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reshape_remove_pass.cc 2.9 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/reshape_remove_pass.h"
  17. #include <map>
  18. #include <string>
  19. #include "framework/common/util.h"
  20. #include "framework/common/types.h"
  21. #include "graph/passes/pass_utils.h"
  22. #include "graph/utils/node_utils.h"
  23. namespace ge {
  24. namespace {
  25. const int kReshapeDataIndex = 0;
  26. const char* const ATTR_NAME_FORCE_UNKNOWN_SHAPE = "_force_unknown_shape";
  27. enum OpHashValue {
  28. kReshapeType = 0,
  29. kReformatType = 1,
  30. kOpNoDelete = -1
  31. };
  32. std::map<std::string, OpHashValue> kToBeDeleteOp = {
  33. {RESHAPE, kReshapeType},
  34. {REFORMAT, kReformatType}
  35. };
  36. }
  37. Status ReshapeRemovePass::Run(NodePtr &node) {
  38. GE_CHECK_NOTNULL(node);
  39. GE_CHECK_NOTNULL(node->GetOpDesc());
  40. int key = kToBeDeleteOp.find(node->GetType()) == kToBeDeleteOp.end() ? kOpNoDelete : kToBeDeleteOp[node->GetType()];
  41. switch (key) {
  42. case kReshapeType: {
  43. bool is_in_unknown_shape_graph = false;
  44. bool forced_unknown = false;
  45. for (const auto &node : node->GetOwnerComputeGraph()->GetDirectNode()) {
  46. GE_CHK_GRAPH_STATUS_RET(ge::NodeUtils::GetNodeUnknownShapeStatus(*node, is_in_unknown_shape_graph),
  47. "[Get][ShapeStatus] of node[%s] failed!", node->GetName().c_str());
  48. if (is_in_unknown_shape_graph) {
  49. break;
  50. }
  51. if (AttrUtils::GetBool(node->GetOpDesc(), ATTR_NAME_FORCE_UNKNOWN_SHAPE, forced_unknown) && forced_unknown) {
  52. GELOGD("node %s was marked as unknown shape.", node->GetName().c_str());
  53. is_in_unknown_shape_graph = true;
  54. break;
  55. }
  56. }
  57. if (is_in_unknown_shape_graph) {
  58. GELOGI("op:%s is in unknown shape graph, can not be deleted.", node->GetName().c_str());
  59. return SUCCESS;
  60. }
  61. bool is_shape_unknown = false;
  62. if (NodeUtils::GetNodeUnknownShapeStatus(*node, is_shape_unknown) == GRAPH_SUCCESS) {
  63. if (is_shape_unknown) {
  64. GELOGI("op:%s is unknown shape, can not be deleted.",
  65. node->GetName().c_str());
  66. return SUCCESS;
  67. }
  68. }
  69. break;
  70. }
  71. case kReformatType:
  72. break;
  73. default:
  74. return SUCCESS;
  75. }
  76. GELOGI("Remove %s node %s", node->GetType().c_str(), node->GetName().c_str());
  77. return IsolateAndDeleteNode(node, {kReshapeDataIndex});
  78. }
  79. } // 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