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attach_stream_label_pass.cc 11 kB

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  1. /**
  2. * Copyright 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/passes/attach_stream_label_pass.h"
  17. #include "ge/ge_api_types.h"
  18. #include "graph/common/omg_util.h"
  19. using std::string;
  20. namespace ge {
  21. Status AttachStreamLabelPass::Run(ComputeGraphPtr graph) {
  22. GELOGD("AttachStreamLabelPass Enter.");
  23. FindNodes(graph);
  24. for (const auto &node : need_label_nodes_) {
  25. GE_CHK_STATUS_RET(UpdateCondBranch(node), "Update cond branch failed, start node:%s.", node->GetName().c_str());
  26. }
  27. GE_CHK_STATUS_RET(UpdateEnterNode(), "UpdateEnterNode failed.");
  28. GELOGD("AttachStreamLabelPass Leave.");
  29. return SUCCESS;
  30. }
  31. ///
  32. /// @brief Clear Status, used for subgraph pass
  33. /// @return
  34. ///
  35. Status AttachStreamLabelPass::ClearStatus() {
  36. stream_switch_nodes_.clear();
  37. need_label_nodes_.clear();
  38. enter_nodes_.clear();
  39. branch_head_nodes_.clear();
  40. return SUCCESS;
  41. }
  42. ///
  43. /// @brief Find StreamSwitch / StreamMerge / Enter node
  44. /// @param [in] graph
  45. /// @return void
  46. ///
  47. void AttachStreamLabelPass::FindNodes(const ComputeGraphPtr &graph) {
  48. for (const NodePtr &node : graph->GetDirectNode()) {
  49. const auto &op_desc = node->GetOpDesc();
  50. if (op_desc == nullptr) {
  51. continue;
  52. }
  53. const std::string &type = op_desc->GetType();
  54. if ((type == STREAMSWITCH) && op_desc->HasAttr(ATTR_NAME_SWITCH_TRUE_BRANCH_FLAG)) {
  55. stream_switch_nodes_.emplace_back(node);
  56. } else if ((type == STREAMMERGE) && !op_desc->HasAttr(ATTR_NAME_NEXT_ITERATION)) {
  57. need_label_nodes_.emplace_back(node);
  58. } else if ((type == ENTER) || (type == REFENTER)) {
  59. enter_nodes_.emplace_back(node);
  60. }
  61. }
  62. for (const auto &node : stream_switch_nodes_) {
  63. for (const auto &out_ctrl_node : node->GetOutControlNodes()) {
  64. GELOGD("branch_head_node %s of stream_switch %s.", out_ctrl_node->GetName().c_str(), node->GetName().c_str());
  65. branch_head_nodes_[out_ctrl_node] = node;
  66. }
  67. need_label_nodes_.emplace_back(node);
  68. }
  69. }
  70. ///
  71. /// @brief update cond branch
  72. /// @param [in] node
  73. /// @return Status
  74. ///
  75. Status AttachStreamLabelPass::UpdateCondBranch(const NodePtr &node) {
  76. std::string stream_label;
  77. if (AttachFlag(node, stream_label) != SUCCESS) {
  78. GELOGE(FAILED, "Attach flag for node %s failed.", node->GetName().c_str());
  79. return FAILED;
  80. }
  81. std::unordered_set<NodePtr> branch_nodes;
  82. std::unordered_set<NodePtr> visited;
  83. std::stack<NodePtr> nodes;
  84. nodes.push(node);
  85. static const std::set<std::string> end_type_set = {STREAMSWITCH, STREAMMERGE, MERGE};
  86. while (!nodes.empty()) {
  87. NodePtr cur_node = nodes.top();
  88. nodes.pop();
  89. if (visited.count(cur_node) > 0) {
  90. continue;
  91. }
  92. const std::string &type = cur_node->GetType();
  93. for (const auto &out_node : cur_node->GetOutAllNodes()) {
  94. const std::string &out_type = out_node->GetType();
  95. bool stop_flag = (end_type_set.count(out_type) > 0) ||
  96. ((branch_head_nodes_.count(out_node) > 0) && (branch_head_nodes_[out_node] != node)) ||
  97. (((type == ENTER) || (type == REFENTER)) && (out_type != STREAMACTIVE));
  98. if (!stop_flag) {
  99. nodes.push(out_node);
  100. GELOGD("Insert branch node %s.", out_node->GetName().c_str());
  101. branch_nodes.insert(out_node);
  102. }
  103. }
  104. visited.insert(cur_node);
  105. }
  106. for (const NodePtr &tmp_node : branch_nodes) {
  107. GELOGD("Attach label %s to node: %s.", stream_label.c_str(), tmp_node->GetName().c_str());
  108. auto status = SetStreamLabel(tmp_node, stream_label);
  109. if (status != ge::SUCCESS) {
  110. REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed when AttachStreamLabelPass %s",
  111. stream_label.c_str(), tmp_node->GetName().c_str(), tmp_node->GetType().c_str(), __FUNCTION__);
  112. GELOGE(status, "Set stream label failed.");
  113. return status;
  114. }
  115. }
  116. return SUCCESS;
  117. }
  118. ///
  119. /// @brief attach flag
  120. /// @param [in] node
  121. /// @param [out] stream_label
  122. /// @return Status
  123. ///
  124. Status AttachStreamLabelPass::AttachFlag(const NodePtr &node, std::string &stream_label) {
  125. const std::string &type = node->GetType();
  126. if (type == STREAMSWITCH) {
  127. if (node->GetInDataNodes().empty()) {
  128. REPORT_INNER_ERROR("E19999", "In data nodes is empty of op:%s(%s), check invalid when AttachStreamLabelPass %s",
  129. node->GetName().c_str(), node->GetType().c_str(), __FUNCTION__);
  130. GELOGE(INTERNAL_ERROR, "node %s has no input_data_node.", node->GetName().c_str());
  131. return INTERNAL_ERROR;
  132. }
  133. stream_label = node->GetInDataNodes().at(0)->GetName();
  134. bool value = false;
  135. OpDescPtr op_desc = node->GetOpDesc();
  136. GE_CHECK_NOTNULL(op_desc);
  137. GE_CHK_BOOL_EXEC(AttrUtils::GetBool(op_desc, ATTR_NAME_SWITCH_TRUE_BRANCH_FLAG, value),
  138. REPORT_CALL_ERROR("E19999", "Get Attr:%s of op:%s(%s) failed when AttachStreamLabelPass %s",
  139. ATTR_NAME_SWITCH_TRUE_BRANCH_FLAG.c_str(),
  140. op_desc->GetName().c_str(), op_desc->GetType().c_str(), __FUNCTION__);
  141. return FAILED,
  142. "StreamSwitch get attr TRUE_BRANCH_STREAM failed.");
  143. stream_label += (value ? "_t" : "_f");
  144. auto status = SetActiveLabelList(node, {stream_label});
  145. if (status != ge::SUCCESS) {
  146. REPORT_CALL_ERROR("E19999", "Set active label list:%s to op:%s(%s) failed when AttachStreamLabelPass %s",
  147. stream_label.c_str(), node->GetName().c_str(), node->GetType().c_str(), __FUNCTION__);
  148. GELOGE(status, "set active_label_list failed.");
  149. return status;
  150. }
  151. } else if (type == STREAMMERGE) {
  152. stream_label = node->GetName();
  153. auto status = SetStreamLabel(node, stream_label);
  154. if (status != ge::SUCCESS) {
  155. REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed when AttachStreamLabelPass %s",
  156. stream_label.c_str(), node->GetName().c_str(), node->GetType().c_str(), __FUNCTION__);
  157. GELOGE(status, "Set stream label failed.");
  158. return status;
  159. }
  160. }
  161. return SUCCESS;
  162. }
  163. ///
  164. /// @brief Update stream_label start with enter nodes
  165. /// @return Status
  166. ///
  167. Status AttachStreamLabelPass::UpdateEnterNode() {
  168. std::unordered_map<NodePtr, std::vector<NodePtr>> enter_active_map;
  169. for (const auto &enter_node : enter_nodes_) {
  170. for (const auto &out_ctrl_node : enter_node->GetOutControlNodes()) {
  171. if (out_ctrl_node->GetType() != STREAMACTIVE) {
  172. continue;
  173. }
  174. if (enter_active_map.find(out_ctrl_node) == enter_active_map.end()) {
  175. enter_active_map[out_ctrl_node] = {enter_node};
  176. } else {
  177. enter_active_map[out_ctrl_node].emplace_back(enter_node);
  178. }
  179. }
  180. }
  181. for (const auto &pair : enter_active_map) {
  182. if (SetEnterLabel(pair.second, pair.first) != SUCCESS) {
  183. GELOGE(FAILED, "Set stream_label for enter_nodes failed.");
  184. return FAILED;
  185. }
  186. NodePtr active_node = pair.first;
  187. GE_CHECK_NOTNULL(active_node);
  188. std::vector<std::string> active_label_list;
  189. bool get_attr = AttrUtils::GetListStr(active_node->GetOpDesc(), ATTR_NAME_ACTIVE_LABEL_LIST, active_label_list) &&
  190. (active_label_list.size() == 1) && !active_label_list[0].empty();
  191. if (!get_attr) {
  192. REPORT_CALL_ERROR("E19999", "Get Attr:%s of op:%s(%s) failed when AttachStreamLabelPass %s",
  193. ATTR_NAME_ACTIVE_LABEL_LIST.c_str(),
  194. active_node->GetName().c_str(), active_node->GetType().c_str(), __FUNCTION__);
  195. GELOGE(INTERNAL_ERROR, "Get attr ATTR_NAME_ACTIVE_LABEL_LIST failed, node: %s.", active_node->GetName().c_str());
  196. return INTERNAL_ERROR;
  197. }
  198. std::stack<NodePtr> enter_nodes;
  199. for (const auto &enter_node : pair.second) {
  200. enter_nodes.emplace(enter_node);
  201. }
  202. if (UpdateLoopBranch(enter_nodes, active_label_list[0]) != SUCCESS) {
  203. GELOGE(FAILED, "Update stream_label for loop_branch failed.");
  204. return FAILED;
  205. }
  206. }
  207. return SUCCESS;
  208. }
  209. ///
  210. /// @brief Set stream_label for enter_nodes
  211. /// @param [in] enter_nodes
  212. /// @param [in] active_node
  213. /// @return Status
  214. ///
  215. Status AttachStreamLabelPass::SetEnterLabel(const std::vector<NodePtr> &enter_nodes, const NodePtr &active_node) {
  216. std::string stream_label;
  217. GE_CHECK_NOTNULL(active_node);
  218. (void)AttrUtils::GetStr(active_node->GetOpDesc(), ATTR_NAME_STREAM_LABEL, stream_label);
  219. if (stream_label.empty()) {
  220. GELOGD("stream_label of enter_active %s is empty.", active_node->GetName().c_str());
  221. return SUCCESS;
  222. }
  223. for (const auto &enter_node : enter_nodes) {
  224. auto status = SetStreamLabel(enter_node, stream_label);
  225. if (status != ge::SUCCESS) {
  226. REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed when AttachStreamLabelPass %s",
  227. stream_label.c_str(), enter_node->GetName().c_str(), enter_node->GetType().c_str(),
  228. __FUNCTION__);
  229. GELOGE(status, "Set stream label failed.");
  230. return status;
  231. }
  232. }
  233. return SUCCESS;
  234. }
  235. ///
  236. /// @brief Update stream_label for loop_branch
  237. /// @param [in] enter_nodes
  238. /// @param [in] stream_label
  239. /// @param [in] batch_label
  240. /// @return Status
  241. ///
  242. Status AttachStreamLabelPass::UpdateLoopBranch(const std::stack<NodePtr> &enter_nodes, const string &stream_label) {
  243. std::stack<NodePtr> nodes(enter_nodes);
  244. NodePtr cur_node = nullptr;
  245. while (!nodes.empty()) {
  246. cur_node = nodes.top();
  247. nodes.pop();
  248. for (const NodePtr &out_node : cur_node->GetOutAllNodes()) {
  249. OpDescPtr out_desc = out_node->GetOpDesc();
  250. GE_CHECK_NOTNULL(out_desc);
  251. std::string out_type = out_desc->GetType();
  252. bool need_skip =
  253. out_desc->HasAttr(ATTR_NAME_STREAM_LABEL) || (out_type == ENTER) || (out_type == REFENTER) ||
  254. (((cur_node->GetType() == ENTER) || (cur_node->GetType() == REFENTER)) && (out_type == STREAMACTIVE));
  255. if (need_skip) {
  256. continue;
  257. }
  258. GELOGD("Attach label %s to node: %s.", stream_label.c_str(), out_node->GetName().c_str());
  259. auto status = SetStreamLabel(out_node, stream_label);
  260. if (status != ge::SUCCESS) {
  261. REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed when AttachStreamLabelPass %s",
  262. stream_label.c_str(), out_node->GetName().c_str(), out_node->GetType().c_str(),
  263. __FUNCTION__);
  264. GELOGE(status, "Set stream label failed.");
  265. return status;
  266. }
  267. nodes.push(out_node);
  268. }
  269. }
  270. return SUCCESS;
  271. }
  272. } // 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