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