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graph_mem_assigner.h 9.6 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_GRAPH_BUILD_MEMORY_GRAPH_MEM_ASSIGNER_H_
  17. #define GE_GRAPH_BUILD_MEMORY_GRAPH_MEM_ASSIGNER_H_
  18. #include <iostream>
  19. #include <map>
  20. #include <memory>
  21. #include <string>
  22. #include <utility>
  23. #include <vector>
  24. #include "framework/common/ge_inner_error_codes.h"
  25. #include "graph/node.h"
  26. #include "runtime/mem.h"
  27. #include "graph/build/memory/hybrid_mem_assigner.h"
  28. namespace ge {
  29. struct MemoryOffset {
  30. MemoryOffset(rtMemType_t mem_type, size_t mem_offset) : mem_type_(mem_type), mem_offset_(mem_offset) {}
  31. public:
  32. rtMemType_t mem_type_;
  33. size_t mem_offset_;
  34. };
  35. using MemoryOffsetMap = std::map<int64_t, MemoryOffset>;
  36. class VariableMemoryAssigner {
  37. public:
  38. explicit VariableMemoryAssigner(ge::ComputeGraphPtr compute_graph) : compute_graph_(std::move(compute_graph)) {}
  39. VariableMemoryAssigner(const VariableMemoryAssigner &) = delete;
  40. VariableMemoryAssigner &operator=(const VariableMemoryAssigner &) = delete;
  41. virtual ~VariableMemoryAssigner() = default;
  42. ///
  43. /// @ingroup ge_graph
  44. /// @brief assign memory offset
  45. /// @return Status result of function
  46. ///
  47. ge::Status Assign();
  48. ///
  49. /// @ingroup ge_graph
  50. /// @brief assign variable attr to nodes
  51. /// @return Status result of function
  52. ///
  53. ge::Status AssignVarAttr2Nodes();
  54. ge::Status AssignMemory2HasRefAttrNode();
  55. private:
  56. ge::ComputeGraphPtr compute_graph_;
  57. };
  58. using VariableMemoryAssignerPtr = std::shared_ptr<VariableMemoryAssigner>;
  59. using BlockMemAssignerPtr = std::shared_ptr<BlockMemAssigner>;
  60. using HybridMemAssignerPtr = std::shared_ptr<HybridMemAssigner>;
  61. class GraphMemoryAssigner {
  62. public:
  63. explicit GraphMemoryAssigner(ge::ComputeGraphPtr compute_graph)
  64. : compute_graph_(std::move(compute_graph)),
  65. mem_assigner_(nullptr) {}
  66. GraphMemoryAssigner(const GraphMemoryAssigner &) = delete;
  67. GraphMemoryAssigner &operator=(const GraphMemoryAssigner &) = delete;
  68. virtual ~GraphMemoryAssigner() = default;
  69. ///
  70. /// @ingroup ge_graph
  71. /// @brief assign memory offset
  72. /// @return Status result of function
  73. ///
  74. ge::Status AssignMemory();
  75. ///
  76. /// @ingroup ge_graph
  77. /// @brief assign variable attr to nodes,
  78. /// must be called after all memory assigned.
  79. /// @return Status result of function
  80. ///
  81. ge::Status AssignVarAttr2Nodes();
  82. ge::Status AssignMemory2HasRefAttrNode();
  83. ge::Status ReAssignMemory(bool is_loop_graph, map<uint64_t, size_t> &mem_type_to_offset);
  84. ge::Status AssignZeroCopyMemory(map<uint64_t, size_t> &mem_offset, size_t &zero_mem_copy_size);
  85. ge::Status SetInputOffset();
  86. ge::Status UpdateOpInputOffset(const NodePtr &node) const;
  87. ge::Status UpdateRefOpOutputOffset(const NodePtr &node, const std::map<int32_t, int32_t> &out2ins, const int ref_in,
  88. const int64_t input_offset) const;
  89. ge::Status CheckOffset();
  90. ge::Status CheckRefNodeOffset(const NodePtr &node);
  91. ge::Status AssignReferenceMemory();
  92. void MarkDistanceAttr();
  93. void MarkNodeDistanceAttr(const ComputeGraphPtr &compute_graph,
  94. NodePtr &node,
  95. map<size_t, pair<NodePtr, vector<int64_t>>> &mem_block_visit_info,
  96. const map<string, int64_t> &node_index_in_stream);
  97. private:
  98. ///
  99. /// @ingroup ge_graph
  100. /// @brief assign memory offset
  101. /// @return Status result of function
  102. ///
  103. ge::Status ReAssignContinuousMemory(bool is_loop_graph);
  104. ge::Status ReAssignAtomicMemory(bool is_loop_graph);
  105. ge::Status TryGetNodeRefIndexes(const NodePtr &node, std::map<int32_t, int32_t> &out2ins) const;
  106. bool AssignContinuousInputMemoryWithAtomicProcessDirectly(const NodePtr &input_continuous_node,
  107. std::map<NodePtr, uint32_t> &node_2_continuous_type);
  108. ge::Status AssignContinuousInputMemoryWithAtomicProcess(const NodePtr &input_continuous_node,
  109. uint32_t continuous_type, bool reverse_refresh = false);
  110. ge::Status FilterAtomicNodesForMemoryAssign(map<string, map<NodePtr, vector<NodePtr>>> &normal_atomic_nodes_map,
  111. map<string, vector<NodePtr>> &connecting_output_atomic_nodes);
  112. Status SetMemOffset(const ge::NodePtr &node, const InDataAnchorPtr &in_data_anchor, bool reverse_refresh,
  113. int64_t &mem_offset, int64_t &continuous_mem_start);
  114. ge::Status AssignContinuousInputMemory(const ge::NodePtr &node, int64_t &continuous_mem_start,
  115. int64_t &continuous_mem_size, int64_t memory_type, uint32_t continuous_type,
  116. bool reverse_refresh = false);
  117. ge::Status AssignContinuousOutputMemory(const ge::NodePtr &node, int64_t memory_type, uint32_t continuous_type);
  118. ///
  119. /// @brief check the input of node whether support atomic attr
  120. /// @param node
  121. /// @return true:supported; false:not supported
  122. ///
  123. bool CheckInputIsSupportAtomic(const ge::NodePtr &node);
  124. ge::Status GetMemoryAssignmentStatus(const ge::NodePtr &node, int64_t output_index, bool &is_mem_assigned);
  125. ge::Status AssignAtomicOutputMemory(const ge::NodePtr &node, std::vector<int64_t> &mem_offset_end);
  126. ge::Status AssignOrdinaryAtomicWorkspaceMemory(const ge::OpDescPtr &op_desc,
  127. std::map<std::string, std::map<int64_t, int64_t>> &workspace_info,
  128. std::vector<int64_t> &mem_offset_end);
  129. ge::Status AssignFusionAtomicWorkspaceMemory(const ge::OpDescPtr &op_desc,
  130. std::map<std::string, std::map<int64_t, int64_t>> &workspace_info,
  131. std::vector<int64_t> &mem_offset_end);
  132. ge::Status AssignAtomicOutputAndWorkspaceMemory(const ge::NodePtr &node, std::vector<int64_t> &mem_offset_end);
  133. ge::Status AssignConnectNetOutputAtomicMemory(vector<NodePtr> &connect_netoutput_nodes);
  134. ge::Status SetIndependentAtomicAttr(const ge::NodePtr &node, int64_t atomic_mem_start,
  135. const std::vector<int64_t> &mem_offset_end, int64_t memory_type);
  136. ge::Status SetAtomicCleanAttr(const ge::NodePtr &node, const std::vector<int64_t> &atomic_mem_start,
  137. const std::vector<int64_t> &atomic_mem_size, int64_t memory_type);
  138. ge::Status IsIndependentAtomicClean(const ge::NodePtr &node, bool &is_independent_atomic_clean_node);
  139. void AlignMemOffset(const int64_t &mem_align_size, int64_t memory_type);
  140. ge::Status UpdateOpInputOffset(const NodePtr &node, vector<int64_t> &input_list) const;
  141. ge::Status UpdateConstArgsOffset(const NodePtr &node, vector<int64_t> &input_list) const;
  142. NodePtr GetKnownInputNode(const NodePtr &node) const;
  143. ge::Status GetNodeMemoryType(const NodePtr &node, int64_t &memory_type, string input_or_output);
  144. ge::Status GetNodeListMemoryType(const vector<NodePtr> &nodes, int32_t mem_reuse_model, int64_t &memory_type);
  145. bool CheckContinuousMemType(vector<int64_t> mem_type_list);
  146. void PrintMemoryOffset();
  147. Status AssignBufferPoolMemory();
  148. bool IsRefFromInputOpCascade(const NodePtr &node);
  149. Status UpdateRefOpOffsetReverse(const NodePtr &node);
  150. bool IsOutputVisitedByMultiStream(const NodePtr &peer_out_node, int64_t out_anchor_index);
  151. void UpdatePrevNodeInputDesc(const NodePtr &prev_node,
  152. const vector<int64_t> &prev_node_input_index_vec,
  153. int64_t distance);
  154. void UpdateCurNodeInputDesc(const NodePtr &cur_node, int64_t cur_node_input_index, int64_t distance);
  155. void CheckNeedCalcDistAndUpdateVisitInfo(const NodePtr &peer_out_node,
  156. const OutDataAnchorPtr &peer_out_anchor,
  157. size_t matched_mem_offset,
  158. map<size_t, pair<NodePtr, vector<int64_t>>> &mem_block_visit_info,
  159. bool &is_need_calc_distance);
  160. void CalcDistanceAndUpdateDesc(const map<string, int64_t> &node_index_in_stream,
  161. const InDataAnchorPtr &in_data_anchor,
  162. size_t matched_mem_offset,
  163. NodePtr &node,
  164. map<size_t, pair<NodePtr, vector<int64_t>>> &mem_block_visit_info,
  165. bool &is_need_skip);
  166. void DeleteVisitInfoWhenLifecycleEnded(const NodePtr &node,
  167. const InDataAnchorPtr &in_data_anchor,
  168. size_t matched_mem_offset,
  169. map<size_t, pair<NodePtr, vector<int64_t>>> &mem_block_visit_info);
  170. MemoryOffsetMap memory_offset_;
  171. ge::ComputeGraphPtr compute_graph_;
  172. HybridMemAssignerPtr mem_assigner_;
  173. };
  174. } // namespace ge
  175. #endif // GE_GRAPH_BUILD_MEMORY_GRAPH_MEM_ASSIGNER_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