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host_cpu_engine.h 3.8 kB

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  1. /**
  2. * Copyright 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_HOST_CPU_ENGINE_ENGINE_HOST_CPU_ENGINE_H_
  17. #define GE_HOST_CPU_ENGINE_ENGINE_HOST_CPU_ENGINE_H_
  18. #if defined(_MSC_VER)
  19. #ifdef FUNC_VISIBILITY
  20. #define GE_FUNC_VISIBILITY _declspec(dllexport)
  21. #else
  22. #define GE_FUNC_VISIBILITY
  23. #endif
  24. #else
  25. #ifdef FUNC_VISIBILITY
  26. #define GE_FUNC_VISIBILITY __attribute__((visibility("default")))
  27. #else
  28. #define GE_FUNC_VISIBILITY
  29. #endif
  30. #endif
  31. #include <map>
  32. #include <memory>
  33. #include <string>
  34. #include "common/opskernel/ops_kernel_info_store.h"
  35. #include "common/optimizer/graph_optimizer.h"
  36. using OpsKernelInfoStorePtr = std::shared_ptr<ge::OpsKernelInfoStore>;
  37. using GraphOptimizerPtr = std::shared_ptr<ge::GraphOptimizer>;
  38. namespace ge {
  39. namespace host_cpu {
  40. /**
  41. * host cpu engine.
  42. * Used for the ops which executes on host.
  43. */
  44. class GE_FUNC_VISIBILITY HostCpuEngine {
  45. public:
  46. /**
  47. * get HostCpuEngine instance.
  48. * @return HostCpuEngine instance.
  49. */
  50. static HostCpuEngine &Instance();
  51. virtual ~HostCpuEngine() = default;
  52. /**
  53. * When Ge start, GE will invoke this interface
  54. * @return The status whether initialize successfully
  55. */
  56. Status Initialize(const std::map<string, string> &options);
  57. /**
  58. * After the initialize, GE will invoke this interface
  59. * to get the Ops kernel Store.
  60. * @param ops_kernel_map The host cpu's ops kernel info
  61. */
  62. void GetOpsKernelInfoStores(std::map<std::string, OpsKernelInfoStorePtr> &ops_kernel_map);
  63. /**
  64. * After the initialize, GE will invoke this interface
  65. * to get the Graph Optimizer.
  66. * @param graph_optimizers The host cpu's Graph Optimizer objs
  67. */
  68. void GetGraphOptimizerObjs(std::map<std::string, GraphOptimizerPtr> &graph_optimizers);
  69. /**
  70. * When the graph finished, GE will invoke this interface
  71. * @return The status whether initialize successfully
  72. */
  73. Status Finalize();
  74. HostCpuEngine(const HostCpuEngine &HostCpuEngine) = delete;
  75. HostCpuEngine(const HostCpuEngine &&HostCpuEngine) = delete;
  76. HostCpuEngine &operator=(const HostCpuEngine &HostCpuEngine) = delete;
  77. HostCpuEngine &operator=(HostCpuEngine &&HostCpuEngine) = delete;
  78. private:
  79. HostCpuEngine() = default;
  80. OpsKernelInfoStorePtr ops_kernel_store_ = nullptr;
  81. };
  82. } // namespace host_cpu
  83. } // namespace ge
  84. extern "C" {
  85. /**
  86. * When Ge start, GE will invoke this interface
  87. * @return The status whether initialize successfully
  88. */
  89. GE_FUNC_VISIBILITY ge::Status Initialize(const map<string, string> &options);
  90. /**
  91. * After the initialize, GE will invoke this interface to get the Ops kernel Store
  92. * @param ops_kernel_map The host cpu's ops kernel info
  93. */
  94. GE_FUNC_VISIBILITY void GetOpsKernelInfoStores(std::map<std::string, OpsKernelInfoStorePtr> &ops_kernel_map);
  95. /**
  96. * After the initialize, GE will invoke this interface to get the Graph Optimizer
  97. * @param graph_optimizers The host cpu's Graph Optimizer objs
  98. */
  99. GE_FUNC_VISIBILITY void GetGraphOptimizerObjs(std::map<std::string, GraphOptimizerPtr> &graph_optimizers);
  100. /**
  101. * When the graph finished, GE will invoke this interface
  102. * @return The status whether initialize successfully
  103. */
  104. GE_FUNC_VISIBILITY ge::Status Finalize();
  105. }
  106. #endif // GE_HOST_CPU_ENGINE_ENGINE_HOST_CPU_ENGINE_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