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constant_fuse_same_pass.h 2.3 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. #ifndef GE_GRAPH_PASSES_CONSTANT_FUSE_SAME_PASS_H_
  17. #define GE_GRAPH_PASSES_CONSTANT_FUSE_SAME_PASS_H_
  18. #include <map>
  19. #include <set>
  20. #include <utility>
  21. #include <vector>
  22. #include "graph/aligned_ptr.h"
  23. #include "external/graph/types.h"
  24. #include "inc/graph_pass.h"
  25. namespace ge {
  26. struct SameConstKey {
  27. int data_size;
  28. std::shared_ptr<AlignedPtr> aligned_ptr;
  29. DataType data_type;
  30. Format format;
  31. std::vector<int64_t> shape;
  32. public:
  33. bool operator< (const SameConstKey &key) const {
  34. if (data_size != key.data_size) {
  35. return data_size < key.data_size;
  36. }
  37. if (data_size != 0) {
  38. int ret = memcmp(aligned_ptr->Get(), key.aligned_ptr->Get(), data_size);
  39. if (ret != 0) {
  40. return ret < 0;
  41. }
  42. }
  43. if (data_type != key.data_type) {
  44. return data_type < key.data_type;
  45. }
  46. if (format != key.format) {
  47. return format < key.format;
  48. }
  49. size_t shape_size = shape.size();
  50. if (shape_size != key.shape.size()) {
  51. return shape_size < key.shape.size();
  52. }
  53. for (size_t i = 0; i < shape_size; ++i) {
  54. if (shape.at(i) != key.shape.at(i)) {
  55. return shape.at(i) < key.shape.at(i);
  56. }
  57. }
  58. return false;
  59. }
  60. };
  61. class ConstantFuseSamePass : public GraphPass {
  62. public:
  63. Status Run(ge::ComputeGraphPtr graph) override;
  64. private:
  65. void GetFuseConstNodes(ComputeGraphPtr &graph,
  66. std::map<SameConstKey, std::vector<NodePtr>> &fuse_nodes);
  67. Status MoveOutDataEdges(NodePtr &src_node, NodePtr &dst_node);
  68. Status FuseConstNodes(ComputeGraphPtr &graph,
  69. std::map<SameConstKey, std::vector<NodePtr>> &fuse_nodes);
  70. };
  71. } // namespace ge
  72. #endif // GE_GRAPH_PASSES_CONSTANT_FUSE_SAME_PASS_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