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single_op_manager.h 2.0 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 GE_SINGLE_OP_SINGLE_OP_MANAGER_H_
  17. #define GE_SINGLE_OP_SINGLE_OP_MANAGER_H_
  18. #include <mutex>
  19. #include <unordered_map>
  20. #include <string>
  21. #include "common/ge/op_tiling_manager.h"
  22. #include "single_op/single_op_model.h"
  23. #include "single_op/stream_resource.h"
  24. namespace ge {
  25. class SingleOpManager {
  26. public:
  27. ~SingleOpManager();
  28. static SingleOpManager &GetInstance() {
  29. static SingleOpManager instance;
  30. return instance;
  31. }
  32. Status GetOpFromModel(const std::string &model_name,
  33. const ge::ModelData &model_data,
  34. void *stream,
  35. SingleOp **single_op);
  36. Status GetDynamicOpFromModel(const std::string &model_name,
  37. const ge::ModelData &model_data,
  38. void *stream,
  39. DynamicSingleOp **dynamic_single_op);
  40. StreamResource *GetResource(uintptr_t resource_id, rtStream_t stream);
  41. Status ReleaseResource(void *stream);
  42. void RegisterTilingFunc();
  43. private:
  44. static Status GetResourceId(rtStream_t stream, uintptr_t &resource_id);
  45. StreamResource *TryGetResource(uintptr_t resource_id);
  46. std::mutex mutex_;
  47. bool tiling_func_registered_ = false;
  48. std::unordered_map<uintptr_t, StreamResource *> stream_resources_;
  49. OpTilingManager op_tiling_manager_;
  50. };
  51. } // namespace ge
  52. #endif // GE_SINGLE_OP_SINGLE_OP_MANAGER_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