diff --git a/mindspore/ccsrc/device/ascend/ascend_device_address.h b/mindspore/ccsrc/device/ascend/ascend_device_address.h
index 93746082c1..02b708e444 100644
--- a/mindspore/ccsrc/device/ascend/ascend_device_address.h
+++ b/mindspore/ccsrc/device/ascend/ascend_device_address.h
@@ -35,6 +35,7 @@ class AscendDeviceAddress : public DeviceAddress {
   ~AscendDeviceAddress() override;
   bool SyncDeviceToHost(const std::vector<int> &shape, size_t size, TypeId type, void *host_ptr) const override;
   bool SyncHostToDevice(const std::vector<int> &shape, size_t size, TypeId type, const void *host_ptr) const override;
+  DeviceAddressType DeviceType() const override { return DeviceAddressType::kAscend; }
 #ifdef ENABLE_DUMP_E2E
   bool DumpMemToFile(bool dump_mode, const std::string &filepath, const std::string &host_fmt,
                      const std::vector<int> &host_shape, TypeId host_type) const;
diff --git a/mindspore/ccsrc/device/ascend/ascend_kernel_runtime.cc b/mindspore/ccsrc/device/ascend/ascend_kernel_runtime.cc
index 6ffa835204..b043f91a35 100644
--- a/mindspore/ccsrc/device/ascend/ascend_kernel_runtime.cc
+++ b/mindspore/ccsrc/device/ascend/ascend_kernel_runtime.cc
@@ -259,6 +259,15 @@ bool AscendKernelRuntime::DumpData(mindspore::session::KernelGraph *graph) {
   return true;
 }
 
+bool AscendKernelRuntime::NodeOutputDeviceAddressExist(const AnfNodePtr &kernel, size_t index) {
+  if (AnfAlgo::OutputAddrExist(kernel, index)) {
+    auto address = AnfAlgo::GetOutputAddr(kernel, index);
+    MS_EXCEPTION_IF_NULL(address);
+    return address->DeviceType() == DeviceAddressType::kAscend;
+  }
+  return false;
+}
+
 DeviceAddressPtr AscendKernelRuntime::CreateDeviceAddress(void *device_ptr, size_t device_size, const string &format,
                                                           TypeId type_id) {
   return std::make_shared<AscendDeviceAddress>(device_ptr, device_size, format, type_id);
diff --git a/mindspore/ccsrc/device/ascend/ascend_kernel_runtime.h b/mindspore/ccsrc/device/ascend/ascend_kernel_runtime.h
index 336cfdc9f2..20526f66dc 100644
--- a/mindspore/ccsrc/device/ascend/ascend_kernel_runtime.h
+++ b/mindspore/ccsrc/device/ascend/ascend_kernel_runtime.h
@@ -45,6 +45,7 @@ class AscendKernelRuntime : public KernelRuntime {
  protected:
   DeviceAddressPtr CreateDeviceAddress(void *device_ptr, size_t device_size, const string &format,
                                        TypeId type_id) override;
+  bool NodeOutputDeviceAddressExist(const AnfNodePtr &node, size_t index) override;
   bool SyncStream() override;
 
  private:
diff --git a/mindspore/ccsrc/device/cpu/cpu_device_address.h b/mindspore/ccsrc/device/cpu/cpu_device_address.h
index 9d51abe625..a041567f47 100644
--- a/mindspore/ccsrc/device/cpu/cpu_device_address.h
+++ b/mindspore/ccsrc/device/cpu/cpu_device_address.h
@@ -34,6 +34,7 @@ class CPUDeviceAddress : public DeviceAddress {
 
   bool SyncDeviceToHost(const std::vector<int> &shape, size_t size, TypeId type, void *host_ptr) const override;
   bool SyncHostToDevice(const std::vector<int> &shape, size_t size, TypeId type, const void *host_ptr) const override;
+  DeviceAddressType DeviceType() const override { return DeviceAddressType::kCPU; }
 };
 }  // namespace cpu
 }  // namespace device
diff --git a/mindspore/ccsrc/device/device_address.h b/mindspore/ccsrc/device/device_address.h
index fd3188e0f2..e02d231dd5 100644
--- a/mindspore/ccsrc/device/device_address.h
+++ b/mindspore/ccsrc/device/device_address.h
@@ -48,6 +48,7 @@ class GPUMemoryManager;
 namespace mindspore {
 namespace device {
 enum class DeviceAddressStatus { kInDevice, kInHost, kInDeviceToHost, kInHostToDevice };
+enum class DeviceAddressType { kUnknown, kAscend, kCPU, kGPU };
 
 class DeviceAddress {
  public:
@@ -64,6 +65,7 @@ class DeviceAddress {
   TypeId type_id() const { return type_id_; }
   virtual void set_status(DeviceAddressStatus status) {}
   virtual DeviceAddressStatus status() const { return DeviceAddressStatus::kInDevice; }
+  virtual DeviceAddressType DeviceType() const { return DeviceAddressType::kUnknown; }
 
  protected:
   const void *ptr() const { return ptr_; }
diff --git a/mindspore/ccsrc/device/gpu/gpu_device_address.h b/mindspore/ccsrc/device/gpu/gpu_device_address.h
index f5c6b6e36b..4074cb6ce9 100644
--- a/mindspore/ccsrc/device/gpu/gpu_device_address.h
+++ b/mindspore/ccsrc/device/gpu/gpu_device_address.h
@@ -35,6 +35,7 @@ class GPUDeviceAddress : public DeviceAddress {
   bool SyncHostToDevice(const std::vector<int> &shape, size_t size, TypeId type, const void *host_ptr) const override;
   void set_status(DeviceAddressStatus status) { status_ = status; }
   DeviceAddressStatus status() const { return status_; }
+  DeviceAddressType DeviceType() const override { return DeviceAddressType::kGPU; }
 
  private:
   DeviceAddressStatus status_{DeviceAddressStatus::kInDevice};
diff --git a/mindspore/ccsrc/device/kernel_runtime.cc b/mindspore/ccsrc/device/kernel_runtime.cc
index 9a8e65b474..d80c593e60 100644
--- a/mindspore/ccsrc/device/kernel_runtime.cc
+++ b/mindspore/ccsrc/device/kernel_runtime.cc
@@ -102,6 +102,13 @@ bool KernelRuntime::RunTask(const session::KernelGraph *graph) {
   return false;
 }
 
+bool KernelRuntime::NodeOutputDeviceAddressExist(const AnfNodePtr &kernel, size_t index) {
+  if (AnfAlgo::OutputAddrExist(kernel, index)) {
+    return true;
+  }
+  return false;
+}
+
 size_t KernelRuntime::CountNodeDeviceMemorySize(const mindspore::AnfNodePtr &node, size_t output_index) {
   MS_EXCEPTION_IF_NULL(node);
   if (output_index >= AnfAlgo::GetOutputTensorNum(node)) {
@@ -255,7 +262,7 @@ void KernelRuntime::AssignStaticMemoryInput(const session::KernelGraph *graph) {
     if (i < graph_valid_input.size() && !graph_valid_input[i]) {
       continue;
     }
-    if (AnfAlgo::OutputAddrExist(item, 0)) {
+    if (NodeOutputDeviceAddressExist(item, 0)) {
       continue;
     }
     auto output_size = AnfAlgo::GetOutputTensorNum(item);
@@ -431,7 +438,7 @@ void KernelRuntime::AssignNodeOutputMem(int flag, const AnfNodePtr &node, int in
     if ((kGetAllOuts != index) && (SizeToInt(i) != index)) {
       continue;
     }
-    if (AnfAlgo::OutputAddrExist(node, i)) {
+    if (NodeOutputDeviceAddressExist(node, i)) {
       MS_LOG(INFO) << "Already malloc index:" << i;
       continue;
     }
@@ -493,7 +500,7 @@ void KernelRuntime::AssignStaticMemoryValueNode(session::KernelGraph *graph) {
   MS_EXCEPTION_IF_NULL(ms_context);
   for (auto &value_node : graph->graph_value_nodes()) {
     MS_EXCEPTION_IF_NULL(value_node);
-    if (AnfAlgo::OutputAddrExist(value_node, 0)) {
+    if (NodeOutputDeviceAddressExist(value_node, 0)) {
       MS_LOG(INFO) << "value_node[" << value_node->DebugString() << "] address already exist";
       continue;
     }
diff --git a/mindspore/ccsrc/device/kernel_runtime.h b/mindspore/ccsrc/device/kernel_runtime.h
index 668fb2580f..9fab81cffe 100644
--- a/mindspore/ccsrc/device/kernel_runtime.h
+++ b/mindspore/ccsrc/device/kernel_runtime.h
@@ -67,6 +67,7 @@ class KernelRuntime {
  protected:
   virtual DeviceAddressPtr CreateDeviceAddress(void *device_ptr, size_t device_size, const string &format,
                                                TypeId type_id) = 0;
+  virtual bool NodeOutputDeviceAddressExist(const AnfNodePtr &node, size_t index);
   virtual bool SyncStream() = 0;
   void AssignStaticMemory(session::KernelGraph *graph);
   void AssignDynamicMemory(session::KernelGraph *graph);
diff --git a/mindspore/ccsrc/pipeline/action.cc b/mindspore/ccsrc/pipeline/action.cc
index 3e87000be7..709697c922 100644
--- a/mindspore/ccsrc/pipeline/action.cc
+++ b/mindspore/ccsrc/pipeline/action.cc
@@ -305,17 +305,27 @@ bool TaskEmitAction(const ResourcePtr &res) {
   }
   FuncGraphPtr func_graph = res->func_graph();
   auto bc_ptr = res->results()[kBackend].cast<compile::BackendPtr>();
-
   if (IsCtrlSink()) {
     res->results()[kOutput] = bc_ptr->CompileGraph(NOT_NULL(func_graph));
     return true;
   }
-
   std::vector<PrimitivePtr> cut_list = compile::nonlinear_ops;
   if (bc_ptr->name() == kMsConvert) {
     cut_list = compile::GetMsNonlinearOps();
   }
+
   std::shared_ptr<CompileGraphs> compile = std::make_shared<CompileGraphs>(bc_ptr, cut_list);
+  auto context_ptr = MsContext::GetInstance();
+  MS_EXCEPTION_IF_NULL(context_ptr);
+  if (compile->ContainMixedTarget(func_graph)) {
+    bc_ptr->set_is_multi_graph_sink(false);
+    context_ptr->set_loop_sink_flag(false);
+  } else if (context_ptr->execution_mode() != kPynativeMode) {
+    std::string device_target = context_ptr->device_target();
+    if (device_target == kAscendDevice) {
+      bc_ptr->set_is_multi_graph_sink(true);
+    }
+  }
   res->results()[kOutput] = compile->CompileAndLink(func_graph);
   return true;
 }
diff --git a/mindspore/ccsrc/pipeline/pipeline.cc b/mindspore/ccsrc/pipeline/pipeline.cc
index 103477363f..a436f4ed3d 100644
--- a/mindspore/ccsrc/pipeline/pipeline.cc
+++ b/mindspore/ccsrc/pipeline/pipeline.cc
@@ -775,7 +775,7 @@ bool InitExecDatasetVm(const std::string &queue_name, int64_t size, int64_t batc
   MS_EXCEPTION_IF_NULL(convert_fn);
   // Convert CNodeList to LinConvertResult.
   ConfigManager::GetInstance().set_iter_num(1);
-  auto runner = convert_fn({app_init});
+  auto runner = convert_fn({app_init}, "");
   if (MsContext::GetInstance()->execution_mode() != kPynativeMode) {
     backend->Link(runner.graph_id);
   }
diff --git a/mindspore/ccsrc/session/cpu_session.cc b/mindspore/ccsrc/session/cpu_session.cc
index 32e3d8b6cc..447845480d 100644
--- a/mindspore/ccsrc/session/cpu_session.cc
+++ b/mindspore/ccsrc/session/cpu_session.cc
@@ -28,6 +28,23 @@
 
 namespace mindspore {
 namespace session {
+ParameterPtr CPUSession::CreateNewParameterFromParameter(const AnfNodePtr &anf, bool valid_input, KernelGraph *graph) {
+  MS_EXCEPTION_IF_NULL(anf);
+  if (!anf->isa<Parameter>()) {
+    MS_LOG(EXCEPTION) << "anf[" << anf->DebugString() << "] is not a parameter";
+  }
+  auto valid_inputs = graph->MutableValidInputs();
+  MS_EXCEPTION_IF_NULL(valid_inputs);
+  auto graph_inputs = graph->MutableInputs();
+  MS_EXCEPTION_IF_NULL(graph_inputs);
+  TraceManager::DebugTrace(std::make_shared<TraceCopy>(anf->debug_info()));
+  ParameterPtr new_parameter = graph->NewParameter(anf->cast<ParameterPtr>());
+  TraceManager::EndTrace();
+  graph_inputs->push_back(new_parameter);
+  valid_inputs->push_back(valid_input);
+  return new_parameter;
+}
+
 GraphId CPUSession::CompileGraph(const AnfNodePtrList &lst, const AnfNodePtrList &outputs) {
   auto graph_id = graph_sum_;
   auto graph = ConstructKernelGraph(lst, outputs);
diff --git a/mindspore/ccsrc/session/cpu_session.h b/mindspore/ccsrc/session/cpu_session.h
index c53b0d2d8c..36b987e840 100644
--- a/mindspore/ccsrc/session/cpu_session.h
+++ b/mindspore/ccsrc/session/cpu_session.h
@@ -35,6 +35,9 @@ class CPUSession : public SessionBasic {
   GraphId CompileGraph(const AnfNodePtrList &lst, const AnfNodePtrList &outputs) override;
   void RunGraph(const GraphId &graph_id, const std::vector<tensor::TensorPtr> &inputs, VectorRef *outputs) override;
 
+ protected:
+  ParameterPtr CreateNewParameterFromParameter(const AnfNodePtr &anf, bool valid_input, KernelGraph *graph) override;
+
  private:
   void SetKernelInfo(const KernelGraph *kernel_graph);
   void BuildKernel(const KernelGraph *kernel_graph);
diff --git a/mindspore/ccsrc/session/kernel_graph.cc b/mindspore/ccsrc/session/kernel_graph.cc
index c1992b7cc0..902375c155 100644
--- a/mindspore/ccsrc/session/kernel_graph.cc
+++ b/mindspore/ccsrc/session/kernel_graph.cc
@@ -482,7 +482,13 @@ void KernelGraph::UpdateControlDependRelations(const std::vector<AnfNodePtr> &de
       depend_nodes = GetOutputNodes(depend_node);
     }
     for (auto &first_node : prior_nodes) {
+      if (AnfAlgo::CheckPrimitiveType(first_node, prim::kPrimControlDepend)) {
+        continue;
+      }
       for (auto &second_node : depend_nodes) {
+        if (AnfAlgo::CheckPrimitiveType(second_node, prim::kPrimControlDepend)) {
+          continue;
+        }
         MS_EXCEPTION_IF_NULL(first_node);
         MS_EXCEPTION_IF_NULL(second_node);
         MS_LOG(INFO) << "Add first node:" << first_node->DebugString() << ",second node:" << second_node->DebugString();
diff --git a/mindspore/ccsrc/session/session_basic.cc b/mindspore/ccsrc/session/session_basic.cc
index 886e409854..dfd509925e 100644
--- a/mindspore/ccsrc/session/session_basic.cc
+++ b/mindspore/ccsrc/session/session_basic.cc
@@ -311,7 +311,7 @@ ParameterPtr SessionBasic::CreateNewParameterFromParameter(const AnfNodePtr &anf
   if (python_paras_ == nullptr) {
     python_paras_ = std::make_shared<std::map<PyObject *, ParameterPtr>>();
   }
-  if (python_paras_->find(m_tensor) != python_paras_->end() && GetGraphIdByNode(anf) == kInvalidGraphId) {
+  if (python_paras_->find(m_tensor) != python_paras_->end()) {
     new_parameter = (*python_paras_)[m_tensor];
   } else {
     TraceManager::DebugTrace(std::make_shared<TraceCopy>(anf->debug_info()));
diff --git a/mindspore/ccsrc/session/session_basic.h b/mindspore/ccsrc/session/session_basic.h
index b2e8c8894f..7c1a3fe966 100755
--- a/mindspore/ccsrc/session/session_basic.h
+++ b/mindspore/ccsrc/session/session_basic.h
@@ -114,7 +114,7 @@ class SessionBasic {
   BaseRef TransformBaseRefListToTuple(const BaseRef &base_ref);
   // create a new kernel graph and update the graph sum
   KernelGraphPtr NewKernelGraph();
-  ParameterPtr CreateNewParameterFromParameter(const AnfNodePtr &anf, bool valid_input, KernelGraph *graph);
+  virtual ParameterPtr CreateNewParameterFromParameter(const AnfNodePtr &anf, bool valid_input, KernelGraph *graph);
   ValueNodePtr CreateValueNodeKernelGraph(const AnfNodePtr &anf, KernelGraph *graph);
   ParameterPtr CreateNewParameter(const AnfNodePtr &anf, KernelGraph *graph);
   AnfNodePtr CreateNewParameterFromCNode(const AnfNodePtr &anf, bool valid_input, KernelGraph *graph);
diff --git a/mindspore/ccsrc/utils/context/ms_context.h b/mindspore/ccsrc/utils/context/ms_context.h
index 9a91f391c9..e7be85dc82 100644
--- a/mindspore/ccsrc/utils/context/ms_context.h
+++ b/mindspore/ccsrc/utils/context/ms_context.h
@@ -92,7 +92,7 @@ class MsContext {
   bool ir_fusion_flag() const { return ir_fusion_flag_; }
 
   bool loop_sink_flag() const { return enable_loop_sink_; }
-
+  void set_loop_sink_flag(bool enable_loop_sink) { enable_loop_sink_ = enable_loop_sink; }
   void set_enable_mem_reuse(bool enable_mem_reuse) { enable_mem_reuse_ = enable_mem_reuse; }
   bool enable_mem_reuse() const { return enable_mem_reuse_; }
 
diff --git a/mindspore/ccsrc/vm/backend.cc b/mindspore/ccsrc/vm/backend.cc
index 0fac84d901..e8af57d764 100644
--- a/mindspore/ccsrc/vm/backend.cc
+++ b/mindspore/ccsrc/vm/backend.cc
@@ -39,14 +39,14 @@ LinConvertResult MsBackend::GetMultiGraphRun(const FuncGraphPtr &g) {
   multi_result_.inputs = g->parameters();
   final_output_ = NewValueNode("fake_output");
   multi_result_.outputs = {final_output_};
-  GraphId final_g = sess_->GetFinalRunGraph();
+  GraphId final_g = target_sess_->GetFinalRunGraph();
 
   multi_result_.run = std::make_shared<RunFunc>(
-    [final_g, this](const VectorRef &args) -> VectorRef { return MsRunGraph(final_g, args); });
+    [final_g, this](const VectorRef &args) -> VectorRef { return MsRunGraph(final_g, args, ""); });
   return multi_result_;
 }
 
-LinConvertResult MsBackend::MsConvert(const AnfNodePtrList &lst) {
+LinConvertResult MsBackend::MsConvert(const AnfNodePtrList &lst, const std::string &target) {
   MS_LOG(DEBUG) << "MsConvert";
   MS_EXCEPTION_IF_NULL(MsContext::GetInstance());
   auto cached = g_ConvertCache.find(lst);
@@ -64,17 +64,24 @@ LinConvertResult MsBackend::MsConvert(const AnfNodePtrList &lst) {
   result.inputs = inputs;
   result.outputs = outputs;
   result.graph_id = kInvalidGraphId;
-  auto graph_id = sess_->CompileGraph(lst, outputs);
-  if (MsContext::GetInstance()->execution_mode() == kPynativeMode) {
-    sess_->BuildGraph(graph_id);
+  GraphId graph_id = kInvalidGraphId;
+  if (target == kCPUDevice) {
+    graph_id = cpu_sess_->CompileGraph(lst, outputs);
+  } else {
+    graph_id = target_sess_->CompileGraph(lst, outputs);
   }
+
   if (MsContext::GetInstance()->precompile_only()) {
     MS_LOG(INFO) << "PrecompileOnly, stop run graph";
     return result;
   }
-
+  if (target == kCPUDevice) {
+    cpu_sess_->BuildGraph(graph_id);
+  } else if (!is_multi_graph_sink_) {
+    target_sess_->BuildGraph(graph_id);
+  }
   result.run = std::make_shared<RunFunc>(
-    [graph_id, this](const VectorRef &args) -> VectorRef { return MsRunGraph(graph_id, args); });
+    [graph_id, target, this](const VectorRef &args) -> VectorRef { return MsRunGraph(graph_id, args, target); });
   MS_EXCEPTION_IF_NULL(result.run);
 
   result.simu_run = std::make_shared<RunFunc>(
@@ -92,7 +99,7 @@ void MsBackend::SetSwitchActive(const BaseRef &c, bool cond) {
 
   GraphId cond_g = kInvalidGraphId;
   if (utils::isa<AnfNodePtr>(c)) {
-    cond_g = sess_->GetGraphIdByNode(utils::cast<AnfNodePtr>(c));
+    cond_g = target_sess_->GetGraphIdByNode(utils::cast<AnfNodePtr>(c));
   } else {
     MS_LOG(EXCEPTION) << "cond not a anf node:" << c.ToString();
   }
@@ -116,7 +123,7 @@ void MsBackend::SetSwitchActive(const BaseRef &c, bool cond) {
     MS_LOG(DEBUG) << "invoke set active:" << active_g;
   }
   MS_LOG(DEBUG) << "switch set active:" << active_g << ", " << cond_g;
-  sess_->SetActive(active_g, cond_g);
+  target_sess_->SetActive(active_g, cond_g);
 }
 
 void MsBackend::SetSwitchGraph() {
@@ -135,12 +142,12 @@ void MsBackend::SetSwitchGraph() {
       }
       GraphId cond_g = kInvalidGraphId;
       if (utils::isa<AnfNodePtr>(curr_switch_)) {
-        cond_g = sess_->GetGraphIdByNode(utils::cast<AnfNodePtr>(curr_switch_));
+        cond_g = target_sess_->GetGraphIdByNode(utils::cast<AnfNodePtr>(curr_switch_));
       } else {
         MS_LOG(EXCEPTION) << "cond not a anf node:" << curr_switch_.ToString();
       }
       MS_LOG(DEBUG) << "switch compile:" << cond_g << ", " << true_g << ", " << false_g;
-      sess_->SwitchCompile(cond_g, true_g, false_g, utils::cast<AnfNodePtr>(curr_switch_));
+      target_sess_->SwitchCompile(cond_g, true_g, false_g, utils::cast<AnfNodePtr>(curr_switch_));
     }
     is_switch_call_ = false;
     MS_LOG(DEBUG) << "end SetSwitchGraph:" << curr_cond << ", " << is_switch_call_;
@@ -202,7 +209,7 @@ void MsBackend::RecallGraphInput(const FuncGraphPtr &func_graph, const VectorRef
         old_args[i] = args[it->second];
       }
     }
-    sess_->SetChildGraphInput(graph, old_args);
+    target_sess_->SetChildGraphInput(graph, old_args);
   }
   graph_inputs_.erase(c);
 }
@@ -211,7 +218,7 @@ void MsBackend::RecallGraphInput(const FuncGraphPtr &func_graph, const VectorRef
 VectorRef MsBackend::MsSimuRunGraph(const GraphId &g, const VectorRef &args) {
   MS_LOG(DEBUG) << "set graph input:" << g;
   // switch maybe twice
-  sess_->SetChildGraphInput(g, args);
+  target_sess_->SetChildGraphInput(g, args);
 
   if (is_switch_call_) {
     if (!curr_switch_.is_null()) {
@@ -236,7 +243,7 @@ VectorRef MsBackend::MsSimuRunGraph(const GraphId &g, const VectorRef &args) {
   return VectorRef(outputs);
 }
 
-VectorRef MsBackend::MsRunGraph(const GraphId &g, const VectorRef &args) {
+VectorRef MsBackend::MsRunGraph(const GraphId &g, const VectorRef &args, const std::string &target) {
   MS_LOG(DEBUG) << "start ms graph run:" << args.size() << ", g:" << g;
   // Run graph
   std::vector<tensor::TensorPtr> inputs;
@@ -271,7 +278,12 @@ VectorRef MsBackend::MsRunGraph(const GraphId &g, const VectorRef &args) {
 
   VectorRef outputs;
   // call ms rungraph (graphId, input ,output)
-  sess_->RunGraph(g, inputs, &outputs);
+  if (target == kCPUDevice) {
+    cpu_sess_->RunGraph(g, inputs, &outputs);
+  } else {
+    target_sess_->RunGraph(g, inputs, &outputs);
+  }
+
   MS_LOG(DEBUG) << "RunGraph finished:" << outputs.size();
   return outputs;
 }
@@ -300,17 +312,17 @@ void MsBackend::SimulateRun(FinalVMPtr rt, FuncGraphPtr root) {
   (void)std::transform(parameters.begin(), parameters.end(), std::back_inserter(args),
                        [](const AnfNodePtr &v) { return v; });
   MS_LOG(DEBUG) << "Simulate start";
-  (void)sess_->SetFinalGraphInput(parameters);
+  (void)target_sess_->SetFinalGraphInput(parameters);
   BaseRef output = rt->Eval(VectorRef(args));
-  sess_->SetFinalGraphOutput(output);
+  target_sess_->SetFinalGraphOutput(output);
   MS_LOG(DEBUG) << "Simulate Eval end";
 }
 
 void MsBackend::Link(GraphId graph_id) {
   if (graph_id == kInvalidGraphId) {
-    graph_id = sess_->GetFinalRunGraph();
+    graph_id = target_sess_->GetFinalRunGraph();
   }
-  sess_->BuildGraph(graph_id);
+  target_sess_->BuildGraph(graph_id);
 }
 
 Backend::Backend(const std::string &name) : name_(name) {
@@ -322,16 +334,26 @@ Backend::Backend(const std::string &name) : name_(name) {
 }
 
 MsBackend::MsBackend(const std::string &name, const std::string &target, uint32_t device_id) : Backend(name) {
-  convert_fn_ = std::bind(&MsBackend::MsConvert, this, std::placeholders::_1);
-  sess_ = session::SessionFactory::Get().Create(target);
-  if (sess_ == nullptr) {
+  convert_fn_ = std::bind(&MsBackend::MsConvert, this, std::placeholders::_1, std::placeholders::_2);
+  target_sess_ = session::SessionFactory::Get().Create(target);
+  if (target_sess_ == nullptr) {
     MS_LOG(EXCEPTION) << "Session create failed!, please make sure target device:" << target << " is available.";
   }
-  sess_->Init(device_id);
-  sess_->RegisterSummaryCallBackFunc(callbacks::SummarySaveCallback);
+  target_sess_->Init(device_id);
+  target_sess_->RegisterSummaryCallBackFunc(callbacks::SummarySaveCallback);
+  if (target == kCPUDevice) {
+    cpu_sess_ = target_sess_;
+  } else {
+    cpu_sess_ = session::SessionFactory::Get().Create(kCPUDevice);
+    if (cpu_sess_ == nullptr) {
+      MS_LOG(EXCEPTION) << "Create cpu session failed with target " << target << ".";
+    }
+    cpu_sess_->Init(0);
+    cpu_sess_->RegisterSummaryCallBackFunc(callbacks::SummarySaveCallback);
+  }
 }
 
-GraphId MsBackend::CompileGraph(NotNull<FuncGraphPtr> fg) { return sess_->CompileGraph(fg); }
+GraphId MsBackend::CompileGraph(NotNull<FuncGraphPtr> fg) { return target_sess_->CompileGraph(fg); }
 
 VectorRef MsBackend::RunGraph(GraphId graph_id, const VectorRef &args) { return MsRunGraph(graph_id, args); }
 
diff --git a/mindspore/ccsrc/vm/backend.h b/mindspore/ccsrc/vm/backend.h
index 94b7a500e2..1ff345a43b 100644
--- a/mindspore/ccsrc/vm/backend.h
+++ b/mindspore/ccsrc/vm/backend.h
@@ -91,8 +91,8 @@ class MsBackend : public Backend {
   MsBackend(const std::string &name, const std::string &target, uint32_t device_id);
   ~MsBackend() override = default;
 
-  LinConvertResult MsConvert(const AnfNodePtrList &lst);
-  VectorRef MsRunGraph(const GraphId &g, const VectorRef &args);
+  LinConvertResult MsConvert(const AnfNodePtrList &lst, const std::string &target = "");
+  VectorRef MsRunGraph(const GraphId &g, const VectorRef &args, const std::string &target = "");
 
   VectorRef MsSimuRunGraph(const GraphId &g, const VectorRef &args);
   void SimulateRun(FinalVMPtr rt, FuncGraphPtr root) override;
@@ -109,7 +109,8 @@ class MsBackend : public Backend {
   VectorRef RunGraph(GraphId graph_id, const VectorRef &args);
 
  private:
-  session::SessionPtr sess_;
+  session::SessionPtr target_sess_;
+  session::SessionPtr cpu_sess_;
   std::unordered_map<BaseRef, CondGraph, BaseRefHash> simu_cond_map_;
   std::unordered_map<GraphId, LinConvertResult> graph_id_map_;
   std::unordered_map<BaseRef, std::list<std::pair<GraphId, VectorRef>>, BaseRefHash> graph_inputs_;
diff --git a/mindspore/ccsrc/vm/segment_runner.cc b/mindspore/ccsrc/vm/segment_runner.cc
index ae052770ff..dcd62a548d 100644
--- a/mindspore/ccsrc/vm/segment_runner.cc
+++ b/mindspore/ccsrc/vm/segment_runner.cc
@@ -148,7 +148,7 @@ std::tuple<FuncGraphPtr, AnfNodePtrList, AnfNodePtrList> TransformSegmentToAnfGr
 //   This implementation will convert the nodes into a subgraph
 //   that will run using the MsVM.
 template <typename T>
-LinConvertResult Convert(const AnfNodePtrList &lst) {
+LinConvertResult Convert(const AnfNodePtrList &lst, const std::string &) {
   auto cached = g_ConvertCache.find(lst);
   if (cached != g_ConvertCache.end()) {
     return cached->second;
diff --git a/mindspore/ccsrc/vm/segment_runner.h b/mindspore/ccsrc/vm/segment_runner.h
index 8ea87da50c..c4458d4148 100644
--- a/mindspore/ccsrc/vm/segment_runner.h
+++ b/mindspore/ccsrc/vm/segment_runner.h
@@ -43,7 +43,7 @@ struct LinConvertResult {
   uint32_t graph_id;
 };
 
-using LinkFuncType = std::function<LinConvertResult(const AnfNodePtrList &)>;
+using LinkFuncType = std::function<LinConvertResult(const AnfNodePtrList &, const std::string &)>;
 using ConvertCache = std::unordered_map<BaseRef, LinConvertResult, BaseRefHash>;
 extern LinkFuncType MsVmConvert;
 extern LinkFuncType GeVmConvert;
diff --git a/mindspore/ccsrc/vm/transform.cc b/mindspore/ccsrc/vm/transform.cc
index 636d36f931..90efc0ac5f 100644
--- a/mindspore/ccsrc/vm/transform.cc
+++ b/mindspore/ccsrc/vm/transform.cc
@@ -20,6 +20,8 @@
 
 #include <algorithm>
 #include <map>
+#include <queue>
+#include <set>
 #include <string>
 #include <vector>
 
@@ -47,6 +49,86 @@ const std::vector<PrimitivePtr> &GetMsNonlinearOps() {
   return ms_nonlinear_ops;
 }
 
+namespace {
+std::string GetCNodeTarget(const AnfNodePtr &node) {
+  auto context_ptr = MsContext::GetInstance();
+  MS_EXCEPTION_IF_NULL(context_ptr);
+  std::string default_target = context_ptr->device_target();
+  if (!node->isa<CNode>()) {
+    return default_target;
+  }
+  auto cnode = node->cast<CNodePtr>();
+  MS_EXCEPTION_IF_NULL(cnode);
+  auto attr_input = cnode->input(kAnfPrimitiveIndex);
+  if (attr_input == nullptr) {
+    return default_target;
+  }
+  auto value_node = attr_input->cast<ValueNodePtr>();
+  if (value_node == nullptr) {
+    return default_target;
+  }
+  auto value = value_node->value();
+  if (value == nullptr) {
+    return default_target;
+  }
+  if (!value->isa<Primitive>()) {
+    return default_target;
+  }
+  auto primitive = value->cast<PrimitivePtr>();
+  ValuePtr att_target = primitive->GetAttr("target");
+  if (att_target != nullptr) {
+    std::string target = GetValue<std::string>(att_target);
+    return target;
+  }
+  return default_target;
+}
+
+bool ContainMultiTarget(const std::vector<AnfNodePtr> &nodes) {
+  auto context_ptr = MsContext::GetInstance();
+  MS_EXCEPTION_IF_NULL(context_ptr);
+  std::string last_target = context_ptr->device_target();
+  for (auto &node : nodes) {
+    if (node->isa<CNode>()) {
+      std::string cur_target = GetCNodeTarget(node);
+      if (last_target != cur_target) {
+        return true;
+      }
+      last_target = cur_target;
+    }
+  }
+  return false;
+}
+
+void CalcNodeRefCount(const FuncGraphPtr &graph, std::map<AnfNodePtr, size_t> *nodes_ref) {
+  std::queue<AnfNodePtr> queue;
+  queue.push(graph->get_return());
+  std::set<AnfNodePtr> visited;
+  while (!queue.empty()) {
+    auto &node = queue.front();
+    queue.pop();
+    MS_EXCEPTION_IF_NULL(node);
+    if (!node->isa<CNode>()) {
+      continue;
+    }
+    auto cnode = node->cast<CNodePtr>();
+    MS_EXCEPTION_IF_NULL(cnode);
+    for (auto &input : cnode->inputs()) {
+      auto iter = nodes_ref->find(input);
+      if (iter != nodes_ref->end()) {
+        iter->second++;
+      } else {
+        (void)nodes_ref->insert(std::pair<AnfNodePtr, size_t>(input, 1));
+      }
+      if (visited.find(input) != visited.end()) {
+        continue;
+      }
+      visited.insert(input);
+      queue.push(input);
+    }
+  }
+}
+}  // namespace
+
 CompileGraph::CompileGraph(const BackendPtr &backend, const std::vector<PrimitivePtr> &cut_list)
     : backend_(backend), cut_list_(cut_list) {
   MS_EXCEPTION_IF_NULL(backend_);
@@ -98,12 +180,67 @@ bool CompileGraph::IsCut(const AnfNodePtr &node) {
   return false;
 }
 
+std::vector<AnfNodePtr> CompileGraph::SplitSort(const FuncGraphPtr &graph) {
+  std::vector<AnfNodePtr> result;
+  std::queue<AnfNodePtr> queue;
+  std::queue<AnfNodePtr> next_queue;
+  std::map<AnfNodePtr, size_t> nodes_ref;
+  CalcNodeRefCount(graph, &nodes_ref);
+  auto context_ptr = MsContext::GetInstance();
+  MS_EXCEPTION_IF_NULL(context_ptr);
+  std::string queue_target = context_ptr->device_target();
+  std::string next_target = "";
+  queue.push(graph->get_return());
+  while (!queue.empty() || !next_queue.empty()) {
+    if (queue.empty()) {
+      queue.swap(next_queue);
+      queue_target = next_target;
+    }
+    auto &node = queue.front();
+    queue.pop();
+    MS_EXCEPTION_IF_NULL(node);
+    result.emplace_back(node);
+    if (!node->isa<CNode>()) {
+      continue;
+    }
+    auto cnode = node->cast<CNodePtr>();
+    MS_EXCEPTION_IF_NULL(cnode);
+    for (auto &input : cnode->inputs()) {
+      auto iter = nodes_ref.find(input);
+      if (iter != nodes_ref.end()) {
+        iter->second--;
+        if (iter->second != 0) {
+          continue;
+        }
+      }
+      if (!input->isa<CNode>()) {
+        queue.push(input);
+        continue;
+      }
+      std::string input_target = GetCNodeTarget(input);
+      if (input_target == queue_target) {
+        queue.push(input);
+      } else if (next_queue.empty() || input_target == next_target) {
+        next_queue.push(input);
+        next_target = input_target;
+      } else {
+        MS_LOG(EXCEPTION) << "only support two different target";
+      }
+    }
+  }
+  std::reverse(result.begin(), result.end());
+  return result;
+}
+
 VectorRef CompileGraph::SplitNodes(const FuncGraphPtr &graph) {
   MS_EXCEPTION_IF_NULL(graph);
   VectorRef splits;
   VectorRef split;
-  std::vector<AnfNodePtr> nodes = TopoSort(graph->get_return());
-
+  auto nodes = TopoSort(graph->get_return());
+  if (ContainMultiTarget(nodes)) {
+    nodes = SplitSort(graph);
+  }
+  std::string last_target;
   MS_LOG(DEBUG) << "Split all nodes size:" << nodes.size();
   for (auto &node : nodes) {
     MS_EXCEPTION_IF_NULL(node);
@@ -114,7 +251,13 @@ VectorRef CompileGraph::SplitNodes(const FuncGraphPtr &graph) {
       }
       splits.push_back(node);
       split.clear();
-    } else if (!(node->isa<ValueNode>() || node->isa<Parameter>())) {
+    } else if (node->isa<CNode>()) {
+      std::string cur_target = GetCNodeTarget(node);
+      if (cur_target != last_target && !last_target.empty() && split.size() != 0) {
+        splits.push_back(split);
+        split.clear();
+      }
+      last_target = cur_target;
       split.push_back(node);
       MS_LOG(DEBUG) << "Insert node:" << node->DebugString(10) << ", size:" << split.size();
     }
@@ -200,14 +343,14 @@ void CompileGraph::PushParameters(const FuncGraphPtr &graph) {
   }
 }
 
-int CompileGraph::LinConvert(const FuncGraphPtr &graph, const AnfNodePtrList &node_list) {
+int CompileGraph::LinConvert(const FuncGraphPtr &graph, const AnfNodePtrList &node_list, const std::string &target) {
   MS_LOG(DEBUG) << "LinConvert start";
   LinConvertResult result;
 
   if (backend_->simu_flag()) {
     result = backend_->GetMultiGraphRun(graph);
   } else {
-    result = lin_convert_(node_list);
+    result = lin_convert_(node_list, target);
   }
 
   if (result.run == nullptr) {
@@ -316,7 +459,12 @@ bool CompileGraph::SplitGraph(const FuncGraphPtr &graph) {
       auto vec_ref = utils::cast<VectorRef>(split);
       (void)std::transform(vec_ref.begin(), vec_ref.end(), std::back_inserter(args),
                            [](const BaseRef &v) { return utils::cast<AnfNodePtr>(v); });
-      ret = LinConvert(graph, args);
+      if (args.size() > 0) {
+        std::string cur_target = GetCNodeTarget(args[0]);
+        ret = LinConvert(graph, args, cur_target);
+      } else {
+        ret = LinConvert(graph, args);
+      }
       MS_LOG(DEBUG) << "End a extern LinConvert";
       if (ret == RET_FAILED) {
         return false;
@@ -637,6 +785,19 @@ FinalVMPtr CompileGraphs::CompileAndLink(const FuncGraphPtr &graph) {
   return rt;
 }
 
+bool CompileGraphs::ContainMixedTarget(const FuncGraphPtr &graph) {
+  auto graph_manager = graph->manager();
+  MS_EXCEPTION_IF_NULL(graph_manager);
+  FuncGraphSet graphs = graph_manager->func_graphs();
+  for (auto &g : graphs) {
+    auto nodes = TopoSort(g->get_return());
+    if (ContainMultiTarget(nodes)) {
+      return true;
+    }
+  }
+  return false;
+}
+
 BackendPtr CreateBackend() {
   auto context_ptr = MsContext::GetInstance();
   MS_EXCEPTION_IF_NULL(context_ptr);
diff --git a/mindspore/ccsrc/vm/transform.h b/mindspore/ccsrc/vm/transform.h
index 711c1777ab..7505a52ed1 100644
--- a/mindspore/ccsrc/vm/transform.h
+++ b/mindspore/ccsrc/vm/transform.h
@@ -79,8 +79,9 @@ class CompileGraph {
 
  private:
   void PushParameters(const FuncGraphPtr &func_graph);
+  std::vector<AnfNodePtr> SplitSort(const FuncGraphPtr &graph);
   bool SplitGraph(const FuncGraphPtr &func_graph);
-  int LinConvert(const FuncGraphPtr &func_graph, const AnfNodePtrList &node_list);
+  int LinConvert(const FuncGraphPtr &func_graph, const AnfNodePtrList &node_list, const std::string &target = "");
   int InterpretNode(const FuncGraphPtr &func_graph, const CNodePtr &node);
   int AddCall(const FuncGraphPtr &graph, const CNodePtr &node);
   void AddSinkSwitch(const CNodePtr &node);
@@ -124,6 +125,7 @@ class CompileGraphs {
   void Compile(const FuncGraphPtr &func_graph);
   FinalVMPtr Link(const FuncGraphPtr &func_graph);
   FinalVMPtr CompileAndLink(const FuncGraphPtr &func_graph);
+  bool ContainMixedTarget(const FuncGraphPtr &graph);
 
  private:
   InstSet insts_;
diff --git a/tests/ut/cpp/vm/segment_runner_test.cc b/tests/ut/cpp/vm/segment_runner_test.cc
index f08272c728..b9bc552d90 100644
--- a/tests/ut/cpp/vm/segment_runner_test.cc
+++ b/tests/ut/cpp/vm/segment_runner_test.cc
@@ -65,7 +65,7 @@ TEST_F(TestCompileSegmentRunner, test_MsVmConvert1) {
   for (auto &item : utils::cast<VectorRef>(todos[0])) {
     anf_list.push_back(utils::cast<AnfNodePtr>(item));
   }
-  auto convertResult = MsVmConvert(anf_list);
+  auto convertResult = MsVmConvert(anf_list, "");
   auto runResult = (*(convertResult.run))(args);
   ASSERT_TRUE(runResult.size() == 1 && py::cast<double>(BaseRefToPyData(runResult[0])) == 3.0);
 }
@@ -89,7 +89,7 @@ TEST_F(TestCompileSegmentRunner, test_MsVmConvert2) {
   for (auto &item : utils::cast<VectorRef>(todos[0])) {
     anf_list.push_back(utils::cast<AnfNodePtr>(item));
   }
-  auto convertResult = MsVmConvert(anf_list);
+  auto convertResult = MsVmConvert(anf_list, "");
   auto runResult = (*(convertResult.run))(args);
   ASSERT_TRUE(runResult.size() == 1 && py::cast<double>(BaseRefToPyData(runResult[0])) == 2.0);
 }
@@ -113,7 +113,7 @@ TEST_F(TestCompileSegmentRunner, test_if) {
   for (auto &item : utils::cast<VectorRef>(todos[0])) {
     anf_list.push_back(utils::cast<AnfNodePtr>(item));
   }
-  auto convertResult = MsVmConvert(anf_list);
+  auto convertResult = MsVmConvert(anf_list, "");
   auto runResult = (*(convertResult.run))(args);
 
   auto result = py::cast<bool>(BaseRefToPyData(runResult[0]));