graphengine/metadef/graph/utils/tuning_utils.cc

/**
 * Copyright 2019-2020 Huawei Technologies Co., Ltd
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 * http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

#include "graph/tuning_utils.h"
#include "../debug/ge_util.h"
#include "../debug/ge_op_types.h"

namespace ge {
const std::string peer_node_name_attr = "_peerNodeName";
const std::string parent_node_name_attr = "_parentNodeName";
const std::string alias_name_attr = "_aliasName";
const std::string parent_node_attr = "parentNode";
const std::string parent_node_anchor_index_attr = "_parentNodeAnchorIndex";
const std::string tuning_subgraph_prefix = "/aicore_subgraph_";
const std::string non_tuning_subgraph_prefix = "/subgraph_";
const std::set<std::string> kPartitionOpTypes = {PLACEHOLDER, END};
const std::set<std::string> kExeTypes = {DATA, NETOUTPUT};
NodeNametoNodeNameMap TuningUtils::data_2_netoutput_;
NodetoNodeNameMap TuningUtils::data_node_2_netoutput_;
NodetoNodeMap TuningUtils::data_node_2_netoutput_node_;
NodeSet TuningUtils::netoutput_nodes_;
NodeSet TuningUtils::merged_graph_nodes_;
SubgraphCreateOutNode TuningUtils::create_output_;
std::mutex TuningUtils::mutex_;

std::string TuningUtils::PrintCheckLog() {
  std::stringstream ss;
  ss << "d2n:{";
  for (const auto &pair : data_2_netoutput_) {
    ss << "data:" << pair.first << "-"
       << "netoutput:" << pair.second;
    ss << " | ";
  }
  ss << "}";
  ss << "netoutputs:{";
  for (const auto &node : netoutput_nodes_) {
    ss << "netoutput:" << node->GetName();
    ss << " | ";
  }
  ss << "}";
  return ss.str();
}

std::string TuningUtils::GetNodeNameByAnchor(const Anchor *anchor) {
  if (anchor == nullptr) {
    GELOGE(GRAPH_FAILED, "Anchor is nullptr");
    return "Null";
  }
  auto node = anchor->GetOwnerNode();
  return node == nullptr ? "Null" : node->GetName();
}

// part 1
graphStatus TuningUtils::ConvertGraphToFile(std::vector<ComputeGraphPtr> tuning_subgraphs,
                                            std::vector<ComputeGraphPtr> non_tuning_subgraphs, bool exe_flag,
                                            const std::string &path, const std::string &user_path) {
  int64_t i = 0;
  int64_t j = 0;
  std::lock_guard<std::mutex> lock(mutex_);
  for (auto &subgraph : tuning_subgraphs) {
    create_output_.emplace(subgraph, nullptr);
    auto help_info = HelpInfo{i, exe_flag, true, path, user_path};
    if (MakeExeGraph(subgraph, help_info) != SUCCESS) {
      GELOGE(GRAPH_FAILED, "TUU:subgraph %zu generate exe graph failed", i);
      return GRAPH_FAILED;
    }
    i++;
  }

  for (auto &subgraph : non_tuning_subgraphs) {
    create_output_.emplace(subgraph, nullptr);
    auto help_info = HelpInfo{j, true, false, path, user_path};
    if (MakeExeGraph(subgraph, help_info) != SUCCESS) {
      GELOGE(GRAPH_FAILED, "TUU:non tuning_subgraph %zu generate exe graph failed", j);
      return GRAPH_FAILED;
    }
    j++;
  }
  create_output_.clear();
  return SUCCESS;
}

// +---------------+
// | pld     pld   |
// |  \      /     |
// | relu relu     |
// |   \   /       |
// |   add         |
// |    |          |
// |   end         |
// +---------------+
//        |
//        |
//        V
// +---------------+
// | data   data   |
// |  \      /     |
// | relu relu     |
// |   \   /       |
// |   add         |
// |    |          |
// |  netoutput    |
// +---------------+
graphStatus TuningUtils::MakeExeGraph(ComputeGraphPtr &exe_graph, const HelpInfo &help_info) {
  GE_CHECK_NOTNULL(exe_graph);
  // if not make exe, just dump and return
  if (!help_info.exe_flag) {
    DumpGraphToPath(exe_graph, help_info.index, help_info.is_tuning_graph, help_info.path);
    GELOGI("TUU:just return, dump original sub_graph[%s]index[%d]", exe_graph->GetName().c_str(), help_info.index);
    return SUCCESS;
  }
  // modify sub graph
  for (NodePtr &node : exe_graph->GetDirectNode()) {
    // 1.handle pld
    if (node->GetType() == PLACEHOLDER) {
      if (HandlePld(node) != SUCCESS) {
        GELOGE(FAILED, "TUU:Failed to handle node %s from graph %s", node->GetName().c_str(),
               exe_graph->GetName().c_str());
        return FAILED;
      }
    }
    // 2.handle end
    if (node->GetType() == END) {
      if (HandleEnd(node) != SUCCESS) {
        GELOGE(FAILED, "TUU:Failed to handle node %s from graph %s", node->GetName().c_str(),
               exe_graph->GetName().c_str());
        return FAILED;
      }
    }
  }
  graphStatus ret = exe_graph->TopologicalSorting();
  if (ret != SUCCESS) {
    GELOGE(ret, "Graph[%s] topological sort failed, ret:%d.", exe_graph->GetName().c_str(), ret);
    return ret;
  }
  // dump subgraphs which modified by us
  if (help_info.user_path.empty()) {
    DumpGraphToPath(exe_graph, help_info.index, help_info.is_tuning_graph, help_info.path);
  } else {
    GraphUtils::DumpGEGraph(exe_graph, "", true, help_info.user_path);
  }
  return SUCCESS;
}

void TuningUtils::DumpGraphToPath(ComputeGraphPtr &exe_graph, int64_t index, bool is_tuning_graph, std::string path) {
  if (!path.empty()) {
    if (is_tuning_graph) {
      GraphUtils::DumpGEGraph(exe_graph, "", true, path + tuning_subgraph_prefix + std::to_string(index) + ".txt");
    } else {
      GraphUtils::DumpGEGraph(exe_graph, "", true, path + non_tuning_subgraph_prefix + std::to_string(index) + ".txt");
    }
  } else {
    path = "./";
    if (is_tuning_graph) {
      GraphUtils::DumpGEGraph(exe_graph, "", true, path + tuning_subgraph_prefix + std::to_string(index) + ".txt");
    } else {
      GraphUtils::DumpGEGraph(exe_graph, "", true, path + non_tuning_subgraph_prefix + std::to_string(index) + ".txt");
    }
  }
}

graphStatus TuningUtils::CreateDataNode(NodePtr &node, NodePtr &data_node) {
  auto graph = node->GetOwnerComputeGraph();
  GE_CHECK_NOTNULL(graph);
  auto data_op_desc = ComGraphMakeShared<OpDesc>(node->GetName(), DATA);
  GE_CHECK_NOTNULL(data_op_desc);
  auto pld_op_desc = node->GetOpDesc();
  GE_CHECK_NOTNULL(pld_op_desc);
  auto output_desc = pld_op_desc->GetOutputDesc(0);  // only one output for pld and data
  // data inputdesc & outputdesc set as same
  if (data_op_desc->AddInputDesc(output_desc) != SUCCESS) {
    GELOGE(FAILED, "TUU:data node %s AddOutputDesc failed", data_op_desc->GetName().c_str());
    return FAILED;
  }
  if (data_op_desc->AddOutputDesc(output_desc) != SUCCESS) {
    GELOGE(FAILED, "TUU:data node %s AddOutputDesc failed", data_op_desc->GetName().c_str());
    return FAILED;
  }
  data_node = graph->AddNode(data_op_desc);
  GE_CHECK_NOTNULL(data_node);
  if (data_node->SetOwnerComputeGraph(graph) != GRAPH_SUCCESS) {
    GELOGE(FAILED, "TUU:SetOwnerComputeGraph failed");
    return FAILED;
  }
  return SUCCESS;
}

graphStatus TuningUtils::AddAttrToDataNodeForMergeGraph(const NodePtr &pld, NodePtr &data_node) {
  auto op_desc = data_node->GetOpDesc();
  GE_CHECK_NOTNULL(op_desc);

  auto pld_desc = pld->GetOpDesc();
  GE_CHECK_NOTNULL(pld_desc);
  // inherit
  // a.  set `end's input node type` as attr
  std::string parent_op_type;
  if (!AttrUtils::GetStr(pld_desc, "parentOpType", parent_op_type)) {
    GELOGE(FAILED, "TUU:pld %s get parentOpType failed", pld_desc->GetName().c_str());
    return FAILED;
  }
  (void)AttrUtils::SetStr(op_desc, "parentOpType", parent_op_type);
  // b. set `end's input node name` as attr
  std::string parent_op_name;
  if (!AttrUtils::GetStr(pld_desc, parent_node_name_attr, parent_op_name)) {
    GELOGE(FAILED, "TUU:pld %s get _parentNodeName failed", pld_desc->GetName().c_str());
    return FAILED;
  }
  (void)AttrUtils::SetStr(op_desc, parent_node_name_attr, parent_op_name);
  // c. set `end's input node's out anchor index` as attr
  int parent_node_anchor_index;
  if (!AttrUtils::GetInt(pld_desc, "anchorIndex", parent_node_anchor_index)) {
    GELOGE(FAILED, "TUU:pld %s get anchorIndex failed", pld_desc->GetName().c_str());
    return FAILED;
  }
  (void)AttrUtils::SetInt(op_desc, parent_node_anchor_index_attr, parent_node_anchor_index);
  GELOGD("TUU:from node %s(%s) to add attr to node %s(%s) success", pld->GetName().c_str(), pld->GetType().c_str(),
         data_node->GetName().c_str(), data_node->GetType().c_str());
  // d. set `end node name` as attr
  std::string peer_end_name;
  if (!AttrUtils::GetStr(pld_desc, peer_node_name_attr, peer_end_name)) {
    GELOGE(FAILED, "TUU:pld %s get _peerNodeName failed", pld_desc->GetName().c_str());
    return FAILED;
  }
  (void)AttrUtils::SetStr(op_desc, peer_node_name_attr, peer_end_name);
  GELOGD("TUU:from node %s(%s) to add attr to node %s(%s) success", pld->GetName().c_str(), pld->GetType().c_str(),
         data_node->GetName().c_str(), data_node->GetType().c_str());
  return SUCCESS;
}

graphStatus TuningUtils::ChangePld2Data(NodePtr &node, NodePtr &data_node) {
  auto type_pld = node->GetType();
  auto type_data = data_node->GetType();
  if (type_pld != PLACEHOLDER || type_data != DATA) {
    GELOGE(FAILED, "TUU:Failed to change node %s from type %s to type %s", node->GetName().c_str(), type_pld.c_str(),
           type_data.c_str());
    return FAILED;
  }
  auto graph = node->GetOwnerComputeGraph();
  GE_CHECK_NOTNULL(graph);
  std::vector<int> output_map(node->GetAllOutDataAnchorsSize());
  for (size_t i = 0; i < node->GetAllOutDataAnchorsSize(); ++i) {
    output_map[i] = static_cast<int>(i);
  }

  auto ret = GraphUtils::ReplaceNodeAnchors(data_node, node, {}, output_map);
  if (ret != GRAPH_SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to replace node %s by node %s error node %u", node->GetName().c_str(),
           data_node->GetName().c_str(), ret);
    return FAILED;
  }

  NodeUtils::UnlinkAll(*node);

  ret = GraphUtils::RemoveNodeWithoutRelink(graph, node);
  if (ret != GRAPH_SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to remove node %s from graph", node->GetName().c_str());
    return FAILED;
  }

  GELOGD("TUU:Remove node %s(%s) by the ChangePld2Data process, replace it with node %s(%s)", node->GetName().c_str(),
         node->GetType().c_str(), data_node->GetName().c_str(), data_node->GetType().c_str());
  return ret;
}

graphStatus TuningUtils::HandlePld(NodePtr &node) {
  GE_CHECK_NOTNULL(node);
  auto graph = node->GetOwnerComputeGraph();
  GE_CHECK_NOTNULL(graph);
  NodePtr data_node = nullptr;

  // 1. create data node
  if (CreateDataNode(node, data_node) != SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to handle node %s from graph %s", node->GetName().c_str(), graph->GetName().c_str());
    return FAILED;
  }
  // 2. add necessary info to data_node for recovery whole graph
  if (AddAttrToDataNodeForMergeGraph(node, data_node) != SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to handle node %s from graph %s", node->GetName().c_str(), graph->GetName().c_str());
    return FAILED;
  }
  // 3. replace pld node by data node created before
  if (ChangePld2Data(node, data_node) != SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to handle node %s from graph %s", node->GetName().c_str(), graph->GetName().c_str());
    return FAILED;
  }
  GELOGD("TUU:pld[%s] handle success", node->GetName().c_str());
  return SUCCESS;
}

graphStatus TuningUtils::CreateNetOutput(NodePtr &node, NodePtr &out_node) {
  GE_CHECK_NOTNULL(node);
  auto graph = node->GetOwnerComputeGraph();
  GE_CHECK_NOTNULL(graph);
  auto search = create_output_.find(graph);
  if (search == create_output_.end()) {
    GELOGE(FAILED, "TUU:node %s's owner sub graph %s not exist in create_output map", node->GetName().c_str(),
           graph->GetName().c_str());
    return FAILED;
  }
  if (search->second != nullptr) {
    out_node = search->second;
    GELOGD("TUU:sub graph %s has created output node, just return", graph->GetName().c_str());
    return SUCCESS;
  }
  auto out_op_desc = ComGraphMakeShared<OpDesc>(node->GetName(), NETOUTPUT);
  GE_CHECK_NOTNULL(out_op_desc);
  out_node = graph->AddNode(out_op_desc);
  GE_CHECK_NOTNULL(out_node);
  if (out_node->SetOwnerComputeGraph(graph) != GRAPH_SUCCESS) {
    GELOGE(FAILED, "TUU:SetOwnerComputeGraph failed");
    return FAILED;
  }
  create_output_[graph] = out_node;
  return SUCCESS;
}

graphStatus TuningUtils::AddAttrToNetOutputForMergeGraph(const NodePtr &end, NodePtr &out_node) {
  GE_CHECK_NOTNULL(end);
  GE_CHECK_NOTNULL(out_node);
  auto op_desc = out_node->GetOpDesc();
  GE_CHECK_NOTNULL(op_desc);
  std::vector<std::string> alias_names = {};
  (void)AttrUtils::GetListStr(op_desc, alias_name_attr, alias_names);
  alias_names.push_back(end->GetName());
  (void)AttrUtils::SetListStr(op_desc, alias_name_attr, alias_names);
  return SUCCESS;
}

graphStatus TuningUtils::LinkEnd2NetOutput(NodePtr &end_node, NodePtr &out_node) {
  GE_CHECK_NOTNULL(end_node);
  GE_CHECK_NOTNULL(out_node);
  // get end in node is control node or normal node
  AnchorPtr end_in_anchor = (end_node->GetInDataAnchor(0)->GetFirstPeerAnchor() == nullptr)
                              ? Anchor::DynamicAnchorCast<Anchor>(end_node->GetInControlAnchor())
                              : Anchor::DynamicAnchorCast<Anchor>(end_node->GetInDataAnchor(0));
  auto src_anchor = end_in_anchor->GetFirstPeerAnchor();  // src_anchor should be only 1
  if (GraphUtils::RemoveEdge(src_anchor, end_in_anchor) != GRAPH_SUCCESS) {
    GELOGE(FAILED, "TUU:remove end input edge from from %s(%d) to %s(%d) failed. node_name:%s, graph_name:%s",
           GetNodeNameByAnchor(src_anchor.get()).c_str(), src_anchor->GetIdx(),
           GetNodeNameByAnchor(end_in_anchor.get()).c_str(), end_in_anchor->GetIdx(), end_node->GetName().c_str(),
           end_node->GetOwnerComputeGraph()->GetName().c_str());
    return FAILED;
  }
  // add edge between `end in node` and `out_node`
  if (src_anchor->IsTypeOf<OutDataAnchor>()) {
    std::shared_ptr<InDataAnchor> anchor =
      ComGraphMakeShared<InDataAnchor>(out_node, out_node->GetAllInDataAnchors().size());
    GE_CHECK_NOTNULL(anchor);
    out_node->in_data_anchors_.push_back(anchor);
    if (GraphUtils::AddEdge(src_anchor, anchor) != GRAPH_SUCCESS) {
      GELOGE(FAILED, "TUU:add edge from %s(%d) to %s(%d) failed. node_name:%s, graph_name:%s",
             GetNodeNameByAnchor(src_anchor.get()).c_str(), src_anchor->GetIdx(),
             GetNodeNameByAnchor(anchor.get()).c_str(), anchor->GetIdx(), end_node->GetName().c_str(),
             end_node->GetOwnerComputeGraph()->GetName().c_str());
      return FAILED;
    }
    auto end_op_desc = end_node->GetOpDesc();
    GE_CHECK_NOTNULL(end_op_desc);
    auto out_node_op_desc = out_node->GetOpDesc();
    GE_CHECK_NOTNULL(out_node_op_desc);
    // end node always has one input
    if (out_node_op_desc->AddInputDesc(end_op_desc->GetInputDesc(0)) != GRAPH_SUCCESS) {
      GELOGE(FAILED, "TUU:node %s add input desc failed.", out_node_op_desc->GetName().c_str());
      return FAILED;
    }
  } else if (src_anchor->IsTypeOf<OutControlAnchor>()) {
    auto anchor = out_node->GetInControlAnchor();
    if (GraphUtils::AddEdge(src_anchor, anchor) != GRAPH_SUCCESS) {
      GELOGE(FAILED, "TUU:add edge from %s(%d) to %s(%d) failed. node_name:%s, graph_name:%s",
             GetNodeNameByAnchor(src_anchor.get()).c_str(), src_anchor->GetIdx(),
             GetNodeNameByAnchor(anchor.get()).c_str(), anchor->GetIdx(), end_node->GetName().c_str(),
             end_node->GetOwnerComputeGraph()->GetName().c_str());
      return FAILED;
    }
  } else {
    GELOGE(FAILED, "TUU: node_name:%s, graph_name:%s handled failed", end_node->GetName().c_str(),
           end_node->GetOwnerComputeGraph()->GetName().c_str());
    return FAILED;
  }

  return SUCCESS;
}

graphStatus TuningUtils::ChangeEnd2NetOutput(NodePtr &end_node, NodePtr &out_node) {
  GE_CHECK_NOTNULL(end_node);
  GE_CHECK_NOTNULL(out_node);
  auto type_end = end_node->GetType();
  auto type_out = out_node->GetType();
  if (type_end != END || type_out != NETOUTPUT) {
    GELOGE(FAILED, "TUU:Failed to change end_node %s from type %s to type %s", end_node->GetName().c_str(),
           type_end.c_str(), type_out.c_str());
    return FAILED;
  }
  // link all `end nodes's in node` to this out_node
  if (LinkEnd2NetOutput(end_node, out_node) != SUCCESS) {
    GELOGE(FAILED, "TUU:end_node [%s] LinkEnd2NetOutput failed.", end_node->GetName().c_str());
    return FAILED;
  }
  // remove `end node`
  NodeUtils::UnlinkAll(*end_node);
  auto graph = end_node->GetOwnerComputeGraph();
  GE_CHECK_NOTNULL(graph);
  if (GraphUtils::RemoveNodeWithoutRelink(graph, end_node) != SUCCESS) {
    GELOGE(FAILED, "TUU:end node [%s] RemoveNodeWithoutRelink failed.", end_node->GetName().c_str());
    return FAILED;
  }
  return SUCCESS;
}

graphStatus TuningUtils::HandleEnd(NodePtr &node) {
  GE_CHECK_NOTNULL(node);
  auto graph = node->GetOwnerComputeGraph();
  GE_CHECK_NOTNULL(graph);
  NodePtr out_node = nullptr;

  // 1. create net_output node , add only one NetOutput node to one subgraph
  if (CreateNetOutput(node, out_node) != SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to handle node %s from graph %s", node->GetName().c_str(), graph->GetName().c_str());
    return FAILED;
  }
  // 2. add necessary info to out_node for recovery whole graph
  if (AddAttrToNetOutputForMergeGraph(node, out_node) != SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to handle node %s from graph %s", node->GetName().c_str(), graph->GetName().c_str());
    return FAILED;
  }
  // 3. replace all end nodes by one output node created before
  if (ChangeEnd2NetOutput(node, out_node) != SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to handle node %s from graph %s", node->GetName().c_str(), graph->GetName().c_str());
    return FAILED;
  }
  GELOGD("TUU:end[%s] handle success", node->GetName().c_str());
  return SUCCESS;
}

// part 2
graphStatus TuningUtils::ConvertFileToGraph(const map<int64_t, string> &options, ge::Graph &graph) {
  // 1. get all subgraph object
  std::vector<ComputeGraphPtr> graphs;
  // options format like {index:"subgraph_path"}
  for (const auto &pair : options) {
    ComputeGraphPtr compute_graph = ComGraphMakeShared<ComputeGraph>(std::to_string(pair.first));
    if (!ge::GraphUtils::LoadGEGraph(pair.second.c_str(), *compute_graph)) {
      GELOGE(FAILED, "TUU:load graph from file failed");
    }
    graphs.push_back(compute_graph);
  }
  // 2. merge graph
  ComputeGraphPtr merged_graph = ComGraphMakeShared<ComputeGraph>("whole_graph_after_tune");
  GE_CHECK_NOTNULL(merged_graph);
  if (MergeAllSubGraph(graphs, merged_graph) != SUCCESS) {
    GELOGE(FAILED, "TUU:MergeGraph failed");
    return FAILED;
  }
  // 3. set parent graph
  for (const auto &node : merged_graph->GetDirectNode()) {
    GE_CHECK_NOTNULL(node);
    if (node->SetOwnerComputeGraph(merged_graph) != GRAPH_SUCCESS) {
      GELOGE(FAILED, "TUU:node %s set owner graph failed", node->GetName().c_str());
      return FAILED;
    }
  }
  graph = GraphUtils::CreateGraphFromComputeGraph(merged_graph);
  return SUCCESS;
}

// +----------------------------------+
// | const const                      |
// |  \     /                         |
// | netoutput(end,end)               |
// +----------------------------------+
//         +
// +----------------------------------+
// | data(pld)   data(pld)            |
// |  \         /                     |
// | relu     relu                    |
// |   \      /                       |
// |    \   /                         |
// |    add                           |
// |     |                            |
// |  netoutput(end)                  |
// +----------------------------------+
//         +
// +----------------------------------+
// |  data(pld)                       |
// |      /                           |
// |  netoutput                       |
// +----------------------------------+
//        |
//        |
//        V
// +----------------------------------+
// | const     const                  |
// |  \         /                     |
// | relu     relu                    |
// |   \      /                       |
// |    \   /                         |
// |    add                           |
// |     |                            |
// |  netoutput                       |
// +----------------------------------+
graphStatus TuningUtils::MergeAllSubGraph(std::vector<ComputeGraphPtr> &subgraphs,
                                          ComputeGraphPtr &output_merged_compute_graph) {
  GE_CHECK_NOTNULL(output_merged_compute_graph);
  // 1. handle all subgraphs
  for (auto &subgraph : subgraphs) {
    Status ret_status = MergeSubGraph(subgraph);
    if (ret_status != SUCCESS) {
      GELOGE(ret_status, "TUU:subgraph %s merge failed", subgraph->GetName().c_str());
      return ret_status;
    }
  }

  for (const auto &node : merged_graph_nodes_) {
    (void)output_merged_compute_graph->AddNode(node);
    GELOGD("TUU:graph %s add node %s success", output_merged_compute_graph->GetName().c_str(), node->GetName().c_str());
  }

  // 2. remove data and output node added by us
  if (RemoveDataNetoutputEdge(output_merged_compute_graph) != SUCCESS) {
    GELOGE(FAILED, "TUU:Failed to merge graph %s", output_merged_compute_graph->GetName().c_str());
    return FAILED;
  }
  graphStatus ret = output_merged_compute_graph->TopologicalSorting();
  if (ret != SUCCESS) {
    GELOGE(ret, "Graph[%s] topological sort failed, ret:%d.", output_merged_compute_graph->GetName().c_str(), ret);
    return ret;
  }
  GELOGD("TUU:Print-%s", PrintCheckLog().c_str());
  GELOGI("TUU:output_merged_compute_graph %s success", output_merged_compute_graph->GetName().c_str());
  return SUCCESS;
}

graphStatus TuningUtils::MergeSubGraph(ComputeGraphPtr &subgraph) {
  for (auto &node : subgraph->GetDirectNode()) {
    if (kPartitionOpTypes.count(node->GetType()) > 0) {
      GELOGE(FAILED, "TUU:subgraph passed in should not contain nodes of end or pld type");
      return FAILED;
    }
    // handle data converted from pld node
    if (node->GetType() == DATA) {
      auto op_desc = node->GetOpDesc();
      GE_CHECK_NOTNULL(op_desc);
      std::string peer_out_name;
      bool has_valid_str = (AttrUtils::GetStr(op_desc, peer_node_name_attr, peer_out_name)) && (!peer_out_name.empty());
      if (has_valid_str) {
        std::lock_guard<std::mutex> lock(mutex_);
        data_2_netoutput_.emplace(op_desc->GetName(), peer_out_name);
        data_node_2_netoutput_.emplace(node, peer_out_name);
        continue;
      }
    }
    // handle netoutput converted from end node
    if (node->GetType() == NETOUTPUT) {
      auto op_desc = node->GetOpDesc();
      GE_CHECK_NOTNULL(op_desc);
      std::vector<string> out_alias_name;
      bool has_valid_str =
        (AttrUtils::GetListStr(op_desc, alias_name_attr, out_alias_name)) && (!out_alias_name.empty());
      if (has_valid_str) {
        std::lock_guard<std::mutex> lock(mutex_);
        netoutput_nodes_.insert(node);
      }
    }
    {
      std::lock_guard<std::mutex> lock(mutex_);
      merged_graph_nodes_.emplace(node);
    }
    GELOGD("TUU:subgraph %s add node %s success", subgraph->GetName().c_str(), node->GetName().c_str());
  }
  GELOGI("TUU:merge subgraph %s success", subgraph->GetName().c_str());
  return SUCCESS;
}

graphStatus TuningUtils::RemoveDataNetoutputEdge(ComputeGraphPtr &graph) {
  GE_CHECK_NOTNULL(graph);
  // 1. traverse
  for (auto &pair : data_node_2_netoutput_) {
    auto data_node = pair.first;
    GE_CHECK_NOTNULL(data_node);
    auto netoutput_name = pair.second;
    auto netoutput_node = graph->FindNode(netoutput_name);
    GE_CHECK_NOTNULL(netoutput_node);
    data_node_2_netoutput_node_.emplace(data_node, netoutput_node);
    // 2. get `data out anchor` and `net output in anchor` and `net output in node's out anchor`
    AnchorPtr data_out_anchor = (data_node->GetOutDataAnchor(0)->GetFirstPeerAnchor() == nullptr)
                                  ? Anchor::DynamicAnchorCast<Anchor>(data_node->GetOutControlAnchor())
                                  : Anchor::DynamicAnchorCast<Anchor>(data_node->GetOutDataAnchor(0));
    AnchorPtr net_output_in_anchor = nullptr;
    AnchorPtr src_out_anchor = nullptr;
    if (GetInAndOutAnchorPair(data_node, netoutput_node, net_output_in_anchor, src_out_anchor) != GRAPH_SUCCESS) {
      GELOGE(FAILED, "TUU:get out node:%s 's in anchor related with data node:%s failed",
             netoutput_node->GetName().c_str(), data_node->GetName().c_str());
      return FAILED;
    }
    // 3. relink
    if (GraphUtils::RemoveEdge(src_out_anchor, net_output_in_anchor) != GRAPH_SUCCESS) {
      GELOGE(FAILED, "TUU:remove edge from %s(%d) to %s(%d) failed. node_name:(data:%s;netoutput:%s), graph_name:%s",
             GetNodeNameByAnchor(src_out_anchor.get()).c_str(), src_out_anchor->GetIdx(),
             GetNodeNameByAnchor(net_output_in_anchor.get()).c_str(), net_output_in_anchor->GetIdx(),
             data_node->GetName().c_str(), netoutput_node->GetName().c_str(), graph->GetName().c_str());
      return FAILED;
    }
    GE_CHECK_NOTNULL(data_out_anchor);
    for (const auto &peer_in_anchor : data_out_anchor->GetPeerAnchors()) {
      if (GraphUtils::RemoveEdge(data_out_anchor, peer_in_anchor) != GRAPH_SUCCESS) {
        GELOGE(FAILED, "TUU:remove edge from %s(%d) to %s(%d) failed. node_name:(data:%s;netoutput:%s), graph_name:%s",
               GetNodeNameByAnchor(data_out_anchor.get()).c_str(), data_out_anchor->GetIdx(),
               GetNodeNameByAnchor(peer_in_anchor.get()).c_str(), peer_in_anchor->GetIdx(),
               data_node->GetName().c_str(), netoutput_node->GetName().c_str(), graph->GetName().c_str());
        return FAILED;
      }
      if (GraphUtils::AddEdge(src_out_anchor, peer_in_anchor) != GRAPH_SUCCESS) {
        GELOGE(FAILED, "TUU:add edge from %s(%d) to %s(%d) failed. node_name:(data:%s;netoutput:%s), graph_name:%s",
               GetNodeNameByAnchor(src_out_anchor.get()).c_str(), src_out_anchor->GetIdx(),
               GetNodeNameByAnchor(peer_in_anchor.get()).c_str(), peer_in_anchor->GetIdx(),
               data_node->GetName().c_str(), netoutput_node->GetName().c_str(), graph->GetName().c_str());
        return FAILED;
      }
    }
  }
  // 4. remove out nodes added by us
  for (auto &node : netoutput_nodes_) {
    NodeUtils::UnlinkAll(*node);
    if (GraphUtils::RemoveNodeWithoutRelink(graph, node) != GRAPH_SUCCESS) {
      GELOGE(FAILED, "TUU:Failed to remove node %s from graph", node->GetName().c_str());
      return FAILED;
    }
    GELOGD("TUU:Remove node %s by the RemoveDataNetoutputEdge process success", node->GetName().c_str());
  }
  return SUCCESS;
}

graphStatus TuningUtils::GetInAndOutAnchorPair(NodePtr &data_node, NodePtr &out_node, AnchorPtr &dest_in_anchor,
                                               AnchorPtr &src_out_anchor) {
  // 1. get `data parent node name`, i.e. `netoutput input node name`
  std::string netoutput_input_name;
  auto op_desc = data_node->GetOpDesc();
  GE_CHECK_NOTNULL(op_desc);
  if (!AttrUtils::GetStr(op_desc, parent_node_name_attr, netoutput_input_name)) {
    GELOGE(FAILED, "TUU:Failed to get parent node attr from node %s", op_desc->GetName().c_str());
    return FAILED;
  }
  // 2. find index
  int parent_node_anchor_index;
  if (!AttrUtils::GetInt(op_desc, parent_node_anchor_index_attr, parent_node_anchor_index)) {
    GELOGE(FAILED, "TUU:Failed to get parent node anchor index attr from node %s", op_desc->GetName().c_str());
    return FAILED;
  }
  // 3.find in data or ctrl anchor by 1&2 step
  for (auto &in_anchor : out_node->GetAllInAnchors()) {
    GE_CHECK_NOTNULL(in_anchor);
    for (auto &src_anchor : in_anchor->GetPeerAnchors()) {  // get all peer anchors for ctrl
      GE_CHECK_NOTNULL(src_anchor);
      auto src_node = src_anchor->GetOwnerNode();
      GE_CHECK_NOTNULL(src_node);
      if (src_node->GetName() == netoutput_input_name && src_anchor->GetIdx() == parent_node_anchor_index) {
        dest_in_anchor = in_anchor;
        src_out_anchor = src_anchor;
        GELOGD("TUU:get out node:%s 's in anchor(%d) src_node:%s 's out anchor(%d) related with data node:%s",
               out_node->GetName().c_str(), dest_in_anchor->GetIdx(), netoutput_input_name.c_str(),
               parent_node_anchor_index, data_node->GetName().c_str());
        break;
      }
    }
  }
  GE_CHECK_NOTNULL(dest_in_anchor);
  GE_CHECK_NOTNULL(src_out_anchor);
  return SUCCESS;
}

}  // namespace ge