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om_file_helper.h 3.3 kB

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  1. /**
  2. * Copyright (c) Huawei Technologies Co., Ltd. 2021. All rights reserved.
  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_FRAMEWORK_COMMON_HELPER_OM_FILE_HELPER_H_
  17. #define INC_FRAMEWORK_COMMON_HELPER_OM_FILE_HELPER_H_
  18. #include <string>
  19. #include <vector>
  20. #include "external/ge/ge_ir_build.h"
  21. #include "framework/common/types.h"
  22. #include "framework/common/ge_types.h"
  23. using std::vector;
  24. namespace ge {
  25. struct ModelPartition {
  26. ModelPartitionType type;
  27. uint8_t *data = nullptr;
  28. uint32_t size = 0U;
  29. };
  30. struct OmFileContext {
  31. std::vector<ModelPartition> partition_datas_;
  32. std::vector<char_t> partition_table_;
  33. uint32_t model_data_len_ = 0U;
  34. };
  35. struct SaveParam {
  36. int32_t encode_mode;
  37. std::string ek_file;
  38. std::string cert_file;
  39. std::string hw_key_file;
  40. std::string pri_key_file;
  41. std::string model_name;
  42. };
  43. class GE_FUNC_VISIBILITY OmFileLoadHelper {
  44. public:
  45. Status Init(const ge::ModelData &model);
  46. Status Init(uint8_t *const model_data, const uint32_t model_data_size);
  47. Status Init(uint8_t *const model_data, const uint32_t model_data_size, const uint32_t model_num);
  48. Status GetModelPartition(const ModelPartitionType type, ModelPartition &partition);
  49. Status GetModelPartition(const ModelPartitionType type, ModelPartition &partition, const size_t model_index);
  50. OmFileContext context_;
  51. std::vector<OmFileContext> model_contexts_;
  52. private:
  53. Status CheckModelValid(const ge::ModelData &model) const;
  54. Status LoadModelPartitionTable(uint8_t *const model_data, const uint32_t model_data_size);
  55. Status LoadModelPartitionTable(uint8_t *const model_data, const uint32_t model_data_size, const uint32_t model_num);
  56. bool is_inited_{false};
  57. };
  58. class GE_FUNC_VISIBILITY OmFileSaveHelper {
  59. public:
  60. ModelFileHeader &GetModelFileHeader() {
  61. return model_header_;
  62. }
  63. uint32_t GetModelDataSize() const {
  64. return context_.model_data_len_;
  65. }
  66. ModelPartitionTable *GetPartitionTable();
  67. Status AddPartition(const ModelPartition &partition);
  68. Status AddPartition(const ModelPartition &partition, const size_t cur_index);
  69. const std::vector<ModelPartition> &GetModelPartitions() const;
  70. Status SaveModel(const SaveParam &save_param, const char_t *const output_file, ge::ModelBufferData &model,
  71. const bool is_offline = true);
  72. Status SaveModelToFile(const char_t *const output_file, ge::ModelBufferData &model, const bool is_offline = true);
  73. std::vector<OmFileContext> model_contexts_;
  74. ModelFileHeader model_header_;
  75. OmFileContext context_;
  76. ModelPartitionTable *GetPartitionTable(size_t cur_ctx_index);
  77. Status SaveRootModel(const SaveParam &save_param, const char *output_file, ModelBufferData &model, bool is_offline);
  78. };
  79. } // namespace ge
  80. #endif // INC_FRAMEWORK_COMMON_HELPER_OM_FILE_HELPER_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