mindspore2022/mindspore/ccsrc/ir/func_graph_cloner.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 "ir/func_graph_cloner.h"

#include <algorithm>

#include "ir/manager.h"
#include "ir/param_value_py.h"
#include "operator/ops.h"
#include "utils/convert_utils_base.h"
#include "utils/log_adapter.h"
#include "utils/profile.h"
#include "utils/context/ms_context.h"

// namespace to support intermediate representation definition
namespace mindspore {
Cloner::Cloner(const FuncGraphPtrList &func_graphs, bool clone_all_valuenodes, bool clone_all_child_graphs,
               bool clone_all_used_graphs, const TraceInfoPtr &relation, const TraceInfoPtr &target_relation)
    : clone_all_valuenodes_(clone_all_valuenodes),
      clone_all_child_graphs_(clone_all_child_graphs),
      clone_all_used_graphs_(clone_all_used_graphs),
      relation_(relation),
      target_relation_(target_relation == nullptr ? relation : target_relation) {
  for (auto &func_graph : func_graphs) {
    AddClone(func_graph);
  }
  scope_ = kDefaultScope;
  type_ = kBasic;
}

void Cloner::AddClone(const FuncGraphPtr &func_graph, const FuncGraphPtr &target_func_graph,
                      const AnfNodePtrList &params, CloneType type) {
  if (func_graph != nullptr) {
    todo_.push_back({.origin = func_graph, .target = target_func_graph, .params = params});
    type_ = type;
  }
}

void Cloner::CloneNode(const AnfNodePtr &node, const FuncGraphPtr &target) {
  MS_EXCEPTION_IF_NULL(node);
  if (repl_node_.find(node) != repl_node_.end() || node->isa<ValueNode>()) {
    return;
  }
  if (node->isa<Parameter>()) {
    CloneParameter(node, target);
  } else if (node->isa<CNode>()) {
    CloneCNode(node, target);
  }
}

void Cloner::CloneParameter(const AnfNodePtr &node, const FuncGraphPtr &target, bool is_add) {
  MS_EXCEPTION_IF_NULL(node);
  MS_EXCEPTION_IF_NULL(target);
  TraceManager::DebugTrace(node->debug_info(), relation_);
  auto new_param = (is_add) ? target->add_parameter() : std::make_shared<Parameter>(target);
  auto old_param = node->cast<ParameterPtr>();
  new_param->set_abstract(old_param->abstract());
  new_param->set_name(old_param->name());
  if (old_param->has_default()) {
    auto param_value = std::dynamic_pointer_cast<ParamValuePy>(old_param->default_param());
    auto param_value_new = std::make_shared<ParamValuePy>(param_value->value());
    new_param->set_default_param(param_value_new);
  }
  ScopePtr scope = (node->scope() != kDefaultScope) ? node->scope() : this->scope();
  new_param->set_scope(scope);
  repl_node_[node] = new_param;
  TraceManager::EndTrace();
}

void Cloner::CloneCNode(const AnfNodePtr &node, const FuncGraphPtr &target) {
  MS_EXCEPTION_IF_NULL(node);
  MS_EXCEPTION_IF_NULL(target);
  TraceManager::DebugTrace(node->debug_info(), relation_);
  CNodePtr new_node = std::make_shared<CNode>(AnfNodePtrList{}, target);
  auto old_node = node->cast<CNodePtr>();
  new_node->set_abstract(old_node->abstract());
  ScopePtr scope = (node->scope() != kDefaultScope) ? node->scope() : this->scope();
  new_node->set_scope(scope);
  new_node->set_kernel_info(old_node->kernel_info_ptr());
  repl_node_[old_node] = new_node;
  nodes_.emplace_back(old_node, new_node);
  TraceManager::EndTrace();
}

void Cloner::CloneValueNode(const AnfNodePtr &node) {
  MS_EXCEPTION_IF_NULL(node);
  TraceManager::DebugTrace(node->debug_info(), relation_);
  ValueNodePtr new_const = NewValueNode(GetValueNode(node));
  ScopePtr scope = (node->scope() != kDefaultScope) ? node->scope() : this->scope();
  new_const->set_scope(scope);
  new_const->set_abstract(node->abstract());
  repl_node_[node] = new_const;
  TraceManager::EndTrace();
}

void Cloner::CloneValueNode(const AnfNodePtr &node, const FuncGraphPtr &target) {
  MS_EXCEPTION_IF_NULL(node);
  MS_EXCEPTION_IF_NULL(target);
  TraceManager::DebugTrace(node->debug_info(), relation_);
  ValueNodePtr new_const = NewValueNode(target);
  ScopePtr scope = (node->scope() != kDefaultScope) ? node->scope() : this->scope();
  new_const->set_scope(scope);
  new_const->set_abstract(node->abstract());
  repl_node_[node] = new_const;
  TraceManager::EndTrace();
}

void Cloner::CloneValueNodes(const FuncGraphPtr &func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(manager_);
  if (!clone_all_valuenodes_) {
    return;
  }
  auto &value_nodes = func_graph->value_nodes();
  for (auto &value_node : value_nodes) {
    auto old_node = value_node.first;
    MS_EXCEPTION_IF_NULL(old_node);
    if (repl_node_.count(old_node) == 0) {
      CloneValueNode(old_node);
    }
  }
}

void Cloner::AddChildGraphs(const FuncGraphPtr &func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(manager_);
  if (!clone_all_child_graphs_) {
    return;
  }
  auto &scopes = manager_->scopes(func_graph);
  for (auto &graph : scopes) {
    if (graph != func_graph) {
      todo_.push_back({graph, nullptr, {}});
    }
  }
}

void Cloner::AddTotalGraphs(const FuncGraphPtr &func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(manager_);
  if (!clone_all_used_graphs_) {
    return;
  }
  auto &used = func_graph->func_graphs_used();
  for (auto &fg : used) {
    todo_.push_back({fg.first, nullptr, {}});
  }
}

void Cloner::CloneFuncGraphDefaultValues(const FuncGraphPtr &func_graph, const FuncGraphPtr &target_func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(target_func_graph);
  for (auto &item : func_graph->parameter_default_value()) {
    auto nodes = DeepLinkedGraphSearch(item.second);
    for (auto &node : nodes) {
      MS_EXCEPTION_IF_NULL(node);
      if (node->isa<CNode>()) {
        CloneNode(node, target_func_graph);
      } else if (node->isa<ValueNode>()) {
        CloneValueNode(node);
      }
    }
  }
}

void Cloner::CloneFuncGraphValueNodes(const FuncGraphPtr &func_graph, const FuncGraphPtr &target_func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(target_func_graph);
  MS_EXCEPTION_IF_NULL(manager_);
  auto return_node = repl_node_[func_graph->get_return()]->cast<CNodePtr>();
  if (return_node == nullptr) {
    MS_LOG(EXCEPTION) << "Can't find replicate node for return.";
  }
  target_func_graph->set_return(return_node);

  auto &cnodes = func_graph->func_graph_cnodes_index();
  for (auto &cnode : cnodes) {
    auto parent = cnode.first->first->cast<CNodePtr>();
    auto valuenode = parent->input(cnode.first->second);
    CloneValueNode(valuenode, target_func_graph);
  }
}

void Cloner::InlineCloneParameters(const FuncGraphPtr &func_graph, const AnfNodePtrList &params) {
  MS_EXCEPTION_IF_NULL(func_graph);
  auto &old_params = func_graph->parameters();
  if (old_params.size() != params.size()) {
    MS_LOG(EXCEPTION) << "Origin params size[" << old_params.size() << "], inline params size[" << params.size() << "]";
    return;
  }
  for (size_t i = 0; i < old_params.size(); ++i) {
    repl_node_[old_params[i]] = params[i];
  }
}

void Cloner::SetFuncGraphInfo(const FuncGraphPtr &func_graph, FuncGraphPtr *const target_func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(target_func_graph);
  TraceManager::DebugTrace(func_graph->debug_info(), target_relation_);
  *target_func_graph = std::make_shared<FuncGraph>();
  (*target_func_graph)->set_attrs(func_graph->attrs());
  (*target_func_graph)->set_transforms(func_graph->transforms());
  (*target_func_graph)->set_has_vararg(func_graph->has_vararg());
  (*target_func_graph)->set_has_kwarg(func_graph->has_kwarg());
  (*target_func_graph)->set_kwonlyargs_count(func_graph->kwonlyargs_count());
  (*target_func_graph)->set_hyper_param_count(func_graph->hyper_param_count());
  (*target_func_graph)->set_is_generate(func_graph->is_generated());
  TraceManager::EndTrace();
}

void Cloner::CloneParameters(const FuncGraphPtr &func_graph, const FuncGraphPtr &target_func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(target_func_graph);
  auto &params = func_graph->parameters();
  for (auto &param : params) {
    CloneParameter(param, target_func_graph, true);
  }
  repl_func_graph_[func_graph] = target_func_graph;
}

void Cloner::GenParameters(const FuncGraphPtr &func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  auto &free_vars = manager_->free_variables_total();
  auto iter = free_vars.find(func_graph);
  if (iter == free_vars.end()) {
    return;
  }

  for (auto &fv_map : iter->second) {
    auto &free_var = fv_map.first;
    if (utils::isa<AnfNodePtr>(free_var)) {
      repl_func_graph_params_[func_graph].push_back(AddParameter(func_graph, utils::cast<AnfNodePtr>(free_var)));
    }
  }
}

void Cloner::CloneParameter(const ParameterPtr &param, const AnfNodePtr &node) {
  param->set_abstract(node->abstract());
  if (node->isa<Parameter>()) {
    ParameterPtr old_param = dyn_cast<Parameter>(node);
    if (old_param->has_default()) {
      auto param_value = std::dynamic_pointer_cast<ParamValuePy>(old_param->default_param());
      auto param_value_new = std::make_shared<ParamValuePy>(param_value->value());
      param->set_default_param(param_value_new);
    }
    param->set_name(old_param->name());
  }
}

ParameterPtr Cloner::AddParameter(const FuncGraphPtr &func_graph, const AnfNodePtr &node, bool is_add) {
  TraceManager::DebugTrace(std::make_shared<TraceCopy>(node->debug_info()));
  ParameterPtr param = std::make_shared<Parameter>(func_graph);
  TraceManager::EndTrace();
  CloneParameter(param, node);
  if (is_add) {
    func_graph->add_parameter(param);
  }
  repl_node_[param] = node;
  repl_map_node_[func_graph][node] = param;
  return param;
}

void Cloner::AddParameters(const FuncGraphPtr &func_graph, const AnfNodePtrList &params,
                           AnfNodePtrList *const lift_params, AnfNodePtrList *const input_params) {
  AnfNodePtrList parameters;
  std::unordered_set<AnfNodePtr> old_params;
  for (auto &param : func_graph->parameters()) {
    auto iter = repl_node_.find(param);
    if (iter != repl_node_.end()) {
      (void)old_params.insert(iter->second);
      parameters.push_back(param);
    } else {
      parameters.push_back(AddParameter(func_graph, param, false));
      (void)old_params.insert(param);
    }
  }
  AnfNodePtr new_param = nullptr;
  for (auto &param : params) {
    auto old_param = repl_node_[param];
    if (old_param->isa<CNode>() && old_param->func_graph() == func_graph) {
      repl_node_[old_param] = old_param;
      repl_map_node_[func_graph][old_param] = old_param;
      input_params->push_back(old_param);
      continue;
    }
    if (old_params.find(old_param) != old_params.end()) {
      new_param = repl_map_node_[func_graph][old_param];
      input_params->push_back(new_param);
      continue;
    }
    new_param = AddParameter(func_graph, old_param, false);
    parameters.push_back(new_param);
    lift_params->push_back(new_param);
    input_params->push_back(new_param);
  }
  func_graph->set_parameters(parameters);
}

void Cloner::AddInputs(const FuncGraphPtr &func_graph_user, const FuncGraphPtr &func_graph,
                       const AnfNodePtrList &params) {
  AnfNodePtr node = nullptr;
  auto &repl_func_graph = repl_map_func_graph_[func_graph_user];
  auto iter = repl_func_graph.find(func_graph);
  if (iter == repl_func_graph.end()) {
    node = func_graph_user->NewCNode({NewValueNode(prim::kPrimPartial), NewValueNode(func_graph)});
    repl_func_graph[func_graph] = node;
  } else {
    node = iter->second;
  }
  if (node == nullptr || !node->isa<CNode>()) {
    return;
  }
  auto cnode = node->cast<CNodePtr>();
  auto inputs = cnode->inputs();
  (void)std::copy(params.begin(), params.end(), std::back_inserter(inputs));
  cnode->set_inputs(inputs);
  OrderParameters(func_graph, inputs);
}

void Cloner::OrderParameters(const FuncGraphPtr &func_graph, const AnfNodePtrList &inputs) {
  std::unordered_set<AnfNodePtr> old_params;
  for (auto &param : func_graph->parameters()) {
    (void)old_params.insert(repl_node_[param]);
  }
  std::unordered_set<AnfNodePtr> new_params;
  AnfNodePtrList parameters;
  // Ignore the 1st and 2nd param of inputs(such as. partial graph)
  for (size_t i = 2; i < inputs.size(); ++i) {
    auto input = inputs[i];
    auto param = repl_node_[input];
    if (old_params.find(param) != old_params.end()) {
      auto new_param = repl_map_node_[func_graph][param];
      parameters.push_back(new_param);
      (void)new_params.insert(new_param);
    }
  }
  for (auto &param : func_graph->parameters()) {
    if (new_params.find(param) == new_params.end()) {
      parameters.push_back(param);
    }
  }
  func_graph->set_parameters(parameters);
}

void Cloner::SetEdges(const FuncGraphPtr &func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  for (auto &node : func_graph->nodes()) {
    if (node == nullptr) {
      continue;
    }
    // Only cnode needed to be handled
    if (!node->isa<CNode>()) {
      continue;
    }
    auto cnode = node->cast<CNodePtr>();
    auto &inputs = cnode->inputs();
    for (size_t i = 0; i < inputs.size(); i++) {
      auto &input = inputs[i];
      if (IsValueNode<FuncGraph>(input)) {
        auto graph = GetValueNode<FuncGraphPtr>(input);
        auto &repl_func_graph = repl_map_func_graph_[func_graph];
        if (repl_func_graph.find(graph) != repl_func_graph.end()) {
          transaction_.SetEdge(cnode, SizeToInt(i), repl_func_graph[graph]);
        }
      } else {
        auto &repl_node = repl_map_node_[func_graph];
        if (repl_node.find(input) != repl_node.end()) {
          transaction_.SetEdge(cnode, SizeToInt(i), repl_node[input]);
        }
      }
    }
  }
}

void Cloner::LiftParameters(const FuncGraphPtr &func_graph_user, const FuncGraphPtr &func_graph,
                            const AnfNodePtrList &params) {
  AnfNodePtrList lift_params;
  AnfNodePtrList input_params;
  AddParameters(func_graph_user, params, &lift_params, &input_params);
  AddInputs(func_graph_user, func_graph, input_params);
  if (lift_params.empty()) {
    return;
  }
  for (auto &cnode : func_graph_user->func_graph_cnodes_index()) {
    LiftParameters(cnode.first->first->func_graph(), func_graph_user, lift_params);
  }
}

void Cloner::Lift() {
  for (auto &func_graph_params : repl_func_graph_params_) {
    auto &func_graph = func_graph_params.first;
    auto &params = func_graph_params.second;
    for (auto &cnode : func_graph->func_graph_cnodes_index()) {
      LiftParameters(cnode.first->first->func_graph(), func_graph, params);
    }
  }
}

void Cloner::LiftParameters() {
  MS_EXCEPTION_IF_NULL(manager_);
  transaction_ = manager_->Transact();
  const FuncGraphSet &func_graphs = manager_->func_graphs();
  for (auto &func_graph : func_graphs) {
    GenParameters(func_graph);
  }
  Lift();
  for (auto &func_graph : func_graphs) {
    SetEdges(func_graph);
  }
  transaction_.Commit();
}

bool Cloner::CheckStatus(const FuncGraphPtr &func_graph, bool is_inline) {
  MS_EXCEPTION_IF_NULL(func_graph);
  // Make sure only inline once
  if (status_.count(func_graph) != 0) {
    if (is_inline == status_[func_graph]) {
      return false;
    }
    if (clone_all_used_graphs_) {
      MS_LOG(ERROR) << "Try setting the `clone_all_used_graphs` option to False.";
      return false;
    }
  }
  return true;
}

void Cloner::CloneAllNodes(const FuncGraphPtr &func_graph, const FuncGraphPtr &target_func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(target_func_graph);
  MS_EXCEPTION_IF_NULL(manager_);
  const AnfNodeSet &nodes = func_graph->nodes();
  for (auto &node : nodes) {
    CloneNode(node, target_func_graph);
  }
}

void Cloner::Run() {
  if (todo_.empty()) {
    return;
  }

  if (type_ < kLifting) {
    // Basic and Inline Clone
    FuncGraphPtrList func_graphs;
    (void)std::transform(todo_.begin(), todo_.end(), std::back_inserter(func_graphs),
                         [](const CloneInfo &item) -> FuncGraphPtr { return item.origin; });
    manager_ = Manage(func_graphs, false);
    CloneNodes();
    LinkEdges();
    SetDefaults();
  } else {
    // Lifting Clone
    CloneInfo item = todo_.back();
    manager_ = Manage(item.origin);
    LiftParameters();
  }
}

void Cloner::CloneNodes() {
  while (!todo_.empty()) {
    CloneInfo item = todo_.back();
    todo_.pop_back();

    bool is_inline = (item.target != nullptr);
    FuncGraphPtr func_graph = item.origin;
    FuncGraphPtr target_func_graph = item.target;
    (void)graph_set_.insert(func_graph);

    if (!CheckStatus(func_graph, is_inline)) {
      continue;
    }

    if (is_inline) {
      InlineCloneParameters(func_graph, item.params);
      CloneAllNodes(func_graph, target_func_graph);
    } else {
      SetFuncGraphInfo(func_graph, &target_func_graph);
      CloneParameters(func_graph, target_func_graph);
      CloneAllNodes(func_graph, target_func_graph);
      CloneFuncGraphValueNodes(func_graph, target_func_graph);
      CloneFuncGraphDefaultValues(func_graph, target_func_graph);
    }

    CloneValueNodes(func_graph);
    AddChildGraphs(func_graph);
    AddTotalGraphs(func_graph);
    status_[func_graph] = is_inline;
  }
}

void Cloner::LinkEdges() {
  for (auto &node_pair : nodes_) {
    CNodePtr old_node = node_pair.first;
    CNodePtr new_node = node_pair.second;
    MS_EXCEPTION_IF_NULL(old_node);
    MS_EXCEPTION_IF_NULL(new_node);
    for (auto &input : old_node->inputs()) {
      auto &new_input = (repl_node_.count(input) == 0) ? input : repl_node_[input];
      new_node->add_input(new_input);
    }
  }
}

// For the graphs cloned, update its default value map to the cloned nodes
void Cloner::SetDefaults() {
  for (auto &item : graph_set_) {
    MS_EXCEPTION_IF_NULL(item);
    if (repl_func_graph_.count(item) != 0) {
      for (auto &param_def : item->parameter_default_value()) {
        MS_EXCEPTION_IF_NULL(repl_func_graph_[item]);
        if (repl_node_.count(param_def.second) != 0) {
          repl_func_graph_[item]->set_param_default_value(param_def.first, repl_node_[param_def.second]);
        } else {
          repl_func_graph_[item]->set_param_default_value(param_def.first, param_def.second);
        }
      }
    }
  }
}

AnfNodePtr Cloner::CloneDisconnected(const AnfNodePtr &root) {
  MS_EXCEPTION_IF_NULL(root);
  if (repl_func_graph_.find(root->func_graph()) == repl_func_graph_.end()) {
    MS_LOG(EXCEPTION) << "Cannot find func graph " << root->func_graph()->ToString() << " in cloner.";
  }
  CloneNode(root, repl_func_graph_[root->func_graph()]);
  auto iter = repl_node_.find(root);
  if (iter != repl_node_.end()) {
    return iter->second;
  }
  MS_LOG(EXCEPTION) << "Failed in clone for node " << root->DebugString() << ".";
}

AnfNodePtr Cloner::operator[](const AnfNodePtr &node) {
#ifdef ENABLE_PROFILE
  double time = GetTime();
#endif
  Run();
#ifdef ENABLE_PROFILE
  MsProfile::StatTime("func_graph_cloner_run.FuncGraphClonerNode", GetTime() - time);
#endif
  return ((repl_node_.count(node) == 0) ? node : repl_node_[node]);
}

FuncGraphPtr Cloner::operator[](const FuncGraphPtr &func_graph) {
#ifdef ENABLE_PROFILE
  double time = GetTime();
#endif
  Run();
#ifdef ENABLE_PROFILE
  MsProfile::StatTime("func_graph_cloner_run.FuncGraphClonerGraph", GetTime() - time);
#endif
  return ((repl_func_graph_.count(func_graph) == 0) ? func_graph : repl_func_graph_[func_graph]);
}

FuncGraphPtr BasicClone(const FuncGraphPtr &func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  Cloner cloner({func_graph}, false, true, true, std::make_shared<TraceCopy>(), nullptr);
  return cloner[func_graph];
}

AnfNodePtr InlineClone(const FuncGraphPtr &func_graph, const FuncGraphPtr &target_func_graph,
                       const AnfNodePtrList &func_graph_args, const ScopePtr &scope) {
  MS_EXCEPTION_IF_NULL(func_graph);
  MS_EXCEPTION_IF_NULL(target_func_graph);
  Cloner cloner({}, false);
  if (scope != nullptr) {
    cloner.set_scope(scope);
  }
  cloner.AddClone(func_graph, target_func_graph, func_graph_args, kInline);
  return cloner[func_graph->output()];
}

FuncGraphPtr LiftingClone(const FuncGraphPtr &func_graph) {
  MS_EXCEPTION_IF_NULL(func_graph);
  Cloner cloner({}, false);
  cloner.AddClone(func_graph, nullptr, {}, kLifting);
  return cloner[func_graph];
}

ClonerPtr SpecializerClone(const FuncGraphPtr &func_graph, const TraceInfoPtr &relation) {
  MS_EXCEPTION_IF_NULL(func_graph);
  FuncGraphPtrList func_graphs = {func_graph};
  ClonerPtr cloner =
    std::make_shared<Cloner>(func_graphs, false, false, false, std::make_shared<TraceCopy>(), relation);
#ifdef ENABLE_PROFILE
  double time = GetTime();
#endif
  cloner->Run();
#ifdef ENABLE_PROFILE
  MsProfile::StatTime("func_graph_cloner_run.FuncGraphSpecializer", GetTime() - time);
#endif
  return cloner;
}

FuncGraphPtr TransformableClone(const FuncGraphPtr &func_graph, const TraceInfoPtr &relation) {
  MS_EXCEPTION_IF_NULL(func_graph);
  TraceManager::DebugTrace(func_graph->debug_info(), relation);
  auto new_func_graph = std::make_shared<FuncGraph>();
  TraceManager::EndTrace();

  auto &parameters = func_graph->parameters();
  (void)std::for_each(parameters.begin(), parameters.end(), [&new_func_graph](const AnfNodePtr &param) -> void {
    MS_EXCEPTION_IF_NULL(param);
    TraceManager::DebugTrace(std::make_shared<TraceCopy>(param->debug_info()));
    (void)new_func_graph->add_parameter();
    TraceManager::EndTrace();
  });

  Cloner cloner = Cloner();
  cloner.AddClone(func_graph, new_func_graph, new_func_graph->parameters());
  AnfNodePtr output = cloner[func_graph->output()];
  new_func_graph->set_output(output);
  new_func_graph->set_has_vararg(func_graph->has_vararg());
  new_func_graph->set_has_kwarg(func_graph->has_kwarg());
  new_func_graph->set_kwonlyargs_count(func_graph->kwonlyargs_count());
  new_func_graph->set_hyper_param_count(func_graph->hyper_param_count());
  new_func_graph->set_is_generate(func_graph->is_generated());
  for (auto &item : func_graph->parameter_default_value()) {
    new_func_graph->set_param_default_value(item.first, cloner[item.second]);
  }

  if (MsContext::GetInstance()->is_multi_graph_sink()) {
    if (func_graph->has_flag(FUNC_GRAPH_FLAG_IGNORE_VALUES)) {
      new_func_graph->set_flag(FUNC_GRAPH_FLAG_IGNORE_VALUES, true);
    }
  }

  if (func_graph->has_attr(FUNC_GRAPH_ATTR_GRAPH_KERNEL)) {
    new_func_graph->set_attr(FUNC_GRAPH_ATTR_GRAPH_KERNEL, func_graph->get_attr(FUNC_GRAPH_ATTR_GRAPH_KERNEL));
  }

  return new_func_graph;
}
}  // namespace mindspore