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graph.h 3.0 kB

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  1. /**
  2. * Copyright 2019-2020 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. #ifndef INC_EXTERNAL_GRAPH_GRAPH_H_
  17. #define INC_EXTERNAL_GRAPH_GRAPH_H_
  18. #include <memory>
  19. #include <string>
  20. #include <utility>
  21. #include <vector>
  22. #include "./operator.h"
  23. #include "./gnode.h"
  24. namespace ge {
  25. class Graph;
  26. class GraphImpl;
  27. using GraphImplPtr = std::shared_ptr<GraphImpl>;
  28. using GraphPtr = std::shared_ptr<Graph>;
  29. class GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Graph {
  30. friend class GraphUtils;
  31. public:
  32. explicit Graph(const std::string &name);
  33. Graph() = default;
  34. ~Graph() = default;
  35. Graph &SetInputs(const std::vector<Operator> &inputs);
  36. Graph &SetOutputs(const std::vector<Operator> &outputs);
  37. Graph &SetOutputs(const std::vector<std::pair<Operator, std::vector<size_t>>> &output_indexs);
  38. Graph &SetOutputs(const std::vector<std::pair<ge::Operator, std::string>> &outputs);
  39. Graph &SetTargets(const std::vector<Operator> &targets);
  40. bool IsValid() const;
  41. graphStatus AddOp(const ge::Operator &op);
  42. graphStatus FindOpByName(const std::string &name, ge::Operator &op) const;
  43. graphStatus FindOpByType(const std::string &type, std::vector<ge::Operator> &ops) const;
  44. graphStatus GetAllOpName(std::vector<std::string> &op_name) const;
  45. graphStatus SaveToFile(const std::string &file_name) const;
  46. graphStatus LoadFromFile(const std::string &file_name);
  47. const std::string &GetName() const;
  48. ///
  49. /// Set is need train iteration.
  50. /// If set true, it means this graph need to be run iteration some
  51. /// times(according variant "npu_runconfig/iterations_per_loop").
  52. /// @param need_iteration need_iteration:whether to set iteration or not
  53. ///
  54. void SetNeedIteration(bool need_iteration);
  55. std::vector<GNode> GetAllNodes() const;
  56. std::vector<GNode> GetDirectNode() const;
  57. graphStatus RemoveNode(GNode &node);
  58. graphStatus RemoveEdge(GNode &src_node, const int32_t src_port_index, GNode &dst_node, const int32_t dst_port_index);
  59. GNode AddNodeByOp(const Operator &op);
  60. graphStatus AddDataEdge(GNode &src_node, const int32_t src_port_index, GNode &dst_node, const int32_t dst_port_index);
  61. graphStatus AddControlEdge(GNode &src_node, GNode &dst_node);
  62. static GraphPtr ConstructFromInputs(const std::vector<Operator> &inputs, const ge::AscendString &name);
  63. private:
  64. GraphImplPtr impl_{nullptr};
  65. };
  66. } // namespace ge
  67. #endif // INC_EXTERNAL_GRAPH_GRAPH_H_

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