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base_pass.h 8.4 kB

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modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc
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modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc
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modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc
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modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc
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modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc
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modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc modified: ge/graph/passes/base_pass.cc modified: ge/graph/passes/base_pass.h modified: ge/graph/passes/folding_pass.cc modified: ge/graph/passes/infer_base_pass.h modified: ge/graph/passes/infer_value_range_pass.cc modified: ge/graph/passes/infer_value_range_pass.h modified: ge/graph/passes/infershape_pass.cc modified: ge/graph/passes/infershape_pass.h modified: ge/graph/passes/merge_pass.cc modified: ge/graph/passes/switch_dead_branch_elimination.cc modified: ge/graph/preprocess/graph_preprocess.cc
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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_GRAPH_PASSES_BASE_PASS_H_
  17. #define GE_GRAPH_PASSES_BASE_PASS_H_
  18. #include <set>
  19. #include <string>
  20. #include <unordered_set>
  21. #include <utility>
  22. #include <vector>
  23. #include "framework/common/ge_inner_error_codes.h"
  24. #include "framework/common/types.h"
  25. #include "graph/compute_graph.h"
  26. #include "graph/utils/op_desc_utils.h"
  27. namespace ge {
  28. enum NodePassOption {
  29. // if there is a sub graph on the node, the pass on the node will do:
  30. // Pass(node) -> pass all sub graphs on the node -> Pass(node)
  31. // when pass the node for the second time, the kOptimizeAfterSubGraph will be set as a flag key
  32. kOptimizeAfterSubGraph,
  33. // add new options before kOptionEnd
  34. kOptionEnd
  35. };
  36. class BaseNodePass {
  37. public:
  38. ///
  39. /// Optimize on one node. the function can add nodes to the graph, change
  40. /// connections between nodes while optimizing or remove nodes from the graph.
  41. /// @param node
  42. /// @return
  43. ///
  44. virtual Status Run(NodePtr &node) = 0;
  45. virtual ~BaseNodePass() = default;
  46. const std::unordered_set<NodePtr> &GetNodesNeedRePass() { return nodes_need_re_pass_; }
  47. const std::unordered_set<NodePtr> &GetNodesNeedRePassImmediately() { return nodes_need_re_pass_immediately_; }
  48. const std::unordered_set<NodePtr> &GetNodesDeleted() { return nodes_deleted_; }
  49. const std::unordered_set<NodePtr> &GetNodesSuspend() { return nodes_suspend_; }
  50. const std::unordered_set<NodePtr> &GetNodesResume() { return nodes_resume_; }
  51. virtual Status OnSuspendNodesLeaked() { return SUCCESS; }
  52. void SetOption(NodePassOption option, const std::string &value) { options_[option] = value; }
  53. void ClearOptions() { options_.clear(); }
  54. void init() {
  55. nodes_need_re_pass_.clear();
  56. nodes_need_re_pass_immediately_.clear();
  57. nodes_deleted_.clear();
  58. nodes_suspend_.clear();
  59. nodes_resume_.clear();
  60. }
  61. virtual void OnStartPassGraph(const ComputeGraphPtr &graph) {
  62. current_graph_name_ = graph->GetName();
  63. }
  64. protected:
  65. const string &GetCurrentGraphName() const {
  66. return current_graph_name_;
  67. }
  68. Status IsolateAndDeleteNode(NodePtr &node, const std::vector<int> &io_map, bool is_repass_io_immediately = false);
  69. Status IsolateAndDeleteNode(NodePtr &node, const std::initializer_list<int> &io_map, bool is_repass_io_immediately = false) {
  70. return IsolateAndDeleteNode(node, std::vector<int>(io_map), is_repass_io_immediately);
  71. }
  72. ///
  73. /// Add a node to be optimized again. If you add a new node to the graph, or
  74. /// change a node connections, and you want to make sure the node will be
  75. /// optimized by other passes, call this function.
  76. /// @param node
  77. ///
  78. void AddRePassNode(const NodePtr &node) { nodes_need_re_pass_.insert(node); }
  79. ///
  80. /// Add a node to be optimized immediately again. If you add a new node to the graph, or
  81. /// change a node connections, and you want to make sure the node will be
  82. /// optimized by other passes, call this function.
  83. /// @param node
  84. ///
  85. void AddImmediateRePassNode(const NodePtr &node) { nodes_need_re_pass_immediately_.insert(node); }
  86. ///
  87. /// Add a node and it's input/output data nodes to be optimized again.
  88. /// @param node
  89. ///
  90. void AddRePassNodesWithInOut(const NodePtr &node) {
  91. AddRePassNode(node);
  92. auto out_nodes = node->GetOutNodes();
  93. for (auto &out_node : out_nodes) {
  94. AddRePassNode(out_node);
  95. }
  96. auto in_nodes = node->GetInNodes();
  97. for (auto &in_node : in_nodes) {
  98. AddRePassNode(in_node);
  99. }
  100. }
  101. ///
  102. /// Add a node and it's input/output data nodes to be optimized immediately again.
  103. /// @param node
  104. ///
  105. void AddImmediateRePassNodesWithInOut(const NodePtr &node) {
  106. auto in_nodes = node->GetInNodes();
  107. for (auto &in_node : in_nodes) {
  108. AddImmediateRePassNode(in_node);
  109. }
  110. AddImmediateRePassNode(node);
  111. auto out_nodes = node->GetOutNodes();
  112. for (auto &out_node : out_nodes) {
  113. AddImmediateRePassNode(out_node);
  114. }
  115. }
  116. ///
  117. /// If you deleted a node from the graph, especially current node. The remain
  118. /// iterate passes will continue process on the deleted node(if it can be
  119. /// reached by edge connections) till the last one. Obviously it is a waste of
  120. /// time. You can add the deleted nodes by calling this function, to stop the
  121. /// next iterations.
  122. /// @param node
  123. ///
  124. void AddNodeDeleted(const NodePtr &node) { nodes_deleted_.insert(node); }
  125. ///
  126. /// If you postpone a node from the graph, especially following node. The remain
  127. /// iterate passes will stop process on the postpone node(if it can be
  128. /// reached by edge connections) till the last one. Obviously it is a waste of
  129. /// time. You can add the postpone nodes by calling this function, to stop the
  130. /// next iterations.
  131. /// @param node
  132. ///
  133. void AddNodeSuspend(const NodePtr &node) { nodes_suspend_.insert(node); }
  134. void AddNodeResume(const NodePtr &node) { nodes_resume_.insert(node); }
  135. bool OptionExists(NodePassOption option) { return options_.count(option) > 0; }
  136. private:
  137. std::unordered_set<NodePtr> nodes_need_re_pass_;
  138. std::unordered_set<NodePtr> nodes_need_re_pass_immediately_;
  139. std::unordered_set<NodePtr> nodes_deleted_;
  140. std::unordered_set<NodePtr> nodes_suspend_;
  141. std::unordered_set<NodePtr> nodes_resume_;
  142. std::map<NodePassOption, std::string> options_;
  143. std::string current_graph_name_;
  144. };
  145. using NamesToPass = std::vector<std::pair<std::string, BaseNodePass *>>;
  146. class GEPass {
  147. public:
  148. explicit GEPass(ComputeGraphPtr &graph) : graph_(graph), root_graph_(graph), depth_(1) {}
  149. virtual ~GEPass() = default;
  150. Status Run(const NamesToPass &names_to_passes);
  151. /*
  152. * todo
  153. * OneGraph: nodes_deleted, nodes_seen, nodes_passed, nodes_suspended
  154. * RePass: nodes_re_pass
  155. * GraphOneTime: nodes_last
  156. * NodeOneTime: nodes_re_pass_immediately, nodes_resume
  157. */
  158. struct GraphLevelState {
  159. std::unordered_set<NodePtr> nodes_deleted;
  160. std::unordered_set<Node *> nodes_seen;
  161. std::unordered_set<NodePtr> nodes_passed;
  162. std::unordered_set<NodePtr> nodes_suspend;
  163. std::unordered_set<NodePtr> nodes_last;
  164. std::deque<NodePtr> nodes;
  165. int re_pass_times;
  166. void AddNodeToQueueFront(NodePtr node) {
  167. nodes_seen.insert(node.get());
  168. nodes.emplace_front(std::move(node));
  169. }
  170. void AddNodeToQueue(NodePtr node) {
  171. nodes_seen.insert(node.get());
  172. nodes.emplace_back(std::move(node));
  173. }
  174. void AddNodeToQueueIfNotSeen(NodePtr node) {
  175. if (nodes_seen.insert(node.get()).second) {
  176. nodes.emplace_back(std::move(node));
  177. }
  178. }
  179. NodePtr PopFront() {
  180. NodePtr node = nodes.front();
  181. nodes.pop_front();
  182. return node;
  183. }
  184. };
  185. struct RepassLevelState {
  186. std::unordered_set<NodePtr> nodes_re_pass;
  187. };
  188. struct GraphOneTimeLevelState {
  189. std::unordered_set<NodePtr> nodes_last;
  190. };
  191. private:
  192. GEPass(ComputeGraphPtr &graph, ComputeGraphPtr &root_graph, int depth)
  193. : graph_(graph), root_graph_(root_graph), depth_(depth) {}
  194. Status RunPassesNodeOnce(NodePtr &node, const NamesToPass &names_to_passes,
  195. GraphLevelState &g_state, RepassLevelState &rp_state);
  196. Status RunPassesGraphRepass(const NamesToPass &names_to_passes, GraphLevelState &g_state);
  197. Status RunPassesOneGraph(const NamesToPass &names_to_passes);
  198. Status RunPassesOnSubGraph(const NodePtr &node, const NamesToPass &names_to_passes, bool &has_sub_graph);
  199. Status RunPassesOnNode(NodePtr &node, const NamesToPass &names_to_passes, GraphLevelState &g_state,
  200. RepassLevelState &rp_state);
  201. Status HandleLeakedSuspendNodes(const NamesToPass &names_to_passes, GraphLevelState &g_state);
  202. ComputeGraphPtr graph_;
  203. ComputeGraphPtr root_graph_;
  204. int depth_;
  205. };
  206. } // namespace ge
  207. #endif // GE_GRAPH_PASSES_BASE_PASS_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