW("Error occurred when load from cache, abandon.");
  2528. }
  2529. } else {
  2530. GEEVENT("Model cache miss.");
  2531. }
  2532. if (SaveCacheBeforeBuild(graph_node->GetGraphId(), cache_helper) != SUCCESS) {
  2533. GELOGW("Error occurred when save cache.");
  2534. }
  2535. return FAILED;
  2536. }
  2537. Status GraphManager::CheckIncreBuildAndPreRun(const PreRunArgs &args,
  2538. GraphNodePtr &graph_node, GeRootModelPtr &ge_root_model) {
  2539. if (!IsGraphNeedBuild(graph_node)) {
  2540. ge_root_model = graph_node->GetGeRootModel();
  2541. return SUCCESS;
  2542. }
  2543. if (graph_node->GetBuildFlag()) {
  2544. ReturnError(args.callback, PARAM_INVALID,
  2545. "The graph " + std::to_string(graph_node->GetGraphId()) +
  2546. " need to re-build, you should remove it"
  2547. " from GE first, then AddGraph again and rebuild it.");
  2548. return PARAM_INVALID;
  2549. }
  2550. // check need incre build.
  2551. GeModelPtr ge_model = nullptr;
  2552. if (IncreBuild(graph_node, ge_model) != SUCCESS) {
  2553. std::vector<GeTensor> ge_inputs;
  2554. for (const auto &item: args.input_tensor) {
  2555. ge_inputs.emplace_back(TensorAdapter::AsGeTensor(item));
  2556. }
  2557. Status ret = PreRun(graph_node, ge_inputs, ge_root_model, args.session_id);
  2558. // release rts generate context
  2559. RtContextUtil::GetInstance().DestroyRtContexts(args.session_id, graph_node->GetGraphId());
  2560. if (ret != SUCCESS) {
  2561. ReturnError(args.callback, ret, "PreRun Failed.");
  2562. return ret;
  2563. }
  2564. }
  2565. graph_node->SetBuildFlag(true);
  2566. var_acc_ctrl_.SetGraphBuildEnd(graph_node->GetGraphId());
  2567. return SUCCESS;
  2568. }
  2569. void GraphManager::PreRunThread() {
  2570. if (prctl(PR_SET_NAME, ("GE_PreRun")) != 0) {
  2571. GELOGW("Set thread name failed.");
  2572. }
  2573. PreRunArgs args;
  2574. while (thread_run_flag_) {
  2575. if (!prerun_args_q_.Pop(args)) {
  2576. continue;
  2577. }
  2578. GELOGI("[PreRunThread] A new loop start, graph_id:%u.", args.graph_id);
  2579. ErrorManager::GetInstance().SetErrorContext(args.error_context);
  2580. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  2581. GetContext().SetSessionId(args.session_id);
  2582. GetThreadLocalContext() = args.context;
  2583. UpdateLocalOmgContext(args.graph_id);
  2584. // find graph
  2585. GraphNodePtr graph_node = nullptr;
  2586. Status ret = GetGraphNode(args.graph_id, graph_node);
  2587. if (ret != SUCCESS) {
  2588. ReturnError(args.callback, GE_GRAPH_GRAPH_NODE_NULL,
  2589. "[RunGraph] graph not exist, graph_id=" + std::to_string(args.graph_id));
  2590. return;
  2591. }
  2592. // more than one graph owns same graph_id
  2593. uint32_t count = 0;
  2594. if (GetGraphCount(args.graph_id, count) != SUCCESS) {
  2595. GELOGE(INTERNAL_ERROR, "[Get][GraphCount] failed, graph id:%u.", args.graph_id);
  2596. return;
  2597. }
  2598. // Avoid repeatively prerun for graphs owns same graph_id in online inference concurrency
  2599. if (count > 1 && graph_node->GetBuildFlag()) {
  2600. GELOGD("Avoid repeatively prerun, graph_id:%u.", args.graph_id);
  2601. // In online inference concurrency senario, graph_node is allowed to be locked for 'count' times
  2602. graph_node->SetSemSize(count);
  2603. graph_node->Lock();
  2604. PushGraph(RunArgs( { graph_node, args.graph_id, args.session_id, args.error_context,
  2605. args.input_tensor, graph_node->GetGeRootModel(), GetThreadLocalContext(), args.callback }));
  2606. GELOGI("[PreRunThread] Loop end. Start to run with cached build model.");
  2607. continue;
  2608. }
  2609. // Cannot be put ahead of the repeatively prerun judgement
  2610. graph_node->Lock();
  2611. if (graph_node->GetRunFlag()) {
  2612. ReturnError(args.callback, GE_GRAPH_ALREADY_RUNNING,
  2613. "[RunGraph] graph already running, graph id=" + std::to_string(args.graph_id));
  2614. graph_node->Unlock();
  2615. return;
  2616. }
  2617. // set graph's run flag
  2618. graph_node->SetRunFlag(true);
  2619. ComputeGraphPtr compute_graph_tmp = GraphUtils::GetComputeGraph(*(graph_node->GetGraph()));
  2620. if (compute_graph_tmp == nullptr) {
  2621. ReturnError(args.callback, GE_GRAPH_GRAPH_NODE_NULL,
  2622. "[RunGraph] compute_graph_tmp is NULL, graph id = %u.");
  2623. graph_node->Unlock();
  2624. return;
  2625. }
  2626. // when set incre build, save cache helper.
  2627. AddModelCacheHelperToMap(args.graph_id, args.session_id, compute_graph_tmp);
  2628. std::vector<GeModelPtr> ge_models;
  2629. if (options_.local_fmk_op_flag) {
  2630. GetCompilerStages(graph_node->GetGraphId()).optimizer.TranFrameOp(compute_graph_tmp);
  2631. }
  2632. // it will not execute graph preprocess, optimize, parition, build if the graph has built successful.
  2633. GELOGI("Start for run graph async.");
  2634. GeRootModelPtr ge_root_model = nullptr;
  2635. ret = CheckIncreBuildAndPreRun(args, graph_node, ge_root_model);
  2636. if (ret != SUCCESS) {
  2637. graph_node->SetRunFlag(false);
  2638. if (!ge::Analyzer::GetInstance()->IsEnableNetAnalyzeDebug()) {
  2639. GELOGE(ret, "CheckIncreBuildAndPreRun Failed, thread exit..");
  2640. graph_node->Unlock();
  2641. return;
  2642. } else {
  2643. GELOGE(ret, "CheckIncreBuildAndPreRun Failed, keep geop continue!");
  2644. graph_node->Unlock();
  2645. continue;
  2646. }
  2647. }
  2648. PushGraph(RunArgs( { graph_node, args.graph_id, args.session_id, args.error_context,
  2649. args.input_tensor, ge_root_model, GetThreadLocalContext(), args.callback }));
  2650. GELOGI("[PreRunThread] Loop end.");
  2651. }
  2652. }
  2653. void GraphManager::PushGraph(const RunArgs &args) {
  2654. if (executor_ == nullptr) {
  2655. GELOGW("Just compile model, not support execute.");
  2656. return;
  2657. }
  2658. (void)executor_->PushGraph(args);
  2659. }
  2660. void GraphManager::SetRunContext(const GraphNodePtr &graph_node) {
  2661. OmeContext ome_context;
  2662. ome_context.need_multi_batch = GetLocalOmgContext().need_multi_batch;
  2663. ome_context.dynamic_node_type = GetLocalOmgContext().dynamic_node_type;
  2664. ome_context.dynamic_shape_dims = StringUtils::Split(GetLocalOmgContext().dynamic_dims, ';');
  2665. ome_context.user_input_dims = GetLocalOmgContext().user_input_dims;
  2666. ome_context.data_nodes = GetLocalOmgContext().data_nodes;
  2667. ome_context.getnext_nosink_nodes = GetLocalOmgContext().getnext_nosink_nodes;
  2668. ome_context.user_real_input_dims = GetLocalOmgContext().user_real_input_dims;
  2669. graph_node->SetOmeContext(ome_context);
  2670. }
  2671. void GraphManager::StopQueue() {
  2672. thread_run_flag_.store(false);
  2673. prerun_args_q_.Stop();
  2674. }
  2675. void GraphManager::ReturnError(RunAsyncCallback callback, Status ret, const string &log) {
  2676. StopQueue();
  2677. GELOGE(ret, "%s.", log.c_str());
  2678. std::vector<ge::Tensor> outputs;
  2679. if (callback != nullptr) {
  2680. callback(ret, outputs);
  2681. }
  2682. }
  2683. bool GraphManager::IsGraphNeedRebuild(uint32_t graph_id) {
  2684. // find graph
  2685. GraphNodePtr graph_node = nullptr;
  2686. Status ret = GetGraphNode(graph_id, graph_node);
  2687. if (ret != SUCCESS) {
  2688. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  2689. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id:%u.", graph_id);
  2690. return true;
  2691. }
  2692. if (graph_node == nullptr) {
  2693. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  2694. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graph_id:%u.", graph_id);
  2695. return true;
  2696. }
  2697. return IsGraphNeedBuild(graph_node);
  2698. }
  2699. bool GraphManager::IsGraphNeedBuild(const GraphNodePtr &graph_node) {
  2700. return !graph_node->GetBuildFlag() || var_acc_ctrl_.IsGraphNeedRebuild(graph_node->GetGraphId());
  2701. }
  2702. const map<std::string, std::string> *GraphManager::GetGraphOptions(uint32_t graph_id) {
  2703. GraphNodePtr graph_node = nullptr;
  2704. Status ret = GetGraphNode(graph_id, graph_node);
  2705. if (ret != SUCCESS) {
  2706. REPORT_INNER_ERROR("E19999", "Graph:%u not exist in graph_map, check invalid", graph_id);
  2707. GELOGE(ret, "[Get][GraphNode] failed, graph not exist, graph_id:%u.", graph_id);
  2708. return nullptr;
  2709. }
  2710. if (!graph_node) {
  2711. REPORT_INNER_ERROR("E19999", "Graph node is nullptr in graph_map, graph_id:%u, check invalid", graph_id);
  2712. GELOGE(GE_GRAPH_GRAPH_NODE_NULL, "[Check][Param] graph node is NULL, graph_id:%u.", graph_id);
  2713. return nullptr;
  2714. }
  2715. return &(graph_node->GetOptions());
  2716. }
  2717. void GraphManager::SetOptionsRunGraphFlag(bool run_graph_flag) { options_.run_graph_flag = run_graph_flag; }
  2718. Status GraphManager::OptimizeSubgraph(const GraphNodePtr &graph_node, ComputeGraphPtr &compute_graph,
  2719. uint64_t session_id) {
  2720. // graph partition
  2721. // Stage partition, only for root graph
  2722. GE_TIMESTAMP_START(StagePartition);
  2723. StagePartitioner stage_partitioner(compute_graph);
  2724. auto ret = stage_partitioner.Partition();
  2725. if (ret != SUCCESS) {
  2726. GELOGE(ret, "[Call][Partition] for Graph:%s by stage Failed", compute_graph->GetName().c_str());
  2727. return ret;
  2728. }
  2729. GE_TIMESTAMP_EVENT_END(StagePartition, "OptimizeSubgraph::StagePartition");
  2730. // all sub graph list of root graph and sub graph
  2731. GE_TIMESTAMP_START(GraphPartitionDynamicShape);
  2732. DynamicShapePartitioner dynamic_shape_partitioner(compute_graph);
  2733. ret = dynamic_shape_partitioner.Partition();
  2734. if (ret != SUCCESS) {
  2735. GELOGE(ret, "[Call][Partition] for Graph:%s by dynamic shape Failed", compute_graph->GetName().c_str());
  2736. return ret;
  2737. }
  2738. if (!compute_graph->HasAttr(ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED)) {
  2739. REPORT_INNER_ERROR("E19999", "Attr:%s not exist in graph:%s(id:%u)", ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED.c_str(),
  2740. compute_graph->GetName().c_str(), compute_graph->GetGraphID());
  2741. GELOGE(FAILED, "[Get][Attr] Attr %s not exist in graph:%u", ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED.c_str(),
  2742. compute_graph->GetGraphID());
  2743. return FAILED;
  2744. }
  2745. GE_TIMESTAMP_EVENT_END(GraphPartitionDynamicShape, "OptimizeSubgraph::GraphPartitionDynamicShape");
  2746. GE_DUMP(compute_graph, "AfterDynamicShapePartition");
  2747. GE_TIMESTAMP_START(SubgraphPartitionAndOptimization_CompoundEngine);
  2748. ret = SubgraphPartitionAndOptimization(graph_node, compute_graph, session_id,
  2749. GraphPartitioner::kCompoundEnginePartitioning);
  2750. if (ret != SUCCESS) {
  2751. GELOGE(ret, "[SubgraphPartitionAndOptimization][CompoundEngine] for graph:%s failed",
  2752. compute_graph->GetName().c_str());
  2753. return ret;
  2754. }
  2755. GE_TIMESTAMP_EVENT_END(SubgraphPartitionAndOptimization_CompoundEngine,
  2756. "OptimizeSubgraph::SubgraphPartitionAndOptimization::CompoundEngine");
  2757. GE_DUMP(compute_graph, "MergedComputeGraphAfterCompoundEnginePartition");
  2758. GE_TIMESTAMP_START(SubgraphPartitionAndOptimization_AtomicEngine);
  2759. ret = SubgraphPartitionAndOptimization(graph_node, compute_graph, session_id,
  2760. GraphPartitioner::kAtomicEnginePartitioning);
  2761. if (ret != SUCCESS) {
  2762. GELOGE(ret, "[SubgraphPartitionAndOptimization][AtomicEngine] for graph:%s failed",
  2763. compute_graph->GetName().c_str());
  2764. return ret;
  2765. }
  2766. GE_TIMESTAMP_EVENT_END(SubgraphPartitionAndOptimization_AtomicEngine,
  2767. "OptimizeSubgraph::SubgraphPartitionAndOptimization::AtomicEngine");
  2768. GE_DUMP(compute_graph, "MergedComputeGraphAfterAtomicEnginePartition");
  2769. return SUCCESS;
  2770. }
  2771. Status GraphManager::SubgraphPartitionAndOptimization(const GraphNodePtr &graph_node, ComputeGraphPtr &compute_graph,
  2772. uint64_t session_id, GraphPartitioner::Mode mode) {
  2773. std::shared_ptr<GELib> instance_ptr = GELib::GetInstance();
  2774. if ((instance_ptr == nullptr) || (!instance_ptr->InitFlag())) {
  2775. REPORT_INNER_ERROR("E19999", "GELib instance is nullptr or it is not InitFlag, check invalid.");
  2776. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "[Get][GELib] Run enginePlacer failed, because GELib is invalid.");
  2777. return FAILED;
  2778. }
  2779. if ((mode == GraphPartitioner::kCompoundEnginePartitioning) &&
  2780. instance_ptr->OpsKernelManagerObj().GetCompoundEngineContains().empty() &&
  2781. instance_ptr->DNNEngineManagerObj().GetCompoundEngineContains().empty()) {
  2782. GELOGI("No compound engine registers, ignore subgraph partition and optimization for compound engine");
  2783. return SUCCESS;
  2784. }
  2785. GE_TIMESTAMP_START(GraphPartition);
  2786. GraphPartitioner &partitioner = GetCompilerStages(graph_node->GetGraphId()).partitioner;
  2787. Status ret = partitioner.Partition(compute_graph, mode);
  2788. if (ret != SUCCESS) {
  2789. GELOGE(ret, "[Call][Partition] for Graph:%s Failed", compute_graph->GetName().c_str());
  2790. return ret;
  2791. }
  2792. GE_TIMESTAMP_EVENT_END(GraphPartition, "OptimizeSubgraph::Partition1");
  2793. GE_TIMESTAMP_START(SetSubgraph);
  2794. ret = SetSubgraph(session_id, compute_graph, partitioner);
  2795. if (ret != SUCCESS) {
  2796. GELOGE(ret, "[Set][Subgraph] failed for graph:%s, session_id:%lu", compute_graph->GetName().c_str(), session_id);
  2797. return ret;
  2798. }
  2799. GE_TIMESTAMP_EVENT_END(SetSubgraph, "OptimizeSubgraph::SetSubGraph");
  2800. if (mode == GraphPartitioner::kAtomicEnginePartitioning) {
  2801. std::set<string> build_steps = {BUILD_STEP_BEFORE_UB_MATCH, BUILD_STEP_AFTER_BUILDER, BUILD_STEP_AFTER_BUILDER_SUB};
  2802. if ((options_.build_mode == BUILD_MODE_TUNING) && (build_steps.count(options_.build_step) > 0)) {
  2803. GE_TIMESTAMP_START(ConvertGraphToFile);
  2804. std::string tuning_path;
  2805. (void) GetContext().GetOption(TUNING_PATH, tuning_path);
  2806. Status ret = ConvertGraphToFile(compute_graph, partitioner, tuning_path,
  2807. (options_.build_step == BUILD_STEP_AFTER_BUILDER));
  2808. if (ret != SUCCESS) {
  2809. GELOGE(ret, "[Convert][Graph] [%s] to file failed", compute_graph->GetName().c_str());
  2810. return ret;
  2811. }
  2812. GE_TIMESTAMP_EVENT_END(ConvertGraphToFile, "OptimizeSubgraph::ConvertGraphToFile");
  2813. return SUCCESS;
  2814. }
  2815. }
  2816. ComputeGraphPtr merged_compute_graph = nullptr;
  2817. GE_TIMESTAMP_START(MergeSubgraph);
  2818. ret = MergeSubGraph(merged_compute_graph, compute_graph, graph_node->GetGraphId());
  2819. if (ret != SUCCESS) {
  2820. GELOGE(ret, "[Merge][SubGraph] Failed, graph:%s(id:%u)",
  2821. compute_graph->GetName().c_str(), graph_node->GetGraphId());
  2822. return ret;
  2823. }
  2824. GE_CHECK_NOTNULL(merged_compute_graph);
  2825. merged_compute_graph->SetSessionID(session_id);
  2826. merged_compute_graph->SetGraphID(graph_node->GetGraphId());
  2827. merged_compute_graph->SetNeedIteration(compute_graph->GetNeedIteration());
  2828. for (auto &sub_graph : merged_compute_graph->GetAllSubgraphs()) {
  2829. sub_graph->SetSessionID(session_id);
  2830. sub_graph->SetGraphID(graph_node->GetGraphId());
  2831. }
  2832. bool off_super_kernel = false;
  2833. if (AttrUtils::GetBool(compute_graph, ATTR_NAME_OFF_SUPERKERNEL_ATTR, off_super_kernel)) {
  2834. GELOGI("Compute graph %s get super kernel flag %d.", compute_graph->GetName().c_str(), off_super_kernel);
  2835. if (!AttrUtils::SetBool(merged_compute_graph, ATTR_NAME_OFF_SUPERKERNEL_ATTR, off_super_kernel)) {
  2836. REPORT_INNER_ERROR("E19999", "Set Attr:%s to graph:%u failed",
  2837. ATTR_NAME_OFF_SUPERKERNEL_ATTR.c_str(), compute_graph->GetGraphID());
  2838. GELOGE(FAILED, "[Set][Attr] %s to graph:%u failed",
  2839. ATTR_NAME_OFF_SUPERKERNEL_ATTR.c_str(), compute_graph->GetGraphID());
  2840. return FAILED;
  2841. }
  2842. }
  2843. bool dynamic_shape_partitioned = false;
  2844. if (AttrUtils::GetBool(compute_graph, ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED, dynamic_shape_partitioned)) {
  2845. GELOGI("Compute graph %s get super kernel flag %d.", compute_graph->GetName().c_str(), dynamic_shape_partitioned);
  2846. if (!AttrUtils::SetBool(merged_compute_graph, ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED, dynamic_shape_partitioned)) {
  2847. REPORT_INNER_ERROR("E19999", "Set Attr:%s to graph:%u failed",
  2848. ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED.c_str(), compute_graph->GetGraphID());
  2849. GELOGE(FAILED, "[Set][Attr] %s to graph:%u failed",
  2850. ATTR_NAME_DYNAMIC_SHAPE_PARTITIONED.c_str(), compute_graph->GetGraphID());
  2851. return FAILED;
  2852. }
  2853. }
  2854. GE_TIMESTAMP_EVENT_END(MergeSubgraph, "OptimizeSubgraph::MergeSubGraph");
  2855. compute_graph = merged_compute_graph;
  2856. return SUCCESS;
  2857. }
  2858. Status GraphManager::ConvertGraphToFile(ComputeGraphPtr &compute_graph, GraphPartitioner &partitioner, std::string path,
  2859. bool exe_flag) {
  2860. GE_CHECK_NOTNULL(compute_graph);
  2861. GELOGI("compute_graph [%s] path [%s] Enter ConvertGraphToFile.", compute_graph->GetName().c_str(), path.c_str());
  2862. std::vector<ComputeGraphPtr> non_tuning_subgraphs;
  2863. auto input_node_sub_graph_map = partitioner.graph_2_input_subgraph_;
  2864. const auto &input_subgraph_info = input_node_sub_graph_map[compute_graph];
  2865. GE_CHECK_NOTNULL(input_subgraph_info);
  2866. ComputeGraphPtr input_graph_tmp = input_subgraph_info->GetSubGraph();
  2867. non_tuning_subgraphs.push_back(input_graph_tmp);
  2868. auto sub_graph_map = partitioner.GetSubGraphMap();
  2869. const auto &subgraph_infos = sub_graph_map[compute_graph];
  2870. std::vector<ComputeGraphPtr> tuning_subgraphs;
  2871. for (const auto &sub_graph_info_ptr: subgraph_infos) {
  2872. GE_CHECK_NOTNULL(sub_graph_info_ptr);
  2873. ComputeGraphPtr sub_graph_tmp = sub_graph_info_ptr->GetSubGraph();
  2874. // need to tuning
  2875. if (sub_graph_info_ptr->GetEngineName() == kVectorEngine || sub_graph_info_ptr->GetEngineName() == kAIcoreEngine) {
  2876. tuning_subgraphs.push_back(sub_graph_tmp);
  2877. } else {
  2878. non_tuning_subgraphs.push_back(sub_graph_tmp);
  2879. }
  2880. }
  2881. // for function graphs to tune
  2882. for (auto &function_graph : compute_graph->GetAllSubgraphs()) {
  2883. auto subgraph_list = sub_graph_map[function_graph];
  2884. for (const auto &sub_graph_info_ptr : subgraph_list) {
  2885. GE_CHECK_NOTNULL(sub_graph_info_ptr);
  2886. ComputeGraphPtr sub_graph_tmp = sub_graph_info_ptr->GetSubGraph();
  2887. // need to tuning
  2888. if (sub_graph_info_ptr->GetEngineName() == kVectorEngine ||
  2889. sub_graph_info_ptr->GetEngineName() == kAIcoreEngine) {
  2890. tuning_subgraphs.push_back(sub_graph_tmp);
  2891. } else {
  2892. non_tuning_subgraphs.push_back(sub_graph_tmp);
  2893. }
  2894. }
  2895. }
  2896. return TuningUtils::ConvertGraphToFile(tuning_subgraphs, non_tuning_subgraphs, exe_flag, path);
  2897. }
  2898. Status GraphManager::Build(const GraphNodePtr &graph_node, ComputeGraphPtr &compute_graph,
  2899. GeRootModelPtr &ge_root_model, uint64_t session_id) {
  2900. ErrorManager::GetInstance().SetStage(error_message::kModelCompile, error_message::kOther);
  2901. // build
  2902. if (compute_graph != nullptr) {
  2903. std::string graph_name = compute_graph->GetName();
  2904. graph_name.append("_");
  2905. graph_name.append(std::to_string(graph_node->GetGraphId()));
  2906. compute_graph->SetName(graph_name);
  2907. }
  2908. auto ret = GetCompilerStages(graph_node->GetGraphId()).builder.Build(compute_graph, ge_root_model, session_id);
  2909. if (ret != SUCCESS) {
  2910. GELOGE(ret, "[Call][Build] failed, session_id:%lu.", session_id);
  2911. return ret;
  2912. }
  2913. bool is_always_dump = false;
  2914. if (!DumpManager::GetInstance().GetDumpProperties(session_id).GetDumpPath().empty()) {
  2915. is_always_dump = true;
  2916. }
  2917. GraphUtils::DumpGEGraph(compute_graph, "Build", is_always_dump);
  2918. GraphUtils::DumpGEGraphToOnnx(*compute_graph, "Build");
  2919. SetRunContext(graph_node);
  2920. graph_node->SetGeRootModel(ge_root_model);
  2921. return SUCCESS;
  2922. }
  2923. Status GraphManager::GenCheckPointGraph(const std::map<std::string, GeTensorDesc> &all_variables, Graph &graph) {
  2924. ge::ComputeGraphPtr compute_graph = MakeShared<ComputeGraph>(kCheckPointGraph);
  2925. GE_CHECK_NOTNULL(compute_graph);
  2926. OpDescPtr save_desc = MakeShared<ge::OpDesc>(compute_graph->GetName() + "_" + kSave, kSave);
  2927. GE_CHECK_NOTNULL(save_desc);
  2928. uint32_t save_index = 0;
  2929. for (auto iter = all_variables.begin(); iter != all_variables.end(); ++iter) {
  2930. GE_CHK_GRAPH_STATUS_RET(save_desc->AddInputDesc(save_index, iter->second));
  2931. save_index++;
  2932. }
  2933. NodePtr save_node = compute_graph->AddNode(save_desc);
  2934. uint32_t index = 0;
  2935. for (auto iter = all_variables.begin(); iter != all_variables.end(); ++iter) {
  2936. OpDescPtr var_desc = MakeShared<ge::OpDesc>(iter->first, VARIABLE);
  2937. GE_CHECK_NOTNULL(var_desc);
  2938. if (!AttrUtils::SetBool(var_desc, kCheckPointForGetVar, true)) {
  2939. GELOGW("Set check point graph attr failed.");
  2940. }
  2941. GE_CHK_GRAPH_STATUS_RET(var_desc->AddOutputDesc(iter->second));
  2942. NodePtr var_node = compute_graph->AddNode(var_desc);
  2943. GE_CHK_STATUS(GraphUtils::AddEdge(var_node->GetOutDataAnchor(0), save_node->GetInDataAnchor(index)),
  2944. "[Add][Edge][%s->%s] fail.", var_node->GetName().c_str(), save_node->GetName().c_str());
  2945. index++;
  2946. }
  2947. compute_graph->Dump();
  2948. graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph);
  2949. return SUCCESS;
  2950. }
  2951. Status GraphManager::SaveVariables(const Graph &graph, const std::vector<std::string> &var_names,
  2952. const std::vector<Tensor> &outputs, std::vector<Tensor> &var_values) {
  2953. map<string, Tensor> var_results;
  2954. GE_CHK_STATUS_RET(SaveCheckPointResult(graph, outputs, var_results), "[Save][CheckPointResult] failed.");
  2955. if (!var_names.empty()) {
  2956. for (const auto &var_name : var_names) {
  2957. if (var_results.count(var_name) == 0) {
  2958. REPORT_INNER_ERROR("E19999", "Fetch Var:%s result value fail", var_name.c_str());
  2959. GELOGE(FAILED, "[Check][Param] Fetch var[%s] value failed.", var_name.c_str());
  2960. return FAILED;
  2961. } else {
  2962. auto var_tensor = var_results[var_name].GetTensorDesc();
  2963. var_tensor.SetName(var_name.c_str());
  2964. var_results[var_name].SetTensorDesc(var_tensor);
  2965. var_values.emplace_back(var_results[var_name]);
  2966. }
  2967. }
  2968. } else {
  2969. for (auto iter = var_results.begin(); iter != var_results.end(); ++iter) {
  2970. string var_name = iter->first;
  2971. auto var_tensor = iter->second.GetTensorDesc();
  2972. var_tensor.SetName(var_name.c_str());
  2973. iter->second.SetTensorDesc(var_tensor);
  2974. var_values.emplace_back(iter->second);
  2975. }
  2976. }
  2977. return SUCCESS;
  2978. }
  2979. Status GraphManager::SaveCheckPointResult(const Graph &graph, const std::vector<Tensor> &outputs,
  2980. map<string, Tensor> &var_results) {
  2981. auto compute_graph = GraphUtils::GetComputeGraph(graph);
  2982. NodePtr netoutput_node = nullptr;
  2983. for (const auto &node : compute_graph->GetAllNodes()) {
  2984. if (node->GetType() == NETOUTPUT) {
  2985. netoutput_node = node;
  2986. break;
  2987. }
  2988. }
  2989. GE_CHECK_NOTNULL(netoutput_node);
  2990. for (const auto &in : netoutput_node->GetAllInDataAnchors()) {
  2991. auto out_anchor = in->GetPeerOutAnchor();
  2992. GE_CHECK_NOTNULL(out_anchor);
  2993. auto peer_node = out_anchor->GetOwnerNode();
  2994. while (peer_node->GetType() != VARIABLE) {
  2995. if (peer_node->GetAllInDataAnchors().size() != 1) {
  2996. REPORT_INNER_ERROR("E19999", "peer node:%s(%s) of netoutput has more than 1 input in checkpoint Graph, "
  2997. "check invalid",
  2998. peer_node->GetName().c_str(), peer_node->GetType().c_str());
  2999. GELOGE(FAILED, "[Check][Param] peer_node [%s] has more than 1 input in checkpoint Graph.",
  3000. peer_node->GetName().c_str());
  3001. return FAILED;
  3002. }
  3003. auto peer_node_in_anchor = peer_node->GetAllInDataAnchors().at(0);
  3004. auto peer_node_out_anchor = peer_node_in_anchor->GetPeerOutAnchor();
  3005. if (peer_node_out_anchor != nullptr) {
  3006. peer_node = peer_node_out_anchor->GetOwnerNode();
  3007. if (peer_node->GetType() == VARIABLE) {
  3008. break;
  3009. }
  3010. }
  3011. }
  3012. if (peer_node->GetType() != VARIABLE) {
  3013. REPORT_INNER_ERROR("E19999", "peer node:%s(%s) of netoutput is not variable in checkpoint Graph, "
  3014. "check invalid",
  3015. peer_node->GetName().c_str(), peer_node->GetType().c_str());
  3016. GELOGE(FAILED, "[Check][Param] peer_node %s is not variable in checkpoint Graph.", peer_node->GetName().c_str());
  3017. return FAILED;
  3018. }
  3019. auto var_name = peer_node->GetName();
  3020. GELOGI("[GraphManager] SaveVariables, varName is %s.", var_name.c_str());
  3021. if (in->GetIdx() >= static_cast<int>(outputs.size())) {
  3022. REPORT_INNER_ERROR("E19999", "In index:%u of netoutput is out of outputs.size:%zu range in checkpoint Graph, "
  3023. "check invalid", in->GetIdx(), outputs.size());
  3024. GELOGE(FAILED, "[Check][Param] variable index[%d] out of range[%zu].", in->GetIdx(), outputs.size());
  3025. return FAILED;
  3026. }
  3027. var_results.emplace(var_name, outputs.at(in->GetIdx()));
  3028. }
  3029. return SUCCESS;
  3030. }
  3031. void GraphManager::AddLocalOmgContext(GraphId graph_id, const OmgContext &omg_context) {
  3032. std::lock_guard<std::mutex> lock(member_mutex_);
  3033. omg_contexts_.emplace(graph_id, omg_context);
  3034. SetLocalOmgContext(omg_contexts_[graph_id]);
  3035. }
  3036. void GraphManager::UpdateLocalOmgContext(GraphId graph_id) {
  3037. std::lock_guard<std::mutex> lock(member_mutex_);
  3038. auto iter = omg_contexts_.find(graph_id);
  3039. if (iter != omg_contexts_.end()) {
  3040. SetLocalOmgContext(iter->second);
  3041. } else {
  3042. GELOGW("OmgContext of graph %u is not found.", graph_id);
  3043. }
  3044. }
  3045. GraphManager::CompilerStages &GraphManager::GetCompilerStages(GraphId graph_id) {
  3046. std::lock_guard<std::mutex> lock(member_mutex_);
  3047. return compiler_stages_[graph_id];
  3048. }
  3049. void GraphManager::RemoveCompilerStages(GraphId graph_id) {
  3050. std::lock_guard<std::mutex> lock(member_mutex_);
  3051. compiler_stages_.erase(graph_id);
  3052. }
  3053. void GraphManager::IncreaseGraphCount(GraphId graph_id) {
  3054. std::lock_guard<std::mutex> lock(graph_count_mutex_);
  3055. auto it = graph_count_.find(graph_id);
  3056. if (it == graph_count_.end()) {
  3057. graph_count_.insert({graph_id, kInitGraphCount});
  3058. GELOGD("After increaseGraphCount, graph count of id[%u] is %u.", graph_id, graph_count_[graph_id]);
  3059. } else {
  3060. ++graph_count_[graph_id];
  3061. GELOGD("After increaseGraphCount, graph count of id[%u] is %u.", graph_id, graph_count_[graph_id]);
  3062. }
  3063. }
  3064. void GraphManager::RemoveGraphCount(GraphId graph_id) {
  3065. std::lock_guard<std::mutex> lock(graph_count_mutex_);
  3066. auto it = graph_count_.find(graph_id);
  3067. if (it == graph_count_.end()) {
  3068. GELOGW("Graph of id: %u has not been added, count cannot be decreased", graph_id);
  3069. } else {
  3070. GELOGD("RemoveGraphCount success, graph count of id[%u] is %u", graph_id, graph_count_[graph_id]);
  3071. graph_count_.erase(it);
  3072. }
  3073. }
  3074. void GraphManager::DecreaseGraphCount(GraphId graph_id) {
  3075. std::lock_guard<std::mutex> lock(graph_count_mutex_);
  3076. auto it = graph_count_.find(graph_id);
  3077. if (it == graph_count_.end()) {
  3078. GELOGW("Graph of id: %u has not been added, count cannot be decreased.", graph_id);
  3079. } else {
  3080. --it->second;
  3081. GELOGD("After DecreaseGraphCount, graph count of id[%u] is %u.", graph_id, graph_count_[graph_id]);
  3082. }
  3083. }
  3084. Status GraphManager::GetGraphCount(GraphId graph_id, uint32_t &count) {
  3085. std::lock_guard<std::mutex> lock(graph_count_mutex_);
  3086. auto it = graph_count_.find(graph_id);
  3087. if (it == graph_count_.end()) {
  3088. GELOGW("Graph [id:%u] has not been added.", graph_id);
  3089. return FAILED;
  3090. }
  3091. count = it->second;
  3092. return SUCCESS;
  3093. }
  3094. } // 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