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operator.h 11 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 INC_EXTERNAL_GRAPH_OPERATOR_H_
  17. #define INC_EXTERNAL_GRAPH_OPERATOR_H_
  18. #include <functional>
  19. #include <map>
  20. #include <memory>
  21. #include <string>
  22. #include <vector>
  23. #include "./ge_error_codes.h"
  24. #include "./inference_context.h"
  25. #include "./tensor.h"
  26. #ifndef USER_GE_LOGI
  27. #define USER_GE_LOGI(...)
  28. #endif // USER_GE_LOGI
  29. #ifndef USER_GE_LOGW
  30. #define USER_GE_LOGW(...)
  31. #endif // USER_GE_LOGW
  32. #ifndef USER_GE_LOGE
  33. #define USER_GE_LOGE(...)
  34. #endif // USER_GE_LOGE
  35. #define DYNAMIC_OUTPUT_TD_NUM(name) ("__dynamic_output_" + name + "_cnt")
  36. #define DYNAMIC_INPUT_TD_NUM(name) ("__dynamic_input_" + name + "_cnt")
  37. namespace ge {
  38. class OperatorImpl;
  39. class NamedAttrs;
  40. class Graph;
  41. class AttrValue;
  42. using SubgraphBuilder = std::function<Graph(const std::string &name)>;
  43. using OperatorImplPtr = std::shared_ptr<OperatorImpl>;
  44. class Graph;
  45. using GraphBuilderCallback = std::function<Graph()>;
  46. class OpIO;
  47. using OutHandler = std::shared_ptr<OpIO>;
  48. using InHandler = std::shared_ptr<OpIO>;
  49. using std::function;
  50. using std::shared_ptr;
  51. using std::string;
  52. class GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Operator {
  53. public:
  54. friend class OperatorImpl;
  55. friend class GraphBuilderImpl;
  56. using OpInt = int64_t;
  57. using OpFloat = float;
  58. using OpString = string;
  59. using OpBool = bool;
  60. using OpTensor = Tensor;
  61. using OpType = ge::DataType;
  62. using OpNamedAttrs = ge::NamedAttrs;
  63. using OpListInt = std::vector<int64_t>;
  64. using OpListFloat = std::vector<float>;
  65. using OpListString = std::vector<string>;
  66. using OpListBool = std::vector<bool>;
  67. using OpListTensor = std::vector<Tensor>;
  68. using OpBytes = std::vector<uint8_t>;
  69. using OpListListInt = std::vector<std::vector<int64_t>>;
  70. using OpListType = std::vector<ge::DataType>;
  71. using OpListNamedAttrs = std::vector<ge::NamedAttrs>;
  72. Operator() {}
  73. explicit Operator(const string &type);
  74. Operator(const string &name, const string &type);
  75. virtual ~Operator() = default;
  76. bool IsEmpty() const;
  77. string GetName() const;
  78. string GetOpType() const;
  79. // Only has one output index = 0
  80. Operator &SetInput(const string &dst_name, const Operator &src_oprt);
  81. Operator &SetInput(const string &dst_name, const Operator &src_oprt, const string &name);
  82. Operator &AddControlInput(const Operator &src_oprt);
  83. graphStatus GetInputConstData(const string &dst_name, Tensor &data) const;
  84. TensorDesc GetInputDesc(const string &name) const;
  85. TensorDesc GetInputDesc(uint32_t index) const;
  86. int GetDynamicOutputNum(const string &name) const;
  87. int GetDynamicInputNum(const string &name) const;
  88. graphStatus TryGetInputDesc(const string &name, TensorDesc &tensor_desc) const;
  89. graphStatus UpdateInputDesc(const string &name, const TensorDesc &tensor_desc);
  90. TensorDesc GetOutputDesc(const string &name) const;
  91. TensorDesc GetOutputDesc(uint32_t index) const;
  92. graphStatus UpdateOutputDesc(const string &name, const TensorDesc &tensor_desc);
  93. TensorDesc GetDynamicInputDesc(const string &name, uint32_t index) const;
  94. graphStatus UpdateDynamicInputDesc(const string &name, uint32_t index, const TensorDesc &tensor_desc);
  95. TensorDesc GetDynamicOutputDesc(const string &name, uint32_t index) const;
  96. graphStatus UpdateDynamicOutputDesc(const string &name, uint32_t index, const TensorDesc &tensor_desc);
  97. graphStatus InferShapeAndType();
  98. void SetInferenceContext(const InferenceContextPtr &inference_context);
  99. InferenceContextPtr GetInferenceContext() const;
  100. void SetGraphBuilder(const GraphBuilderCallback &builder);
  101. graphStatus GetGraphBuilder(GraphBuilderCallback &builder) const;
  102. void AddSubgraphName(const string &name);
  103. string GetSubgraphName(int index) const;
  104. graphStatus VerifyAllAttr(bool disable_common_verifier = false);
  105. size_t GetInputsSize() const;
  106. size_t GetOutputsSize() const;
  107. const std::map<std::string, std::string> GetAllAttrNamesAndTypes() const;
  108. Operator &SetAttr(const string &name, int64_t attr_value);
  109. Operator &SetAttr(const string &name, int32_t attr_value);
  110. Operator &SetAttr(const string &name, uint32_t attr_value);
  111. graphStatus GetAttr(const string &name, int64_t &attr_value) const;
  112. graphStatus GetAttr(const string &name, int32_t &attr_value) const;
  113. graphStatus GetAttr(const string &name, uint32_t &attr_value) const;
  114. Operator &SetAttr(const string &name, const std::vector<int64_t> &attr_value);
  115. Operator &SetAttr(const string &name, const std::vector<int32_t> &attr_value);
  116. Operator &SetAttr(const string &name, const std::vector<uint32_t> &attr_value);
  117. Operator &SetAttr(const string &name, std::initializer_list<int64_t> &&attr_value);
  118. graphStatus GetAttr(const string &name, std::vector<int64_t> &attr_value) const;
  119. graphStatus GetAttr(const string &name, std::vector<int32_t> &attr_value) const;
  120. graphStatus GetAttr(const string &name, std::vector<uint32_t> &attr_value) const;
  121. Operator &SetAttr(const string &name, float attr_value);
  122. graphStatus GetAttr(const string &name, float &attr_value) const;
  123. Operator &SetAttr(const string &name, const std::vector<float> &attr_value);
  124. graphStatus GetAttr(const string &name, std::vector<float> &attr_value) const;
  125. Operator &SetAttr(const string &name, AttrValue &&attr_value);
  126. graphStatus GetAttr(const string &name, AttrValue &attr_value) const;
  127. Operator &SetAttr(const string &name, const string &attr_value);
  128. graphStatus GetAttr(const string &name, string &attr_value) const;
  129. Operator &SetAttr(const string &name, const std::vector<string> &attr_value);
  130. graphStatus GetAttr(const string &name, std::vector<string> &attr_value) const;
  131. Operator &SetAttr(const string &name, bool attr_value);
  132. graphStatus GetAttr(const string &name, bool &attr_value) const;
  133. Operator &SetAttr(const string &name, const std::vector<bool> &attr_value);
  134. graphStatus GetAttr(const string &name, std::vector<bool> &attr_value) const;
  135. Operator &SetAttr(const string &name, const Tensor &attr_value);
  136. graphStatus GetAttr(const string &name, Tensor &attr_value) const;
  137. Operator &SetAttr(const string &name, const std::vector<Tensor> &attr_value);
  138. graphStatus GetAttr(const string &name, std::vector<Tensor> &attr_value) const;
  139. // Bytes type
  140. Operator &SetAttr(const string &name, const OpBytes &attr_value);
  141. // Bytes type
  142. graphStatus GetAttr(const string &name, OpBytes &attr_value) const;
  143. Operator &SetAttr(const string &name, const std::vector<std::vector<int64_t>> &attr_value);
  144. graphStatus GetAttr(const string &name, std::vector<std::vector<int64_t>> &attr_value) const;
  145. Operator &SetAttr(const string &name, const std::vector<ge::DataType> &attr_value);
  146. graphStatus GetAttr(const string &name, std::vector<ge::DataType> &attr_value) const;
  147. Operator &SetAttr(const string &name, const ge::DataType &attr_value);
  148. graphStatus GetAttr(const string &name, ge::DataType &attr_value) const;
  149. // func type
  150. Operator &SetAttr(const string &name, const ge::NamedAttrs &attr_value);
  151. graphStatus GetAttr(const string &name, ge::NamedAttrs &attr_value) const;
  152. Operator &SetAttr(const string &name, const std::vector<ge::NamedAttrs> &attr_value);
  153. graphStatus GetAttr(const string &name, std::vector<ge::NamedAttrs> &attr_value) const;
  154. void BreakConnect() const;
  155. size_t GetSubgraphNamesCount() const;
  156. std::vector<std::string> GetSubgraphNames() const;
  157. SubgraphBuilder GetSubgraphBuilder(const string &name) const;
  158. Graph GetSubgraph(const string &name) const;
  159. SubgraphBuilder GetDynamicSubgraphBuilder(const string &name, uint32_t index) const;
  160. Graph GetDynamicSubgraph(const string &name, uint32_t index) const;
  161. protected:
  162. void AttrRegister(const string &name, float attr_value);
  163. void AttrRegister(const string &name, const std::vector<float> &attr_value);
  164. void AttrRegister(const string &name, int64_t attr_value);
  165. void AttrRegister(const string &name, const std::vector<int64_t> &attr_value);
  166. void AttrRegister(const string &name, const string &attr_value);
  167. void AttrRegister(const string &name, const std::vector<string> &attr_value);
  168. void AttrRegister(const string &name, bool attr_value);
  169. void AttrRegister(const string &name, const std::vector<bool> &attr_value);
  170. void AttrRegister(const string &name, const Tensor &attr_value);
  171. void AttrRegister(const string &name, const std::vector<Tensor> &attr_value);
  172. void AttrRegister(const string &name, const OpBytes &attr_value);
  173. void AttrRegister(const string &name, const std::vector<std::vector<int64_t>> &attr_value);
  174. void AttrRegister(const string &name, const std::vector<ge::DataType> &attr_value);
  175. void AttrRegister(const string &name, const ge::DataType &attr_value);
  176. void AttrRegister(const string &name, const ge::NamedAttrs &attr_value);
  177. void AttrRegister(const string &name, const std::vector<ge::NamedAttrs> &attr_value);
  178. explicit Operator(OperatorImplPtr &&op_impl);
  179. void InputRegister(const string &name);
  180. void OptionalInputRegister(const string &name);
  181. void InferFuncRegister(const std::function<graphStatus(Operator &)> &func);
  182. void VerifierFuncRegister(const std::function<graphStatus(Operator &)> &func);
  183. void InferFormatFuncRegister(const std::function<graphStatus(Operator &)> &func);
  184. void OutputRegister(const string &name);
  185. void DynamicInputRegister(const string &name, const unsigned int num, bool is_push_back = true);
  186. void DynamicInputRegisterByIndex(const string &name, const unsigned int num, size_t index);
  187. void DynamicOutputRegister(const string &name, const unsigned int num, bool is_push_back = true);
  188. void RequiredAttrRegister(const string &name);
  189. graphStatus VerifyAll();
  190. // Only has one output index = 0
  191. Operator &SetInput(const string &dst_name, uint32_t dst_index, const Operator &src_oprt);
  192. Operator &SetInput(const string &dst_name, uint32_t dst_index, const Operator &src_oprt, const string &name);
  193. void SubgraphRegister(const std::string &name, bool dynamic);
  194. void SubgraphCountRegister(const std::string &name, uint32_t count);
  195. void SetSubgraphBuilder(const std::string &name, uint32_t index, const SubgraphBuilder &builder);
  196. private:
  197. Operator &SetInput(const string &dst_name, const OutHandler &out_handler);
  198. OutHandler GetOutput(const string &name) const;
  199. OperatorImplPtr GetOperatorImplPtr() const;
  200. OperatorImplPtr operator_impl_{nullptr};
  201. graphStatus GetInputConstDataOut(const string &dst_name, Tensor &data) const;
  202. };
  203. } // namespace ge
  204. #endif // INC_EXTERNAL_GRAPH_OPERATOR_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