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operator.h 22 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 Operator;
  39. class OperatorImpl;
  40. class NodeUtils;
  41. class NamedAttrs;
  42. class Graph;
  43. class AttrValue;
  44. class Node;
  45. using SubgraphBuilder = std::function<Graph()>;
  46. using OperatorImplPtr = std::shared_ptr<OperatorImpl>;
  47. using OperatorPtr = std::shared_ptr<Operator>;
  48. class OpIO;
  49. using OutHandler = std::shared_ptr<OpIO>;
  50. using InHandler = std::shared_ptr<OpIO>;
  51. using std::function;
  52. using std::shared_ptr;
  53. using std::string;
  54. /*lint -e148*/
  55. class GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Operator {
  56. public:
  57. friend class OperatorImpl;
  58. friend class GraphBuilderImpl;
  59. friend class NodeUtils;
  60. using OpInt = int64_t;
  61. using OpFloat = float;
  62. using OpString = string;
  63. using OpAscendString = AscendString;
  64. using OpBool = bool;
  65. using OpTensor = Tensor;
  66. using OpType = ge::DataType;
  67. using OpNamedAttrs = ge::NamedAttrs;
  68. using OpListInt = std::vector<int64_t>;
  69. using OpListFloat = std::vector<float>;
  70. using OpListString = std::vector<string>;
  71. using OpListAcendString = std::vector<AscendString>;
  72. using OpListBool = std::vector<bool>;
  73. using OpListTensor = std::vector<Tensor>;
  74. using OpBytes = std::vector<uint8_t>;
  75. using OpListListInt = std::vector<std::vector<int64_t>>;
  76. using OpListType = std::vector<ge::DataType>;
  77. using OpListNamedAttrs = std::vector<ge::NamedAttrs>;
  78. Operator() {}
  79. ATTRIBUTED_DEPRECATED(Operator(const char *))
  80. explicit Operator(const string &type);
  81. explicit Operator(const char *type);
  82. ATTRIBUTED_DEPRECATED(Operator(const char *, const char *))
  83. Operator(const string &name, const string &type); // lint !e148
  84. Operator(const AscendString &name, const AscendString &type);
  85. Operator(const char *name, const char *type);
  86. virtual ~Operator() = default;
  87. bool IsEmpty() const;
  88. ATTRIBUTED_DEPRECATED(graphStatus GetName(AscendString &) const)
  89. string GetName() const;
  90. graphStatus GetName(AscendString &name) const;
  91. ATTRIBUTED_DEPRECATED(graphStatus GetOpType(AscendString &) const)
  92. string GetOpType() const;
  93. graphStatus GetOpType(AscendString &type) const;
  94. // Only has one output index = 0
  95. ATTRIBUTED_DEPRECATED(Operator &SetInput(const char *, const Operator &))
  96. Operator &SetInput(const string &dst_name, const Operator &src_oprt);
  97. Operator &SetInput(const char *dst_name, const Operator &src_oprt);
  98. ATTRIBUTED_DEPRECATED(Operator &SetInput(const char *, const Operator &, const char *))
  99. Operator &SetInput(const string &dst_name, const Operator &src_oprt, const string &name); // lint !e148
  100. Operator &SetInput(const char *dst_name, const Operator &src_oprt, const char *name);
  101. ATTRIBUTED_DEPRECATED(Operator &SetInput(const char *, const Operator &, uint32_t))
  102. Operator &SetInput(const string &dst_name, const Operator &src_oprt, uint32_t index);
  103. Operator &SetInput(const char *dst_name, const Operator &src_oprt, uint32_t index);
  104. Operator &AddControlInput(const Operator &src_oprt);
  105. ATTRIBUTED_DEPRECATED(graphStatus GetInputConstData(const char *, Tensor &) const)
  106. graphStatus GetInputConstData(const string &dst_name, Tensor &data) const;
  107. graphStatus GetInputConstData(const char *dst_name, Tensor &data) const;
  108. ATTRIBUTED_DEPRECATED(TensorDesc GetInputDescByName(const char *) const)
  109. TensorDesc GetInputDesc(const string &name) const;
  110. TensorDesc GetInputDescByName(const char *name) const;
  111. TensorDesc GetInputDesc(uint32_t index) const;
  112. ATTRIBUTED_DEPRECATED(int GetDynamicOutputNum(const char *) const)
  113. int GetDynamicOutputNum(const string &name) const;
  114. int GetDynamicOutputNum(const char *name) const;
  115. ATTRIBUTED_DEPRECATED(int GetDynamicInputNum(const char *))
  116. int GetDynamicInputNum(const string &name) const;
  117. int GetDynamicInputNum(const char *name) const;
  118. ATTRIBUTED_DEPRECATED(graphStatus TryGetInputDesc(const char *, TensorDesc &) const)
  119. graphStatus TryGetInputDesc(const string &name, TensorDesc &tensor_desc) const;
  120. graphStatus TryGetInputDesc(const char *name, TensorDesc &tensor_desc) const;
  121. ATTRIBUTED_DEPRECATED(graphStatus UpdateInputDesc(const char *, const TensorDesc &))
  122. graphStatus UpdateInputDesc(const string &name, const TensorDesc &tensor_desc);
  123. graphStatus UpdateInputDesc(const char *name, const TensorDesc &tensor_desc);
  124. ATTRIBUTED_DEPRECATED(TensorDesc GetOutputDescByName(const char *) const)
  125. TensorDesc GetOutputDesc(const string &name) const;
  126. TensorDesc GetOutputDescByName(const char *name) const;
  127. TensorDesc GetOutputDesc(uint32_t index) const;
  128. ATTRIBUTED_DEPRECATED(graphStatus UpdateOutputDesc(const char *, const TensorDesc &tensor_desc))
  129. graphStatus UpdateOutputDesc(const string &name, const TensorDesc &tensor_desc); // lint !e148
  130. graphStatus UpdateOutputDesc(const char *name, const TensorDesc &tensor_desc);
  131. ATTRIBUTED_DEPRECATED(TensorDesc GetDynamicInputDesc(const char *, uint32_t) const)
  132. TensorDesc GetDynamicInputDesc(const string &name, uint32_t index) const;
  133. TensorDesc GetDynamicInputDesc(const char *name, uint32_t index) const;
  134. ATTRIBUTED_DEPRECATED(graphStatus UpdateDynamicInputDesc(const char *, uint32_t, const TensorDesc &))
  135. graphStatus UpdateDynamicInputDesc(const string &name, uint32_t index, const TensorDesc &tensor_desc); // lint !e148
  136. graphStatus UpdateDynamicInputDesc(const char *name, uint32_t index, const TensorDesc &tensor_desc);
  137. ATTRIBUTED_DEPRECATED(TensorDesc GetDynamicOutputDesc(const char *, uint32_t) const)
  138. TensorDesc GetDynamicOutputDesc(const string &name, uint32_t index) const;
  139. TensorDesc GetDynamicOutputDesc(const char *name, uint32_t index) const;
  140. ATTRIBUTED_DEPRECATED(graphStatus UpdateDynamicOutputDesc(const char *, uint32_t, const TensorDesc &))
  141. graphStatus UpdateDynamicOutputDesc(const string &name, uint32_t index, const TensorDesc &tensor_desc); // lint !e148
  142. graphStatus UpdateDynamicOutputDesc(const char *name, uint32_t index, const TensorDesc &tensor_desc);
  143. graphStatus InferShapeAndType(); // lint !e148
  144. void SetInferenceContext(const InferenceContextPtr &inference_context);
  145. InferenceContextPtr GetInferenceContext() const;
  146. graphStatus VerifyAllAttr(bool disable_common_verifier = false); // lint !e148
  147. size_t GetInputsSize() const;
  148. size_t GetOutputsSize() const;
  149. ATTRIBUTED_DEPRECATED(graphStatus GetAllAttrNamesAndTypes(std::map<AscendString, AscendString> &) const)
  150. const std::map<std::string, std::string> GetAllAttrNamesAndTypes() const;
  151. graphStatus GetAllAttrNamesAndTypes(std::map<AscendString, AscendString> &attr_name_types) const;
  152. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, int64_t))
  153. Operator &SetAttr(const string &name, int64_t attr_value);
  154. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, int32_t))
  155. Operator &SetAttr(const string &name, int32_t attr_value);
  156. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, uint32_t))
  157. Operator &SetAttr(const string &name, uint32_t attr_value);
  158. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, int64_t &) const)
  159. graphStatus GetAttr(const string &name, int64_t &attr_value) const;
  160. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, int32_t &) const)
  161. graphStatus GetAttr(const string &name, int32_t &attr_value) const;
  162. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, uint32_t &) const)
  163. graphStatus GetAttr(const string &name, uint32_t &attr_value) const;
  164. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<int64_t> &))
  165. Operator &SetAttr(const string &name, const std::vector<int64_t> &attr_value);
  166. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<int32_t> &))
  167. Operator &SetAttr(const string &name, const std::vector<int32_t> &attr_value);
  168. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<uint32_t> &))
  169. Operator &SetAttr(const string &name, const std::vector<uint32_t> &attr_value);
  170. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, std::initializer_list<int64_t> &&))
  171. Operator &SetAttr(const string &name, std::initializer_list<int64_t> &&attr_value);
  172. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *name, std::vector<int64_t> &) const)
  173. graphStatus GetAttr(const string &name, std::vector<int64_t> &attr_value) const;
  174. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *name, std::vector<int32_t> &) const)
  175. graphStatus GetAttr(const string &name, std::vector<int32_t> &attr_value) const;
  176. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const string &, std::vector<uint32_t> &) const)
  177. graphStatus GetAttr(const string &name, std::vector<uint32_t> &attr_value) const;
  178. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, float attr_value))
  179. Operator &SetAttr(const string &name, float attr_value);
  180. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, float &) const)
  181. graphStatus GetAttr(const string &name, float &attr_value) const;
  182. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<float> &))
  183. Operator &SetAttr(const string &name, const std::vector<float> &attr_value);
  184. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, std::vector<float> &) const)
  185. graphStatus GetAttr(const string &name, std::vector<float> &attr_value) const;
  186. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, AttrValue &&))
  187. Operator &SetAttr(const string &name, AttrValue &&attr_value);
  188. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, AttrValue &) const)
  189. graphStatus GetAttr(const string &name, AttrValue &attr_value) const;
  190. Operator &SetAttr(const string &name, const string &attr_value);
  191. graphStatus GetAttr(const string &name, string &attr_value) const;
  192. Operator &SetAttr(const string &name, const std::vector<string> &attr_value);
  193. graphStatus GetAttr(const string &name, std::vector<string> &attr_value) const;
  194. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, bool))
  195. Operator &SetAttr(const string &name, bool attr_value);
  196. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, bool &) const)
  197. graphStatus GetAttr(const string &name, bool &attr_value) const;
  198. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<bool> &))
  199. Operator &SetAttr(const string &name, const std::vector<bool> &attr_value);
  200. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, std::vector<bool> &) const)
  201. graphStatus GetAttr(const string &name, std::vector<bool> &attr_value) const;
  202. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const Tensor &))
  203. Operator &SetAttr(const string &name, const Tensor &attr_value);
  204. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, Tensor &) const)
  205. graphStatus GetAttr(const string &name, Tensor &attr_value) const;
  206. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<Tensor> &))
  207. Operator &SetAttr(const string &name, const std::vector<Tensor> &attr_value);
  208. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, std::vector<Tensor> &) const)
  209. graphStatus GetAttr(const string &name, std::vector<Tensor> &attr_value) const;
  210. // Bytes type
  211. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const OpBytes &))
  212. Operator &SetAttr(const string &name, const OpBytes &attr_value);
  213. // Bytes type
  214. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, OpBytes &) const)
  215. graphStatus GetAttr(const string &name, OpBytes &attr_value) const;
  216. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<std::vector<int64_t>> &))
  217. Operator &SetAttr(const string &name, const std::vector<std::vector<int64_t>> &attr_value);
  218. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, std::vector<std::vector<int64_t>> &) const)
  219. graphStatus GetAttr(const string &name, std::vector<std::vector<int64_t>> &attr_value) const;
  220. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<ge::DataType> &))
  221. Operator &SetAttr(const string &name, const std::vector<ge::DataType> &attr_value);
  222. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, std::vector<ge::DataType> &) const)
  223. graphStatus GetAttr(const string &name, std::vector<ge::DataType> &attr_value) const;
  224. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const ge::DataType &))
  225. Operator &SetAttr(const string &name, const ge::DataType &attr_value);
  226. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, ge::DataType &) const)
  227. graphStatus GetAttr(const string &name, ge::DataType &attr_value) const;
  228. // func type
  229. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const ge::NamedAttrs &))
  230. Operator &SetAttr(const string &name, const ge::NamedAttrs &attr_value);
  231. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, ge::NamedAttrs &) const)
  232. graphStatus GetAttr(const string &name, ge::NamedAttrs &attr_value) const;
  233. ATTRIBUTED_DEPRECATED(Operator &SetAttr(const char *, const std::vector<ge::NamedAttrs> &))
  234. Operator &SetAttr(const string &name, const std::vector<ge::NamedAttrs> &attr_value);
  235. ATTRIBUTED_DEPRECATED(graphStatus GetAttr(const char *, std::vector<ge::NamedAttrs> &) const)
  236. graphStatus GetAttr(const string &name, std::vector<ge::NamedAttrs> &attr_value) const;
  237. Operator &SetAttr(const char *name, int64_t attr_value);
  238. Operator &SetAttr(const char *name, int32_t attr_value);
  239. Operator &SetAttr(const char *name, uint32_t attr_value);
  240. graphStatus GetAttr(const char *name, int64_t &attr_value) const;
  241. graphStatus GetAttr(const char *name, int32_t &attr_value) const;
  242. graphStatus GetAttr(const char *name, uint32_t &attr_value) const;
  243. Operator &SetAttr(const char *name, const std::vector<int64_t> &attr_value);
  244. Operator &SetAttr(const char *name, const std::vector<int32_t> &attr_value);
  245. Operator &SetAttr(const char *name, const std::vector<uint32_t> &attr_value);
  246. Operator &SetAttr(const char *name, std::initializer_list<int64_t> &&attr_value);
  247. graphStatus GetAttr(const char *name, std::vector<int64_t> &attr_value) const;
  248. graphStatus GetAttr(const char *name, std::vector<int32_t> &attr_value) const;
  249. graphStatus GetAttr(const char *name, std::vector<uint32_t> &attr_value) const;
  250. Operator &SetAttr(const char *name, float attr_value);
  251. graphStatus GetAttr(const char *name, float &attr_value) const;
  252. Operator &SetAttr(const char *name, const std::vector<float> &attr_value);
  253. graphStatus GetAttr(const char *name, std::vector<float> &attr_value) const;
  254. Operator &SetAttr(const char *name, AttrValue &&attr_value);
  255. graphStatus GetAttr(const char *name, AttrValue &attr_value) const;
  256. Operator &SetAttr(const char *name, const char *attr_value);
  257. Operator &SetAttr(const char *name, const AscendString &attr_value);
  258. graphStatus GetAttr(const char *name, AscendString &attr_value) const;
  259. Operator &SetAttr(const char *name, const std::vector<AscendString> &attr_values);
  260. graphStatus GetAttr(const char *name, std::vector<AscendString> &attr_values) const;
  261. Operator &SetAttr(const char *name, bool attr_value);
  262. graphStatus GetAttr(const char *name, bool &attr_value) const;
  263. Operator &SetAttr(const char *name, const std::vector<bool> &attr_value);
  264. graphStatus GetAttr(const char *name, std::vector<bool> &attr_value) const;
  265. Operator &SetAttr(const char *name, const Tensor &attr_value);
  266. graphStatus GetAttr(const char *name, Tensor &attr_value) const;
  267. Operator &SetAttr(const char *name, const std::vector<Tensor> &attr_value);
  268. graphStatus GetAttr(const char *name, std::vector<Tensor> &attr_value) const;
  269. // Bytes type
  270. Operator &SetAttr(const char *name, const OpBytes &attr_value);
  271. // Bytes type
  272. graphStatus GetAttr(const char *name, OpBytes &attr_value) const;
  273. Operator &SetAttr(const char *name, const std::vector<std::vector<int64_t>> &attr_value);
  274. graphStatus GetAttr(const char *name, std::vector<std::vector<int64_t>> &attr_value) const;
  275. Operator &SetAttr(const char *name, const std::vector<ge::DataType> &attr_value);
  276. graphStatus GetAttr(const char *name, std::vector<ge::DataType> &attr_value) const;
  277. Operator &SetAttr(const char *name, const ge::DataType &attr_value);
  278. graphStatus GetAttr(const char *name, ge::DataType &attr_value) const;
  279. // func type
  280. Operator &SetAttr(const char *name, const ge::NamedAttrs &attr_value);
  281. graphStatus GetAttr(const char *name, ge::NamedAttrs &attr_value) const;
  282. Operator &SetAttr(const char *name, const std::vector<ge::NamedAttrs> &attr_value);
  283. graphStatus GetAttr(const char *name, std::vector<ge::NamedAttrs> &attr_value) const;
  284. void BreakConnect() const;
  285. size_t GetSubgraphNamesCount() const;
  286. ATTRIBUTED_DEPRECATED(graphStatus GetSubgraphNames(std::vector<AscendString> &) const)
  287. std::vector<std::string> GetSubgraphNames() const;
  288. graphStatus GetSubgraphNames(std::vector<AscendString> &names) const;
  289. ATTRIBUTED_DEPRECATED(SubgraphBuilder GetSubgraphBuilder(const char *) const)
  290. SubgraphBuilder GetSubgraphBuilder(const string &name) const;
  291. SubgraphBuilder GetSubgraphBuilder(const char *name) const;
  292. ATTRIBUTED_DEPRECATED(Graph GetSubgraph(const char *) const)
  293. Graph GetSubgraph(const string &name) const;
  294. Graph GetSubgraph(const char *name) const;
  295. ATTRIBUTED_DEPRECATED(SubgraphBuilder GetDynamicSubgraphBuilder(const char *, uint32_t) const)
  296. SubgraphBuilder GetDynamicSubgraphBuilder(const string &name, uint32_t index) const;
  297. SubgraphBuilder GetDynamicSubgraphBuilder(const char *name, uint32_t index) const;
  298. ATTRIBUTED_DEPRECATED(Graph GetDynamicSubgraph(const char *, uint32_t) const)
  299. Graph GetDynamicSubgraph(const string &name, uint32_t index) const;
  300. Graph GetDynamicSubgraph(const char *name, uint32_t index) const;
  301. protected:
  302. void AttrRegister(const string &name, float attr_value);
  303. void AttrRegister(const string &name, const std::vector<float> &attr_value);
  304. void AttrRegister(const string &name, int64_t attr_value);
  305. void AttrRegister(const string &name, const std::vector<int64_t> &attr_value);
  306. void AttrRegister(const string &name, const string &attr_value);
  307. void AttrRegister(const string &name, const std::vector<string> &attr_value);
  308. void AttrRegister(const string &name, bool attr_value);
  309. void AttrRegister(const string &name, const std::vector<bool> &attr_value);
  310. void AttrRegister(const string &name, const Tensor &attr_value);
  311. void AttrRegister(const string &name, const std::vector<Tensor> &attr_value);
  312. void AttrRegister(const string &name, const OpBytes &attr_value);
  313. void AttrRegister(const string &name, const std::vector<std::vector<int64_t>> &attr_value);
  314. void AttrRegister(const string &name, const std::vector<ge::DataType> &attr_value);
  315. void AttrRegister(const string &name, const ge::DataType &attr_value);
  316. void AttrRegister(const string &name, const ge::NamedAttrs &attr_value);
  317. void AttrRegister(const string &name, const std::vector<ge::NamedAttrs> &attr_value);
  318. void AttrRegister(const string &name, const AscendString &attr_value);
  319. void AttrRegister(const string &name, const std::vector<AscendString> &attr_value);
  320. explicit Operator(OperatorImplPtr &&op_impl);
  321. void InputRegister(const string &name);
  322. void OptionalInputRegister(const string &name);
  323. void InferFuncRegister(const std::function<graphStatus(Operator &)> &func);
  324. void VerifierFuncRegister(const std::function<graphStatus(Operator &)> &func);
  325. void InferFormatFuncRegister(const std::function<graphStatus(Operator &)> &func);
  326. void OutputRegister(const string &name);
  327. void DynamicInputRegister(const string &name, const unsigned int num, bool is_push_back = true);
  328. void DynamicInputRegisterByIndex(const string &name, const unsigned int num, size_t index);
  329. void DynamicOutputRegister(const string &name, const unsigned int num, bool is_push_back = true);
  330. void RequiredAttrRegister(const string &name);
  331. graphStatus VerifyAll(); // lint !e148
  332. // Only has one output index = 0
  333. Operator &SetInput(const string &dst_name, uint32_t dst_index,
  334. const Operator &src_oprt);
  335. Operator &SetInput(const string &dst_name, uint32_t dst_index, const Operator &src_oprt,
  336. const string &name); // lint !e148
  337. void SubgraphRegister(const string &ir_name, bool dynamic);
  338. void SubgraphCountRegister(const string &ir_name, uint32_t count);
  339. void SetSubgraphBuilder(const string &ir_name, uint32_t index, const SubgraphBuilder &builder);
  340. Graph GetSubgraphImpl(const string &name) const;
  341. private:
  342. Operator &SetInput(const string &dst_name, const OutHandler &out_handler); // lint !e148
  343. OutHandler GetOutput(const string &name) const;
  344. OutHandler GetOutput(uint32_t index) const;
  345. OperatorImplPtr GetOperatorImplPtr() const;
  346. OperatorImplPtr operator_impl_{nullptr};
  347. graphStatus GetInputConstDataOut(const string &dst_name, Tensor &data) const;
  348. std::shared_ptr<const Node> GetNode() const;
  349. };
  350. /*lint +e148*/
  351. } // namespace ge
  352. #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