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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. int64_t group_index = -1;
  79. bool force_unknown = AttrUtils::GetInt(node->GetOpDesc(), ATTR_NAME_CONTROL_FLOW_GROUP, group_index);
  80. MarkForceUnknownShape(node, force_unknown, group_index);
  81. for (const InDataAnchorPtr &in_data_anchor : node->GetAllInDataAnchors()) {
  82. OutDataAnchorPtr peer_out_anchor = in_data_anchor->GetPeerOutAnchor();
  83. GE_IF_BOOL_EXEC(peer_out_anchor == nullptr, continue);
  84. NodePtr in_node = peer_out_anchor->GetOwnerNode();
  85. const std::string &type = in_node->GetType();
  86. // For WhileLoop, no need to add active nodes here, since which have been added in NextIterationPass.
  87. GE_IF_BOOL_EXEC((type == ENTER) || (type == REFENTER) || (type == NEXTITERATION) || (type == REFNEXTITERATION),
  88. continue);
  89. NodePtr active_node = CreateActiveNode(graph, in_node);
  90. GE_CHK_BOOL_EXEC(active_node != nullptr, return FAILED, "Create StreamActive node failed.");
  91. GE_CHK_STATUS(GraphUtils::AddEdge(active_node->GetOutControlAnchor(), node->GetInControlAnchor()),
  92. "StreamActive add ctrl edge failed.");
  93. if (SetActiveLabelList(active_node, { node->GetName() }) != SUCCESS) {
  94. GELOGE(FAILED, "SetActiveLabelList for node %s failed.", active_node->GetName().c_str());
  95. return FAILED;
  96. }
  97. MarkForceUnknownShape(active_node, force_unknown, group_index);
  98. }
  99. return SUCCESS;
  100. }
  101. ///
  102. /// @brief Create Active Op
  103. /// @param [in] graph
  104. /// @param [in] node
  105. /// @return ge::NodePtr
  106. ///
  107. NodePtr MergeToStreamMergePass::CreateActiveNode(const ComputeGraphPtr &graph, const NodePtr &node) {
  108. const std::string &node_name = node->GetName() + "_" + STREAMACTIVE;
  109. GELOGI("Create StreamActive op:%s.", node_name.c_str());
  110. OpDescPtr op_desc = MakeShared<OpDesc>(node_name, STREAMACTIVE);
  111. if (op_desc == nullptr) {
  112. REPORT_CALL_ERROR("E19999", "New GeTensor failed");
  113. GELOGE(FAILED, "Create op_desc failed, StreamActive:%s.", node_name.c_str());
  114. return nullptr;
  115. }
  116. NodePtr active_node = graph->AddNode(op_desc);
  117. GE_CHK_BOOL_EXEC(active_node != nullptr,
  118. REPORT_CALL_ERROR("E19999", "Add node:%s(%s) to graph:%s failed",
  119. op_desc->GetName().c_str(), op_desc->GetType().c_str(), graph->GetName().c_str());
  120. return nullptr, "Create StreamActive node failed.");
  121. GE_IF_BOOL_EXEC(GraphUtils::AddEdge(node->GetOutControlAnchor(), active_node->GetInControlAnchor()) != SUCCESS,
  122. REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed",
  123. node->GetName().c_str(), node->GetType().c_str(),
  124. active_node->GetName().c_str(), active_node->GetType().c_str());
  125. GELOGE(INTERNAL_ERROR, "add edge failed");
  126. return nullptr);
  127. GE_IF_BOOL_EXEC(SetSwitchBranchNodeLabel(active_node, node_name) != SUCCESS,
  128. GELOGE(INTERNAL_ERROR, "set switch branch node label failed");
  129. return nullptr);
  130. return active_node;
  131. }
  132. ///
  133. /// @brief move edges from old_node to new_node
  134. /// @param [in] old_node
  135. /// @param [in] new_node
  136. /// @return Status
  137. ///
  138. Status MergeToStreamMergePass::MoveEdges(const NodePtr &old_node, const NodePtr &new_node) {
  139. for (const InDataAnchorPtr &in_data_anchor : old_node->GetAllInDataAnchors()) {
  140. OutDataAnchorPtr peer_out_anchor = in_data_anchor->GetPeerOutAnchor();
  141. GE_IF_BOOL_EXEC(peer_out_anchor == nullptr, continue);
  142. GE_CHK_STATUS(GraphUtils::RemoveEdge(peer_out_anchor, in_data_anchor),
  143. "Merge remove in data edge failed.");
  144. GE_CHK_STATUS(GraphUtils::AddEdge(peer_out_anchor, new_node->GetInDataAnchor(in_data_anchor->GetIdx())),
  145. "StreamMerge add in data edge failed.");
  146. }
  147. for (const OutDataAnchorPtr &out_data_anchor : old_node->GetAllOutDataAnchors()) {
  148. for (const InDataAnchorPtr &peer_in_anchor : out_data_anchor->GetPeerInDataAnchors()) {
  149. GE_CHK_STATUS(GraphUtils::RemoveEdge(out_data_anchor, peer_in_anchor),
  150. "Merge remove out data edge failed.");
  151. GE_CHK_STATUS(GraphUtils::AddEdge(new_node->GetOutDataAnchor(out_data_anchor->GetIdx()), peer_in_anchor),
  152. "StreamMerge add out data edge failed.");
  153. }
  154. }
  155. for (const NodePtr &in_ctrl_node : old_node->GetInControlNodes()) {
  156. GE_CHK_STATUS(GraphUtils::RemoveEdge(in_ctrl_node->GetOutControlAnchor(), old_node->GetInControlAnchor()),
  157. "Merge remove in ctrl edge failed.");
  158. GE_CHK_STATUS(GraphUtils::AddEdge(in_ctrl_node->GetOutControlAnchor(), new_node->GetInControlAnchor()),
  159. "StreamMerge add in ctrl edge failed.");
  160. }
  161. for (const NodePtr &out_ctrl_node : old_node->GetOutControlNodes()) {
  162. GE_CHK_STATUS(GraphUtils::RemoveEdge(old_node->GetOutControlAnchor(), out_ctrl_node->GetInControlAnchor()),
  163. "Merge remove out ctrl edge failed.");
  164. GE_CHK_STATUS(GraphUtils::AddEdge(new_node->GetOutControlAnchor(), out_ctrl_node->GetInControlAnchor()),
  165. "StreamMerge add out ctrl edge failed.");
  166. }
  167. return SUCCESS;
  168. }
  169. } // 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