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end_of_sequence_add_control_pass.cc 2.6 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/end_of_sequence_add_control_pass.h"
  17. #include <string>
  18. #include <vector>
  19. #include "init/gelib.h"
  20. namespace ge {
  21. Status EndOfSequenceAddControlPass::Run(ComputeGraphPtr graph) {
  22. if (graph->GetParentGraph() != nullptr) {
  23. return SUCCESS;
  24. }
  25. const auto &end_of_sequence = graph->FindFirstNodeMatchType(ENDOFSEQUENCE);
  26. if (end_of_sequence == nullptr) {
  27. return SUCCESS;
  28. }
  29. GELOGI("EndOfSequenceAddControlPass begin.");
  30. std::shared_ptr<GELib> instance_ptr = GELib::GetInstance();
  31. if ((instance_ptr == nullptr) || (!instance_ptr->InitFlag())) {
  32. GELOGE(FAILED, "GELib not initialized");
  33. return FAILED;
  34. }
  35. std::vector<NodePtr> target_nodes;
  36. for (NodePtr &node : graph->GetDirectNode()) {
  37. // op_desc of node should not be null
  38. if (node->GetOpDesc()->HasAttr(ATTR_NAME_STREAM_LABEL) ||
  39. instance_ptr->DNNEngineManagerObj().IsStreamAssignSkip(node)) {
  40. continue;
  41. }
  42. // Save the nodes whose pre-nodes are all data-like node
  43. bool flag = false;
  44. for (const auto &in_node : node->GetInDataNodes()) {
  45. if (!instance_ptr->DNNEngineManagerObj().IsStreamAssignSkip(in_node)) {
  46. flag = true;
  47. break;
  48. }
  49. }
  50. if (flag) {
  51. continue;
  52. }
  53. target_nodes.push_back(node);
  54. }
  55. // Insert control edge
  56. for (const auto &node : target_nodes) {
  57. GELOGI("Add ctrl edge between %s and %s", end_of_sequence->GetName().c_str(), node->GetName().c_str());
  58. if (GraphUtils::AddEdge(end_of_sequence->GetOutControlAnchor(), node->GetInControlAnchor()) != GRAPH_SUCCESS) {
  59. REPORT_CALL_ERROR("E19999", "Add ctrl edge between %s and %s failed", end_of_sequence->GetName().c_str(),
  60. node->GetName().c_str());
  61. GELOGE(FAILED, "[Add][CtrlEdge] between %s and %s failed", end_of_sequence->GetName().c_str(),
  62. node->GetName().c_str());
  63. return FAILED;
  64. }
  65. }
  66. GELOGI("EndOfSequenceAddControlPass end.");
  67. return SUCCESS;
  68. }
  69. } // 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