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ops_kernel_manager.h 5.4 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_OPSKERNEL_MANAGER_OPS_KERNEL_MANAGER_H_
  17. #define GE_OPSKERNEL_MANAGER_OPS_KERNEL_MANAGER_H_
  18. #include <map>
  19. #include <set>
  20. #include <memory>
  21. #include <string>
  22. #include <vector>
  23. #include <mutex>
  24. #include <set>
  25. #include "framework/common/debug/log.h"
  26. #include "common/ge/plugin_manager.h"
  27. #include "common/ge/op_tiling_manager.h"
  28. #include "framework/common/ge_inner_error_codes.h"
  29. #include "common/opskernel/ops_kernel_info_store.h"
  30. #include "common/optimizer/graph_optimizer.h"
  31. #include "graph/optimize/graph_optimize.h"
  32. #include "framework/common/ge_inner_error_codes.h"
  33. #include "external/ge/ge_api_types.h"
  34. #include "runtime/base.h"
  35. using std::string;
  36. using std::map;
  37. using std::vector;
  38. namespace ge {
  39. using OpsKernelInfoStorePtr = std::shared_ptr<OpsKernelInfoStore>;
  40. class GE_FUNC_VISIBILITY OpsKernelManager {
  41. public:
  42. friend class GELib;
  43. // get opsKernelInfo by type
  44. const vector<OpInfo> &GetOpsKernelInfo(const string &op_type);
  45. // get all opsKernelInfo
  46. const map<string, vector<OpInfo>> &GetAllOpsKernelInfo() const;
  47. // get opsKernelInfoStore by name
  48. OpsKernelInfoStorePtr GetOpsKernelInfoStore(const std::string &name) const;
  49. // get all opsKernelInfoStore
  50. const map<string, OpsKernelInfoStorePtr> &GetAllOpsKernelInfoStores() const;
  51. // get all graph_optimizer
  52. const map<string, GraphOptimizerPtr> &GetAllGraphOptimizerObjs() const;
  53. // get all graph_optimizer by priority
  54. const vector<pair<string, GraphOptimizerPtr>> &GetAllGraphOptimizerObjsByPriority(bool atomic_first_flag = true) const;
  55. // get atomic_engine graph_optimizer by priority
  56. const vector<pair<string, GraphOptimizerPtr>> &GetAtomicGraphOptimizerObjsByPriority() const {
  57. return atomic_graph_optimizers_by_priority_;
  58. }
  59. // get compound_engine graph_optimizer
  60. const map<string, GraphOptimizerPtr> &GetCompoundGraphOptimizerObjs() const {
  61. return compound_graph_optimizers_;
  62. }
  63. const map<string, std::set<std::string>> &GetCompoundEngineContains() const {
  64. return compound_engine_contains_;
  65. }
  66. const std::map<std::string, std::string> &GetCompoundEngineKernelLibName() const {
  67. return compound_engine_2_kernel_lib_name_;
  68. }
  69. // get subgraphOptimizer by engine name
  70. void GetGraphOptimizerByEngine(const std::string &engine_name, vector<GraphOptimizerPtr> &graph_optimizer);
  71. // get enableFeFlag
  72. bool GetEnableFeFlag() const;
  73. // get enableAICPUFlag
  74. bool GetEnableAICPUFlag() const;
  75. // get enablePluginFlag
  76. bool GetEnablePluginFlag() const;
  77. private:
  78. OpsKernelManager();
  79. ~OpsKernelManager();
  80. // opsKernelManager initialize, load all opsKernelInfoStore and graph_optimizer
  81. Status Initialize(const map<string, string> &options);
  82. // opsKernelManager finalize, unload all opsKernelInfoStore and graph_optimizer
  83. Status Finalize();
  84. Status InitOpKernelInfoStores(const map<string, string> &options);
  85. Status CheckPluginPtr() const;
  86. void GetExternalEnginePath(std::string &path, const std::map<string, string>& options);
  87. void InitOpsKernelInfo();
  88. Status InitGraphOptimizers(const map<string, string> &options);
  89. Status InitPluginOptions(const map<string, string> &options);
  90. Status ParsePluginOptions(const map<string, string> &options, const string &plugin_name, bool &enable_flag);
  91. void ClassifyGraphOptimizers();
  92. void InitGraphOptimizerPriority();
  93. // Finalize other ops kernel resource
  94. Status FinalizeOpsKernel();
  95. PluginManager plugin_manager_;
  96. OpTilingManager op_tiling_manager_;
  97. // opsKernelInfoStore
  98. map<string, OpsKernelInfoStorePtr> ops_kernel_store_{};
  99. // graph_optimizer
  100. map<string, GraphOptimizerPtr> graph_optimizers_{};
  101. // compound_graph_optimizer
  102. map<string, GraphOptimizerPtr> compound_graph_optimizers_{};
  103. // atomic_graph_optimizer
  104. map<string, GraphOptimizerPtr> atomic_graph_optimizers_{};
  105. // ordered atomic_graph_optimizer
  106. vector<pair<string, GraphOptimizerPtr>> atomic_graph_optimizers_by_priority_{};
  107. // atomic_first graph_optimizer
  108. vector<pair<string, GraphOptimizerPtr>> atomic_first_optimizers_by_priority_{};
  109. // compound_first graph_optimizer
  110. vector<pair<string, GraphOptimizerPtr>> compound_first_optimizers_by_priority_{};
  111. // {compound_engine, {containing atomic engines}}
  112. std::map<std::string, std::set<std::string>> compound_engine_contains_{};
  113. // {compound_engine, compound_engine_kernel_lib_name}
  114. std::map<std::string, std::string> compound_engine_2_kernel_lib_name_{};
  115. // opsKernelInfo
  116. map<string, vector<OpInfo>> ops_kernel_info_{};
  117. map<string, string> initialize_{};
  118. vector<OpInfo> empty_op_info_{};
  119. bool init_flag_;
  120. bool enable_fe_flag_ = false;
  121. bool enable_aicpu_flag_ = false;
  122. };
  123. } // namespace ge
  124. #endif // GE_OPSKERNEL_MANAGER_OPS_KERNEL_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