diff --git a/mindspore/ccsrc/session/session_basic.cc b/mindspore/ccsrc/session/session_basic.cc
index 7bf602f9388949ad4e83a802bd80de54d3df1e1a..8935d3df2f5a79660a44d0ac77da9e88ad27d199 100644
--- a/mindspore/ccsrc/session/session_basic.cc
+++ b/mindspore/ccsrc/session/session_basic.cc
@@ -395,9 +395,15 @@ CNodePtr SessionBasic::CreateNewCNode(const CNodePtr &cnode, bool valid_input, K
     auto new_fg = BasicClone(fg);
     cnode_inputs.push_back(std::make_shared<ValueNode>(new_fg));
   }
+  auto origin_inputs = cnode->inputs();
+  bool optimize_depend = false;
+  if (IsPrimitiveCNode(cnode, prim::kPrimDepend) && origin_inputs.size() == 3 &&
+      origin_inputs[kRealInputIndexInDepend]->isa<ValueNode>()) {
+    optimize_depend = true;
+  }
   // if has multiple depends,only select first depend as parameter
-  for (size_t input_idx = 1; input_idx < cnode->inputs().size(); input_idx++) {
-    auto anf = cnode->inputs()[input_idx];
+  for (size_t input_idx = 1; input_idx < origin_inputs.size(); input_idx++) {
+    auto anf = origin_inputs[input_idx];
     MS_EXCEPTION_IF_NULL(anf);
     // anf has been created before
     if (graph->GetBackendAnfByFrontAnf(anf) != nullptr) {
@@ -422,6 +428,9 @@ CNodePtr SessionBasic::CreateNewCNode(const CNodePtr &cnode, bool valid_input, K
         (*other_graph_cnode)[anf] = new_parameter;
       }
       continue;
+    } else if (optimize_depend && input_idx == kDependAttachNodeIndex) {
+      cnode_inputs.push_back(origin_inputs[kRealInputIndexInDepend]);
+      continue;
     } else if (anf->isa<AnfNode>()) {
       *from_other_graph = true;
       // the input node is a cnode from other graph
diff --git a/mindspore/ccsrc/vm/segment_runner.cc b/mindspore/ccsrc/vm/segment_runner.cc
index 9b2ee51b3fbf32f20a9c9f363ab0a38bb125d960..db27506134391c8efc2b2f0745f4a1fe7b267631 100644
--- a/mindspore/ccsrc/vm/segment_runner.cc
+++ b/mindspore/ccsrc/vm/segment_runner.cc
@@ -28,6 +28,7 @@
 #include <string>
 
 #include "utils/log_adapter.h"
+#include "utils/utils.h"
 #include "ir/manager.h"
 #include "ir/func_graph_cloner.h"
 #include "operator/ops.h"
@@ -85,7 +86,6 @@ std::tuple<FuncGraphPtr, AnfNodePtrList, AnfNodePtrList> TransformSegmentToAnfGr
   if (lst.empty()) {
     MS_LOG(EXCEPTION) << "Input anf node list is empty";
   }
-
   auto ref = [&eqv, &inputs, &fg](const AnfNodePtr &a) -> AnfNodePtr {
     if (a->isa<ValueNode>() && !IsValueNode<FuncGraph>(a)) {
       eqv[a] = a;
@@ -95,17 +95,14 @@ std::tuple<FuncGraphPtr, AnfNodePtrList, AnfNodePtrList> TransformSegmentToAnfGr
       eqv[a]->set_abstract(a->abstract());
       eqv[a]->set_kernel_info(a->kernel_info_ptr());
     }
-
     return eqv[a];
   };
-
   // Merge CNodes into a AnfGraph that represents a linear instruction segment
   for (auto n : lst) {
     if (!n->isa<CNode>()) {
       MS_LOG(EXCEPTION) << "Inst is not CNode";
     }
     auto &inps = n->cast<CNodePtr>()->inputs();
-
     if (inps.empty()) {
       MS_LOG(EXCEPTION) << "Input is empty";
     }
@@ -114,21 +111,22 @@ std::tuple<FuncGraphPtr, AnfNodePtrList, AnfNodePtrList> TransformSegmentToAnfGr
           inps[0]->cast<ValueNodePtr>()->value()->cast<FuncGraphPtr>()->has_attr(FUNC_GRAPH_ATTR_GRAPH_KERNEL))) {
       MS_LOG(EXCEPTION) << "Input[0] Must be a Primitive valuenode";
     }
-
     auto fn = inps[0];
-
     std::vector<AnfNodePtr> args{fn};
-    (void)std::transform(std::begin(inps) + 1, std::end(inps), std::back_inserter(args), ref);
-
+    if (IsPrimitive(fn, prim::kPrimDepend) && inps.size() == 3 && inps[kRealInputIndexInDepend]->isa<ValueNode>() &&
+        eqv.find(inps[kDependAttachNodeIndex]) == eqv.end()) {
+      args.emplace_back(inps[kRealInputIndexInDepend]);
+      args.emplace_back(inps[kRealInputIndexInDepend]);
+    } else {
+      (void)std::transform(std::begin(inps) + 1, std::end(inps), std::back_inserter(args), ref);
+    }
     eqv[n] = fg->NewCNode(args);
     eqv[n]->set_abstract(n->abstract());
     eqv[n]->set_kernel_info(n->kernel_info_ptr());
   }
-
   std::vector<AnfNodePtr> eqv_keys;
   (void)std::transform(std::begin(eqv), std::end(eqv), std::back_inserter(eqv_keys),
                        [](const std::pair<AnfNodePtr, AnfNodePtr> &elem) -> AnfNodePtr { return elem.first; });
-
   auto outputs = GetOutput(lst, lst[0]->func_graph()->manager()->node_users(), eqv_keys);
   AnfNodePtr fg_output;
   if (outputs.size() > 1) {
diff --git a/mindspore/ccsrc/vm/transform.cc b/mindspore/ccsrc/vm/transform.cc
index c1fba78be8dbc7cc749152260498ffd49ef76c1c..3876f6279c5e1f59eacd1ce9fdf6d01201eb1545 100644
--- a/mindspore/ccsrc/vm/transform.cc
+++ b/mindspore/ccsrc/vm/transform.cc
@@ -136,29 +136,12 @@ void CalcNodeRefCount(const FuncGraphPtr &graph, std::map<AnfNodePtr, size_t> *n
   }
 }
 
-bool IsGetItemNode(const AnfNodePtr &node) {
-  MS_EXCEPTION_IF_NULL(node);
-  if (node->isa<CNode>()) {
-    auto cnode = node->cast<CNodePtr>();
-    auto &inputs = cnode->inputs();
-    if (inputs.empty()) {
-      MS_LOG(EXCEPTION) << "Inputs of apply node is empty";
-    }
-    if (!IsValueNode<Primitive>(inputs[0])) {
-      return true;
-    }
-    PrimitivePtr node_prim = GetValueNode<PrimitivePtr>(inputs[0]);
-    return node_prim->name() == prim::kPrimTupleGetItem->name();
-  }
-  return false;
-}
-
-std::vector<AnfNodePtr> ReorderGetItemNode(const std::vector<AnfNodePtr> &nodes) {
+std::vector<AnfNodePtr> OptimizeGetItemOrder(const std::vector<AnfNodePtr> &nodes) {
   std::vector<AnfNodePtr> result;
   std::map<size_t, std::vector<AnfNodePtr>> insert_positions;
   std::map<AnfNodePtr, size_t> node_positions;
   for (auto &node : nodes) {
-    if (IsGetItemNode(node)) {
+    if (node->isa<CNode>() && IsPrimitiveCNode(node, prim::kPrimTupleGetItem)) {
       auto cnode = node->cast<CNodePtr>();
       MS_EXCEPTION_IF_NULL(cnode);
       auto &inputs = cnode->inputs();
@@ -241,7 +224,7 @@ std::vector<AnfNodePtr> SplitSort(const FuncGraphPtr &graph, const std::string &
     }
   }
   std::reverse(result.begin(), result.end());
-  return ReorderGetItemNode(result);
+  return result;
 }
 }  // namespace
 
@@ -309,19 +292,12 @@ bool CompileGraph::IsCut(const AnfNodePtr &node) {
   return false;
 }
 
-VectorRef CompileGraph::SplitNodes(const FuncGraphPtr &graph) {
+VectorRef CompileGraph::SplitNodesWithTarget(const std::vector<AnfNodePtr> &input_nodes, const FuncGraphPtr &graph) {
   MS_EXCEPTION_IF_NULL(graph);
+  auto nodes = OptimizeGetItemOrder(input_nodes);
   VectorRef splits;
   VectorRef split;
-  auto nodes = TopoSort(graph->get_return());
-  if (ContainMultiTarget(nodes)) {
-    auto context_ptr = MsContext::GetInstance();
-    MS_EXCEPTION_IF_NULL(context_ptr);
-    std::string default_target = context_ptr->device_target();
-    nodes = SplitSort(graph, default_target);
-  }
   std::string last_target;
-  MS_LOG(DEBUG) << "Split all nodes size:" << nodes.size();
   for (auto &node : nodes) {
     MS_EXCEPTION_IF_NULL(node);
     if (IsCut(node)) {
@@ -343,6 +319,36 @@ VectorRef CompileGraph::SplitNodes(const FuncGraphPtr &graph) {
   return splits;
 }
 
+VectorRef CompileGraph::SplitNodes(const FuncGraphPtr &graph) {
+  MS_EXCEPTION_IF_NULL(graph);
+  auto nodes = TopoSort(graph->get_return());
+  MS_LOG(DEBUG) << "Split all nodes size:" << nodes.size();
+
+  if (ContainMultiTarget(nodes)) {
+    auto context_ptr = MsContext::GetInstance();
+    MS_EXCEPTION_IF_NULL(context_ptr);
+    std::string default_target = context_ptr->device_target();
+    nodes = SplitSort(graph, default_target);
+    return SplitNodesWithTarget(nodes, graph);
+  }
+
+  VectorRef splits;
+  VectorRef split;
+  for (auto &node : nodes) {
+    MS_EXCEPTION_IF_NULL(node);
+    if (IsCut(node)) {
+      if (split.size() != 0) {
+        splits.push_back(split);
+      }
+      splits.push_back(node);
+      split.clear();
+    } else if (node->isa<CNode>()) {
+      split.push_back(node);
+    }
+  }
+  return splits;
+}
+
 // Push the value node on the stack.
 void CompileGraph::Push(const AnfNodePtr &node) {
   MS_EXCEPTION_IF_NULL(node);
diff --git a/mindspore/ccsrc/vm/transform.h b/mindspore/ccsrc/vm/transform.h
index f2d54198d60798f8af40a144785f75d27845d048..a02478fc1bad3aa916d442e6fc14ff00571e570b 100644
--- a/mindspore/ccsrc/vm/transform.h
+++ b/mindspore/ccsrc/vm/transform.h
@@ -78,6 +78,7 @@ class CompileGraph {
   }
 
  private:
+  VectorRef SplitNodesWithTarget(const std::vector<AnfNodePtr> &input_nodes, const FuncGraphPtr &graph);
   void PushParameters(const FuncGraphPtr &func_graph);
   bool SplitGraph(const FuncGraphPtr &func_graph);
   int LinConvert(const FuncGraphPtr &func_graph, const AnfNodePtrList &node_list, const std::string &target = "");