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merge_to_stream_merge_pass.cc 8.3 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/merge_to_stream_merge_pass.h"
  17. #include "common/ge/ge_util.h"
  18. #include "ge/ge_api_types.h"
  19. #include "graph/common/omg_util.h"
  20. namespace ge {
  21. Status MergeToStreamMergePass::Run(ComputeGraphPtr graph) {
  22. GELOGD("MergeToStreamMergePass Enter");
  23. bypass_nodes_.clear();
  24. for (const auto &node : graph->GetDirectNode()) {
  25. std::string type;
  26. GE_CHK_STATUS_RET(GetOriginalType(node, type), "Get node type failed.");
  27. if ((type != MERGE) && (type != REFMERGE)) {
  28. continue;
  29. }
  30. OpDescPtr merge_op_desc = node->GetOpDesc();
  31. GE_CHECK_NOTNULL(merge_op_desc);
  32. if (merge_op_desc->HasAttr(ATTR_INSERT_BY_MBATCH)) {
  33. GE_CHK_STATUS_RET(AddActiveNodes(graph, node), "Merge add active node failed.");
  34. auto status = SetStreamLabel(node, node->GetName());
  35. if (status != ge::SUCCESS) {
  36. REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed",
  37. node->GetName().c_str(), node->GetName().c_str(), node->GetType().c_str());
  38. GELOGE(status, "Set stream label failed.");
  39. return status;
  40. }
  41. } else {
  42. GE_CHK_STATUS_RET(ReplaceMergeNode(graph, node), "Add StreamMerge node failed.");
  43. }
  44. }
  45. for (const auto &node : bypass_nodes_) {
  46. GE_CHK_BOOL_EXEC(GraphUtils::RemoveNodeWithoutRelink(graph, node) == GRAPH_SUCCESS,
  47. REPORT_CALL_ERROR("E19999", "Remove node:%s(%s) without relink in graph:%s failed",
  48. node->GetName().c_str(),
  49. node->GetType().c_str(), graph->GetName().c_str());
  50. return FAILED,
  51. "Remove merge node failed.");
  52. }
  53. GELOGD("MergeToStreamMergePass Leave");
  54. return SUCCESS;
  55. }
  56. ///
  57. /// @brief Replace Merge Op
  58. /// @param [in] graph
  59. /// @param [in] merge_node
  60. /// @return Status
  61. ///
  62. Status MergeToStreamMergePass::ReplaceMergeNode(const ComputeGraphPtr &graph, const NodePtr &merge_node) {
  63. OpDescPtr merge_op_desc = merge_node->GetOpDesc();
  64. GE_CHECK_NOTNULL(merge_op_desc);
  65. merge_op_desc->SetType(STREAMMERGE);
  66. return AddActiveNodes(graph, merge_node);
  67. }
  68. ///
  69. /// @brief Add StreamActive Op before StreamMerge/Merge
  70. /// @param [in] graph
  71. /// @param [in] node
  72. /// @return Status
  73. ///
  74. Status MergeToStreamMergePass::AddActiveNodes(const ComputeGraphPtr &graph, const NodePtr &node) {
  75. GE_CHK_BOOL_EXEC(node != nullptr,
  76. REPORT_INNER_ERROR("E19999", "Param node is nullptr, check invalid");
  77. return FAILED, "Param of pre node is null.");
  78. bool force_unknown = node->GetOpDesc()->HasAttr(ATTR_NAME_FORCE_UNKNOWN_SHAPE);
  79. MarkForceUnknownShape(node, force_unknown);
  80. for (const InDataAnchorPtr &in_data_anchor : node->GetAllInDataAnchors()) {
  81. OutDataAnchorPtr peer_out_anchor = in_data_anchor->GetPeerOutAnchor();
  82. GE_IF_BOOL_EXEC(peer_out_anchor == nullptr, continue);
  83. NodePtr in_node = peer_out_anchor->GetOwnerNode();
  84. const std::string &type = in_node->GetType();
  85. // For WhileLoop, no need to add active nodes here, since which have been added in NextIterationPass.
  86. GE_IF_BOOL_EXEC((type == ENTER) || (type == REFENTER) || (type == NEXTITERATION) || (type == REFNEXTITERATION),
  87. continue);
  88. NodePtr active_node = CreateActiveNode(graph, in_node);
  89. GE_CHK_BOOL_EXEC(active_node != nullptr, return FAILED, "Create StreamActive node failed.");
  90. GE_CHK_STATUS(GraphUtils::AddEdge(active_node->GetOutControlAnchor(), node->GetInControlAnchor()),
  91. "StreamActive add ctrl edge failed.");
  92. if (SetActiveLabelList(active_node, { node->GetName() }) != SUCCESS) {
  93. GELOGE(FAILED, "SetActiveLabelList for node %s failed.", active_node->GetName().c_str());
  94. return FAILED;
  95. }
  96. MarkForceUnknownShape(active_node, force_unknown);
  97. }
  98. return SUCCESS;
  99. }
  100. ///
  101. /// @brief Create Active Op
  102. /// @param [in] graph
  103. /// @param [in] node
  104. /// @return ge::NodePtr
  105. ///
  106. NodePtr MergeToStreamMergePass::CreateActiveNode(const ComputeGraphPtr &graph, const NodePtr &node) {
  107. const std::string &node_name = node->GetName() + "_" + STREAMACTIVE;
  108. GELOGI("Create StreamActive op:%s.", node_name.c_str());
  109. OpDescPtr op_desc = MakeShared<OpDesc>(node_name, STREAMACTIVE);
  110. if (op_desc == nullptr) {
  111. REPORT_CALL_ERROR("E19999", "New GeTensor failed");
  112. GELOGE(FAILED, "Create op_desc failed, StreamActive:%s.", node_name.c_str());
  113. return nullptr;
  114. }
  115. NodePtr active_node = graph->AddNode(op_desc);
  116. GE_CHK_BOOL_EXEC(active_node != nullptr,
  117. REPORT_CALL_ERROR("E19999", "Add node:%s(%s) to graph:%s failed",
  118. op_desc->GetName().c_str(), op_desc->GetType().c_str(), graph->GetName().c_str());
  119. return nullptr, "Create StreamActive node failed.");
  120. GE_IF_BOOL_EXEC(GraphUtils::AddEdge(node->GetOutControlAnchor(), active_node->GetInControlAnchor()) != SUCCESS,
  121. REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed",
  122. node->GetName().c_str(), node->GetType().c_str(),
  123. active_node->GetName().c_str(), active_node->GetType().c_str());
  124. GELOGE(INTERNAL_ERROR, "add edge failed");
  125. return nullptr);
  126. GE_IF_BOOL_EXEC(SetSwitchBranchNodeLabel(active_node, node_name) != SUCCESS,
  127. GELOGE(INTERNAL_ERROR, "set switch branch node label failed");
  128. return nullptr);
  129. return active_node;
  130. }
  131. ///
  132. /// @brief move edges from old_node to new_node
  133. /// @param [in] old_node
  134. /// @param [in] new_node
  135. /// @return Status
  136. ///
  137. Status MergeToStreamMergePass::MoveEdges(const NodePtr &old_node, const NodePtr &new_node) {
  138. for (const InDataAnchorPtr &in_data_anchor : old_node->GetAllInDataAnchors()) {
  139. OutDataAnchorPtr peer_out_anchor = in_data_anchor->GetPeerOutAnchor();
  140. GE_IF_BOOL_EXEC(peer_out_anchor == nullptr, continue);
  141. GE_CHK_STATUS(GraphUtils::RemoveEdge(peer_out_anchor, in_data_anchor),
  142. "Merge remove in data edge failed.");
  143. GE_CHK_STATUS(GraphUtils::AddEdge(peer_out_anchor, new_node->GetInDataAnchor(in_data_anchor->GetIdx())),
  144. "StreamMerge add in data edge failed.");
  145. }
  146. for (const OutDataAnchorPtr &out_data_anchor : old_node->GetAllOutDataAnchors()) {
  147. for (const InDataAnchorPtr &peer_in_anchor : out_data_anchor->GetPeerInDataAnchors()) {
  148. GE_CHK_STATUS(GraphUtils::RemoveEdge(out_data_anchor, peer_in_anchor),
  149. "Merge remove out data edge failed.");
  150. GE_CHK_STATUS(GraphUtils::AddEdge(new_node->GetOutDataAnchor(out_data_anchor->GetIdx()), peer_in_anchor),
  151. "StreamMerge add out data edge failed.");
  152. }
  153. }
  154. for (const NodePtr &in_ctrl_node : old_node->GetInControlNodes()) {
  155. GE_CHK_STATUS(GraphUtils::RemoveEdge(in_ctrl_node->GetOutControlAnchor(), old_node->GetInControlAnchor()),
  156. "Merge remove in ctrl edge failed.");
  157. GE_CHK_STATUS(GraphUtils::AddEdge(in_ctrl_node->GetOutControlAnchor(), new_node->GetInControlAnchor()),
  158. "StreamMerge add in ctrl edge failed.");
  159. }
  160. for (const NodePtr &out_ctrl_node : old_node->GetOutControlNodes()) {
  161. GE_CHK_STATUS(GraphUtils::RemoveEdge(old_node->GetOutControlAnchor(), out_ctrl_node->GetInControlAnchor()),
  162. "Merge remove out ctrl edge failed.");
  163. GE_CHK_STATUS(GraphUtils::AddEdge(new_node->GetOutControlAnchor(), out_ctrl_node->GetInControlAnchor()),
  164. "StreamMerge add out ctrl edge failed.");
  165. }
  166. return SUCCESS;
  167. }
  168. } // 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