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host_mem_manager.h 2.4 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_GRAPH_MANAGER_HOST_VAR_MANAGER_H_
  17. #define GE_GRAPH_MANAGER_HOST_VAR_MANAGER_H_
  18. #include <atomic>
  19. #include <map>
  20. #include <memory>
  21. #include <mutex>
  22. #include <string>
  23. #include <unordered_map>
  24. #include <unordered_set>
  25. #include <utility>
  26. #include <vector>
  27. #include "framework/common/ge_inner_error_codes.h"
  28. #include "framework/common/ge_types.h"
  29. #include "framework/common/l2_cache_optimize.h"
  30. #include "graph/ge_tensor.h"
  31. #include "graph/op_desc.h"
  32. #include "graph/tensor.h"
  33. #include "runtime/mem.h"
  34. namespace ge {
  35. struct SharedMemInfo {
  36. string op_name;
  37. string shm_name;
  38. uint64_t mem_size = 0;
  39. int fd = 0;
  40. uint8_t *device_address = nullptr;
  41. uint8_t *host_address = nullptr;
  42. SharedMemInfo() = default;
  43. SharedMemInfo(string name, uint64_t size) : op_name(std::move(name)), mem_size(size) {}
  44. };
  45. class SharedMemAllocator {
  46. public:
  47. SharedMemAllocator() = default;
  48. ~SharedMemAllocator() = default;
  49. Status Allocate(SharedMemInfo &mem_info);
  50. Status DeAllocate(SharedMemInfo &mem_info);
  51. };
  52. class HostMemManager {
  53. public:
  54. HostMemManager() = default;
  55. ~HostMemManager() { Finalize(); }
  56. HostMemManager(const HostMemManager &) = delete;
  57. HostMemManager &operator=(const HostMemManager &) = delete;
  58. static HostMemManager &Instance();
  59. Status Initialize();
  60. void Finalize() noexcept;
  61. Status MallocSharedMemory(SharedMemInfo &mem_nfo);
  62. Status QueryVarMemInfo(const string &op_name, uint64_t &base_addr, uint64_t &data_size);
  63. private:
  64. static string OpNameToShmName(const string &op_name);
  65. std::unordered_map<std::string, SharedMemInfo> var_memory_base_map_;
  66. std::unique_ptr<SharedMemAllocator> allocator_;
  67. mutable std::recursive_mutex mutex_;
  68. };
  69. } // namespace ge
  70. #endif // GE_GRAPH_MANAGER_HOST_VAR_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