diff --git a/mindspore/ccsrc/backend/optimizer/ascend/ascend_helper.cc b/mindspore/ccsrc/backend/optimizer/ascend/ascend_helper.cc
index 940661b300..39ebc39612 100644
--- a/mindspore/ccsrc/backend/optimizer/ascend/ascend_helper.cc
+++ b/mindspore/ccsrc/backend/optimizer/ascend/ascend_helper.cc
@@ -71,7 +71,8 @@ AnfNodePtr AddTransOpNodeToGraph(const FuncGraphPtr &func_graph, const AnfNodePt
   } else if (is_insert_input) {
     // if need padding & is input need insert a transdata
     // reshape[padding shape] -> transdata[padding shape] -> node
-    auto padding_shape = trans::PaddingShapeTo4d(input_node_out_shape, AnfAlgo::GetInputReshapeType(node, 0));
+    auto padding_shape =
+      trans::PaddingShapeTo4d(input_node_out_shape, AnfAlgo::GetInputReshapeType(node, insert_index));
     auto reshape_node = CreateReshapeNode(func_graph, input_node, kernel_select, padding_shape);
     trans_data = NewTransOpNode(func_graph, reshape_node, kernel_select, need_padding, prim::KPrimTransData->name());
     trans_node = trans_data;
diff --git a/mindspore/ccsrc/backend/optimizer/common/helper.cc b/mindspore/ccsrc/backend/optimizer/common/helper.cc
index 6983162cda..aebd12b727 100644
--- a/mindspore/ccsrc/backend/optimizer/common/helper.cc
+++ b/mindspore/ccsrc/backend/optimizer/common/helper.cc
@@ -553,6 +553,30 @@ bool IsUsedByOthers(const FuncGraphPtr &graph, const AnfNodePtr &node) {
   return output_node_list->size() > 1;
 }
 
+bool IsNotRealUsedByOthers(const FuncGraphPtr &graph, const AnfNodePtr &node) {
+  MS_EXCEPTION_IF_NULL(graph);
+  MS_EXCEPTION_IF_NULL(node);
+  auto output_node_list = GetRealNodeUsedList(graph, node);
+  MS_EXCEPTION_IF_NULL(output_node_list);
+  if (output_node_list->empty()) {
+    return true;
+  }
+  for (const auto &output : *output_node_list) {
+    auto out_node = output.first;
+    auto name = AnfAlgo::GetCNodeName(out_node);
+    if (name == prim::kPrimDepend->name() || name == prim::kPrimMakeTuple->name() ||
+        name == prim::kPrimTupleGetItem->name()) {
+      auto result = IsNotRealUsedByOthers(graph, out_node);
+      if (!result) {
+        return result;
+      }
+      continue;
+    }
+    return false;
+  }
+  return true;
+}
+
 AnfNodePtr CreatTupleGetItemNode(const FuncGraphPtr &func_graph, const AnfNodePtr &node, size_t output_idx) {
   auto idx = NewValueNode(SizeToInt(output_idx));
   MS_EXCEPTION_IF_NULL(idx);
diff --git a/mindspore/ccsrc/backend/optimizer/common/helper.h b/mindspore/ccsrc/backend/optimizer/common/helper.h
index 144f6e3e77..87731b5445 100644
--- a/mindspore/ccsrc/backend/optimizer/common/helper.h
+++ b/mindspore/ccsrc/backend/optimizer/common/helper.h
@@ -175,6 +175,7 @@ std::shared_ptr<std::vector<std::pair<AnfNodePtr, int>>> GetRealNodeUsedList(con
 std::shared_ptr<std::vector<std::pair<AnfNodePtr, int>>> GetRealNodeUsedListByOutputIdx(const FuncGraphPtr &graph,
                                                                                         const AnfNodePtr &node,
                                                                                         size_t output_index);
+bool IsNotRealUsedByOthers(const FuncGraphPtr &graph, const AnfNodePtr &node);
 
 void ConstInputToAttr(const CNodePtr &cnode, const std::unordered_set<size_t> &input_attrs);
 
diff --git a/mindspore/ccsrc/backend/optimizer/pass/optimize_dependence.cc b/mindspore/ccsrc/backend/optimizer/pass/optimize_dependence.cc
index 48c0c78047..730cd5b83e 100644
--- a/mindspore/ccsrc/backend/optimizer/pass/optimize_dependence.cc
+++ b/mindspore/ccsrc/backend/optimizer/pass/optimize_dependence.cc
@@ -28,7 +28,7 @@ namespace mindspore {
 namespace opt {
 constexpr auto kSingleInputIndex = 1;
 namespace {
-AnfNodePtr GetReplaceNode(const AnfNodePtr &node) {
+AnfNodePtr GetReplaceNode(const FuncGraphPtr &func_graph, const AnfNodePtr &node) {
   MS_EXCEPTION_IF_NULL(node);
   if (!node->isa<CNode>()) {
     return nullptr;
@@ -40,6 +40,9 @@ AnfNodePtr GetReplaceNode(const AnfNodePtr &node) {
   if (op_name != kTransDataOpName && op_name != prim::kPrimCast->name()) {
     return nullptr;
   }
+  if (!IsNotRealUsedByOthers(func_graph, cnode)) {
+    return nullptr;
+  }
   CheckCNodeInputSize(cnode, kSingleInputIndex + 1);
   return cnode->input(kSingleInputIndex);
 }
@@ -50,10 +53,11 @@ AnfNodePtr ReplaceMakeTuple(const FuncGraphPtr &func_graph, const CNodePtr &cnod
   if (AnfAlgo::GetCNodeName(cnode) != prim::kPrimMakeTuple->name()) {
     return nullptr;
   }
-  std::vector<AnfNodePtr> new_make_tuple_inputs;
+  std::vector<AnfNodePtr> new_make_tuple_inputs = {AnfAlgo::GetCNodePrimitiveNode(cnode)};
   bool need_update = false;
-  for (const auto &input : cnode->inputs()) {
-    AnfNodePtr replace_input = GetReplaceNode(input);
+  for (size_t index = 0; index < AnfAlgo::GetInputTensorNum(cnode); ++index) {
+    auto input = AnfAlgo::GetInputNode(cnode, index);
+    AnfNodePtr replace_input = GetReplaceNode(func_graph, input);
     // If replace input is not null, it will be the input of the TransData or Cast.
     if (replace_input == nullptr) {
       new_make_tuple_inputs.push_back(input);
@@ -149,7 +153,7 @@ const AnfNodePtr OptimizeDependence::GetConvertNode(const FuncGraphPtr &graph, c
   if (make_tuple_replace_node != nullptr) {
     return make_tuple_replace_node;
   }
-  AnfNodePtr replace_node = GetReplaceNode(replacing_cnode);
+  AnfNodePtr replace_node = GetReplaceNode(graph, replacing_cnode);
   if (replace_node == nullptr) {
     MS_LOG(DEBUG) << "Can not find the TransData or Cast with single output node. Depend node: " << node->DebugString();
     return replacing_node;
diff --git a/mindspore/ccsrc/common/trans.cc b/mindspore/ccsrc/common/trans.cc
index f8f5e90d62..1ec0db7f37 100644
--- a/mindspore/ccsrc/common/trans.cc
+++ b/mindspore/ccsrc/common/trans.cc
@@ -392,8 +392,8 @@ std::vector<int> GetRuntimePaddingShape(const AnfNodePtr &node, size_t index) {
   } else {
     host_shape = AnfAlgo::GetOutputInferShape(node, index);
   }
-  if (trans::IsNeedPadding(AnfAlgo::GetOutputFormat(node, 0), host_shape.size())) {
-    host_shape = trans::PaddingShapeTo4d(host_shape, AnfAlgo::GetOutputReshapeType(node, 0));
+  if (trans::IsNeedPadding(AnfAlgo::GetOutputFormat(node, index), host_shape.size())) {
+    host_shape = trans::PaddingShapeTo4d(host_shape, AnfAlgo::GetOutputReshapeType(node, index));
   }
   std::transform(host_shape.begin(), host_shape.end(), std::back_inserter(shape), SizeToInt);
   return shape;