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attach_stream_label_pass.cc 9.7 kB

4 years ago
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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. namespace ge {
  20. Status AttachStreamLabelPass::Run(ComputeGraphPtr graph) {
  21. GELOGD("AttachStreamLabelPass Enter.");
  22. FindNodes(graph);
  23. for (const auto &node : need_label_nodes_) {
  24. GE_CHK_STATUS_RET(UpdateCondBranch(node), "Update cond branch failed, start node:%s.", node->GetName().c_str());
  25. }
  26. GE_CHK_STATUS_RET(UpdateEnterNode(), "UpdateEnterNode failed.");
  27. GELOGD("AttachStreamLabelPass Leave.");
  28. return SUCCESS;
  29. }
  30. ///
  31. /// @brief Clear Status, used for subgraph pass
  32. /// @return
  33. ///
  34. Status AttachStreamLabelPass::ClearStatus() {
  35. stream_switch_nodes_.clear();
  36. need_label_nodes_.clear();
  37. enter_nodes_.clear();
  38. branch_head_nodes_.clear();
  39. return SUCCESS;
  40. }
  41. ///
  42. /// @brief Find StreamSwitch / StreamMerge / Enter node
  43. /// @param [in] graph
  44. /// @return void
  45. ///
  46. void AttachStreamLabelPass::FindNodes(const ComputeGraphPtr &graph) {
  47. for (const NodePtr &node : graph->GetDirectNode()) {
  48. const auto &op_desc = node->GetOpDesc();
  49. if (op_desc == nullptr) {
  50. continue;
  51. }
  52. const std::string &type = op_desc->GetType();
  53. if ((type == STREAMSWITCH) && op_desc->HasAttr(ATTR_NAME_SWITCH_TRUE_BRANCH_FLAG)) {
  54. stream_switch_nodes_.emplace_back(node);
  55. } else if ((type == STREAMMERGE) && !op_desc->HasAttr(ATTR_NAME_NEXT_ITERATION)) {
  56. need_label_nodes_.emplace_back(node);
  57. } else if ((type == ENTER) || (type == REFENTER)) {
  58. enter_nodes_.emplace_back(node);
  59. }
  60. }
  61. for (const auto &node : stream_switch_nodes_) {
  62. for (const auto &out_ctrl_node : node->GetOutControlNodes()) {
  63. GELOGD("branch_head_node %s of stream_switch %s.", out_ctrl_node->GetName().c_str(), node->GetName().c_str());
  64. branch_head_nodes_[out_ctrl_node] = node;
  65. }
  66. need_label_nodes_.emplace_back(node);
  67. }
  68. }
  69. ///
  70. /// @brief update cond branch
  71. /// @param [in] node
  72. /// @return Status
  73. ///
  74. Status AttachStreamLabelPass::UpdateCondBranch(const NodePtr &node) {
  75. std::string stream_label;
  76. if (AttachFlag(node, stream_label) != SUCCESS) {
  77. GELOGE(FAILED, "Attach flag for node %s failed.", node->GetName().c_str());
  78. return FAILED;
  79. }
  80. std::unordered_set<NodePtr> branch_nodes;
  81. std::unordered_set<NodePtr> visited;
  82. std::stack<NodePtr> nodes;
  83. nodes.push(node);
  84. static const std::set<std::string> end_type_set = {STREAMSWITCH, STREAMMERGE, MERGE};
  85. while (!nodes.empty()) {
  86. NodePtr cur_node = nodes.top();
  87. nodes.pop();
  88. if (visited.count(cur_node) > 0) {
  89. continue;
  90. }
  91. const std::string &type = cur_node->GetType();
  92. for (const auto &out_node : cur_node->GetOutAllNodes()) {
  93. const std::string &out_type = out_node->GetType();
  94. bool stop_flag = (end_type_set.count(out_type) > 0) ||
  95. ((branch_head_nodes_.count(out_node) > 0) && (branch_head_nodes_[out_node] != node)) ||
  96. (((type == ENTER) || (type == REFENTER)) && (out_type != STREAMACTIVE));
  97. if (!stop_flag) {
  98. nodes.push(out_node);
  99. GELOGD("Insert branch node %s.", out_node->GetName().c_str());
  100. branch_nodes.insert(out_node);
  101. }
  102. }
  103. visited.insert(cur_node);
  104. }
  105. for (const NodePtr &tmp_node : branch_nodes) {
  106. GELOGD("Attach label %s to node: %s.", stream_label.c_str(), tmp_node->GetName().c_str());
  107. GE_CHK_STATUS_RET(SetStreamLabel(tmp_node, stream_label), "Set stream label failed.");
  108. }
  109. return SUCCESS;
  110. }
  111. ///
  112. /// @brief attach flag
  113. /// @param [in] node
  114. /// @param [out] stream_label
  115. /// @return Status
  116. ///
  117. Status AttachStreamLabelPass::AttachFlag(const NodePtr &node, std::string &stream_label) {
  118. const std::string &type = node->GetType();
  119. if (type == STREAMSWITCH) {
  120. if (node->GetInDataNodes().empty()) {
  121. GELOGE(INTERNAL_ERROR, "node %s has no input_data_node.", node->GetName().c_str());
  122. return INTERNAL_ERROR;
  123. }
  124. stream_label = node->GetInDataNodes().at(0)->GetName();
  125. GE_CHK_STATUS_RET(SetStreamLabel(node, stream_label), "Set stream label failed.");
  126. bool value = false;
  127. OpDescPtr op_desc = node->GetOpDesc();
  128. GE_CHECK_NOTNULL(op_desc);
  129. GE_CHK_BOOL_EXEC(AttrUtils::GetBool(op_desc, ATTR_NAME_SWITCH_TRUE_BRANCH_FLAG, value), return FAILED,
  130. "StreamSwitch get attr TRUE_BRANCH_STREAM failed.");
  131. stream_label += (value ? "_t" : "_f");
  132. GE_CHK_STATUS_RET(SetActiveLabelList(node, {stream_label}), "set active_label_list failed.");
  133. } else if (type == STREAMMERGE) {
  134. stream_label = node->GetName();
  135. GE_CHK_STATUS_RET(SetStreamLabel(node, stream_label), "Set stream label failed.");
  136. }
  137. return SUCCESS;
  138. }
  139. ///
  140. /// @brief Update stream_label start with enter nodes
  141. /// @return Status
  142. ///
  143. Status AttachStreamLabelPass::UpdateEnterNode() {
  144. std::unordered_map<NodePtr, std::vector<NodePtr>> enter_active_map;
  145. for (const auto &enter_node : enter_nodes_) {
  146. for (const auto &out_ctrl_node : enter_node->GetOutControlNodes()) {
  147. if (out_ctrl_node->GetType() != STREAMACTIVE) {
  148. continue;
  149. }
  150. if (enter_active_map.find(out_ctrl_node) == enter_active_map.end()) {
  151. enter_active_map[out_ctrl_node] = {enter_node};
  152. } else {
  153. enter_active_map[out_ctrl_node].emplace_back(enter_node);
  154. }
  155. }
  156. }
  157. for (const auto &pair : enter_active_map) {
  158. if (SetEnterLabel(pair.second, pair.first) != SUCCESS) {
  159. GELOGE(FAILED, "Set stream_label for enter_nodes failed.");
  160. return FAILED;
  161. }
  162. NodePtr active_node = pair.first;
  163. GE_CHECK_NOTNULL(active_node);
  164. std::vector<std::string> active_label_list;
  165. bool get_attr = AttrUtils::GetListStr(active_node->GetOpDesc(), ATTR_NAME_ACTIVE_LABEL_LIST, active_label_list) &&
  166. (active_label_list.size() == 1) && !active_label_list[0].empty();
  167. if (!get_attr) {
  168. GELOGE(INTERNAL_ERROR, "Get attr ATTR_NAME_ACTIVE_LABEL_LIST failed, node: %s.", active_node->GetName().c_str());
  169. return INTERNAL_ERROR;
  170. }
  171. std::stack<NodePtr> enter_nodes;
  172. std::string batch_label;
  173. for (const auto &enter_node : pair.second) {
  174. enter_nodes.emplace(enter_node);
  175. std::string tmp_label;
  176. (void)AttrUtils::GetStr(enter_node->GetOpDesc(), ATTR_NAME_BATCH_LABEL, tmp_label);
  177. if (!tmp_label.empty()) {
  178. if (batch_label.empty()) {
  179. batch_label = tmp_label;
  180. } else if (batch_label != tmp_label) {
  181. GELOGE(FAILED, "multi batch_label exist, label1=%s, label2=%s.", batch_label.c_str(), tmp_label.c_str());
  182. return FAILED;
  183. }
  184. }
  185. }
  186. if (UpdateLoopBranch(enter_nodes, active_label_list[0], batch_label) != SUCCESS) {
  187. GELOGE(FAILED, "Update stream_label for loop_branch failed.");
  188. return FAILED;
  189. }
  190. }
  191. return SUCCESS;
  192. }
  193. ///
  194. /// @brief Set stream_label for enter_nodes
  195. /// @param [in] enter_nodes
  196. /// @param [in] active_node
  197. /// @return Status
  198. ///
  199. Status AttachStreamLabelPass::SetEnterLabel(const std::vector<NodePtr> &enter_nodes, const NodePtr &active_node) {
  200. std::string stream_label;
  201. GE_CHECK_NOTNULL(active_node);
  202. (void)AttrUtils::GetStr(active_node->GetOpDesc(), ATTR_NAME_STREAM_LABEL, stream_label);
  203. if (stream_label.empty()) {
  204. GELOGD("stream_label of enter_active %s is empty.", active_node->GetName().c_str());
  205. return SUCCESS;
  206. }
  207. for (const auto &enter_node : enter_nodes) {
  208. GE_CHECK_NOTNULL(enter_node->GetOpDesc());
  209. if (enter_node->GetOpDesc()->HasAttr(ATTR_NAME_STREAM_LABEL)) {
  210. GE_CHK_STATUS_RET(SetStreamLabel(enter_node, stream_label), "Set stream label failed.");
  211. }
  212. }
  213. return SUCCESS;
  214. }
  215. ///
  216. /// @brief Update stream_label for loop_branch
  217. /// @param [in] enter_nodes
  218. /// @param [in] stream_label
  219. /// @param [in] batch_label
  220. /// @return Status
  221. ///
  222. Status AttachStreamLabelPass::UpdateLoopBranch(const std::stack<NodePtr> &enter_nodes, const std::string &stream_label,
  223. const std::string &batch_label) {
  224. std::stack<NodePtr> nodes(enter_nodes);
  225. NodePtr cur_node = nullptr;
  226. while (!nodes.empty()) {
  227. cur_node = nodes.top();
  228. nodes.pop();
  229. for (const NodePtr &out_node : cur_node->GetOutAllNodes()) {
  230. OpDescPtr out_desc = out_node->GetOpDesc();
  231. GE_CHECK_NOTNULL(out_desc);
  232. std::string tmp_label;
  233. (void)AttrUtils::GetStr(out_desc, ATTR_NAME_BATCH_LABEL, tmp_label);
  234. if (!tmp_label.empty() && (tmp_label != batch_label)) {
  235. continue;
  236. }
  237. std::string out_type = out_desc->GetType();
  238. bool need_skip =
  239. out_desc->HasAttr(ATTR_NAME_STREAM_LABEL) || (out_type == ENTER) || (out_type == REFENTER) ||
  240. (((cur_node->GetType() == ENTER) || (cur_node->GetType() == REFENTER)) && (out_type == STREAMACTIVE));
  241. if (need_skip) {
  242. continue;
  243. }
  244. GELOGD("Attach label %s to node: %s.", stream_label.c_str(), out_node->GetName().c_str());
  245. GE_CHK_STATUS_RET(SetStreamLabel(out_node, stream_label), "Set stream label failed.");
  246. nodes.push(out_node);
  247. }
  248. }
  249. return SUCCESS;
  250. }
  251. } // 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