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npu_memory_allocator.h 2.2 kB

4 years ago
4 years ago
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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_HYBRID_COMMON_MEMORY_ALLOCATOR_H_
  17. #define GE_HYBRID_COMMON_MEMORY_ALLOCATOR_H_
  18. #include <cstdint>
  19. #include <vector>
  20. #include <map>
  21. #include <memory>
  22. #include <mutex>
  23. #include "external/ge/ge_api_error_codes.h"
  24. #include "memory/memory_api.h"
  25. namespace ge {
  26. namespace hybrid {
  27. class AllocationAttr {
  28. public:
  29. AllocationAttr() = default;
  30. explicit AllocationAttr(int padding);
  31. explicit AllocationAttr(void *try_reuse_addr);
  32. AllocationAttr(int padding, void *try_reuse_addr, MemStorageType = HBM);
  33. ~AllocationAttr() = default;
  34. void SetMemType(MemStorageType memType) { mem_type_ = memType; }
  35. MemStorageType GetMemType() { return mem_type_; }
  36. private:
  37. friend class NpuMemoryAllocator;
  38. int padding_ = 0;
  39. void *try_reuse_addr_ = nullptr;
  40. MemStorageType mem_type_ = HBM;
  41. };
  42. class NpuMemoryAllocator {
  43. public:
  44. ~NpuMemoryAllocator() = default;
  45. static NpuMemoryAllocator *GetAllocator(uint32_t device_id);
  46. static NpuMemoryAllocator *GetAllocator();
  47. static void DestroyAllocator();
  48. static AllocationAttr* AttrWithDefaultPadding() {
  49. static AllocationAttr attr(kDefaultPadding, nullptr);
  50. return &attr;
  51. }
  52. void *Allocate(std::size_t size, AllocationAttr *attr = nullptr);
  53. void Deallocate(void *data, MemStorageType mem_type = HBM);
  54. static constexpr int kDefaultPadding = 32;
  55. private:
  56. explicit NpuMemoryAllocator(uint32_t device_id);
  57. uint32_t device_id_;
  58. static std::map<uint32_t, std::unique_ptr<NpuMemoryAllocator>> allocators_;
  59. static std::mutex mu_;
  60. };
  61. } // namespace hybrid
  62. } // namespace ge
  63. #endif // GE_HYBRID_COMMON_MEMORY_ALLOCATOR_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