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