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enter_pass.cc 3.3 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/enter_pass.h"
  17. #include "framework/common/debug/ge_log.h"
  18. #include "framework/common/debug/log.h"
  19. #include "graph/utils/graph_utils.h"
  20. namespace {
  21. const size_t kOutNodesNum = 1;
  22. }
  23. namespace ge {
  24. Status EnterPass::Run(NodePtr &node) {
  25. GELOGD("EnterPass running");
  26. GE_CHECK_NOTNULL(node);
  27. if ((node->GetType() != ENTER) && (node->GetType() != REFENTER)) {
  28. return SUCCESS;
  29. }
  30. // enter node has only one input
  31. if (node->GetInDataNodes().empty()) {
  32. GELOGE(PARAM_INVALID, "enter_node %s has no input", node->GetName().c_str());
  33. return PARAM_INVALID;
  34. }
  35. NodePtr in_node = node->GetInDataNodes().at(0);
  36. GE_CHECK_NOTNULL(in_node);
  37. if ((in_node->GetType() != CONSTANT) && (in_node->GetType() != CONSTANTOP)) {
  38. return SUCCESS;
  39. }
  40. bool need_remove_flag = in_node->GetInControlNodes().empty() && node->GetInControlNodes().empty();
  41. if (!need_remove_flag) {
  42. return SUCCESS;
  43. }
  44. if (node->GetOutDataNodes().empty()) {
  45. for (auto &out_ctrl_node : node->GetOutControlNodes()) {
  46. if (out_ctrl_node == nullptr) {
  47. continue;
  48. }
  49. if (GraphUtils::RemoveEdge(node->GetOutControlAnchor(), out_ctrl_node->GetInControlAnchor()) != GRAPH_SUCCESS) {
  50. GELOGE(FAILED, "Remove Enter ctrl output fail, %s->%s", node->GetName().c_str(),
  51. out_ctrl_node->GetName().c_str());
  52. return FAILED;
  53. }
  54. }
  55. } else {
  56. if (OptimizeEnter(node, in_node) != SUCCESS) {
  57. GELOGE(FAILED, "Optimize enter node[%s] failed.", node->GetName().c_str());
  58. return FAILED;
  59. }
  60. }
  61. GELOGD("EnterPass success");
  62. return SUCCESS;
  63. }
  64. Status EnterPass::OptimizeEnter(NodePtr &node, NodePtr &in_node) {
  65. auto out_nodes_of_in_node = in_node->GetOutAllNodes();
  66. if (out_nodes_of_in_node.size() != kOutNodesNum) {
  67. return SUCCESS;
  68. }
  69. if (!node->GetOutControlNodes().empty()) {
  70. return SUCCESS;
  71. }
  72. for (const auto &out_node : node->GetOutDataNodes()) {
  73. GE_CHECK_NOTNULL(out_node);
  74. if (out_node->GetType() == MERGE) {
  75. return SUCCESS;
  76. }
  77. }
  78. GE_CHECK_NOTNULL(in_node->GetOutDataAnchor(0));
  79. GE_CHK_STATUS_RET(in_node->GetOutDataAnchor(0)->Unlink(node->GetInDataAnchor(0)));
  80. auto out_data_anchor = node->GetOutDataAnchor(0);
  81. GE_CHECK_NOTNULL(out_data_anchor);
  82. for (auto peer_in_data_anchor : out_data_anchor->GetPeerInDataAnchors()) {
  83. GE_CHK_STATUS_RET(out_data_anchor->Unlink(peer_in_data_anchor));
  84. GE_CHK_STATUS_RET(in_node->GetOutDataAnchor(0)->LinkTo(peer_in_data_anchor));
  85. }
  86. auto graph = node->GetOwnerComputeGraph();
  87. GE_CHK_STATUS_RET(GraphUtils::RemoveNodeWithoutRelink(graph, node))
  88. AddRePassNodesWithInOut(in_node);
  89. return SUCCESS;
  90. }
  91. } // 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