diff --git a/mindspore/ccsrc/frontend/parallel/pipeline_transformer/pipeline_transformer.cc b/mindspore/ccsrc/frontend/parallel/pipeline_transformer/pipeline_transformer.cc
index c9252bf08c..dbe2983cac 100644
--- a/mindspore/ccsrc/frontend/parallel/pipeline_transformer/pipeline_transformer.cc
+++ b/mindspore/ccsrc/frontend/parallel/pipeline_transformer/pipeline_transformer.cc
@@ -38,6 +38,16 @@ namespace parallel {
 static std::unordered_map<AnfNodePtr, std::set<int>> parameter_color_map;
 static int send_tag = 0;
 static int recv_tag = 0;
+const std::set<PrimitivePtr> WHITE_LIST = {prim::kPrimCast, prim::kPrimTupleGetItem};
+
+static bool IsInWhiteList(const CNodePtr &cnode) {
+  for (auto &prim : WHITE_LIST) {
+    if (IsPrimitiveCNode(cnode, prim)) {
+      return true;
+    }
+  }
+  return false;
+}
 
 void PipelineTransformer::Coloring() {
   auto need_coloring = true;
@@ -85,7 +95,7 @@ void PipelineTransformer::BroadCastColoring() {
 bool PipelineTransformer::IsPipelineCareNode(const CNodePtr &cnode) {
   MS_EXCEPTION_IF_NULL(cnode);
   auto prim = GetValueNode<PrimitivePtr>(cnode->input(0));
-  if (prim == nullptr) {
+  if (IsInWhiteList(cnode)) {
     return false;
   }
   if (IsInBlackList(prim)) {
@@ -138,42 +148,21 @@ OperatorInfoPtr PipelineTransformer::CreateOpInfo(const CNodePtr &cnode) {
 
 std::pair<OperatorInfoPtr, TensorInfoPtr> PipelineTransformer::GetOpInfo(const AnfNodePtr &node) {
   MS_EXCEPTION_IF_NULL(node);
-  // handle send/recv a parameter
-  if (node->isa<Parameter>()) {
-    MS_LOG(INFO) << "parameter: " << node->ToString() << " need to be send/recv.";
-    return std::make_pair(nullptr, nullptr);
-  }
   auto cnode = node->cast<CNodePtr>();
   MS_EXCEPTION_IF_NULL(cnode);
-  OperatorInfoPtr op_info = nullptr;
-  TensorInfo tensor_info;
-  // op1(stage1)->op2(stage2)
-  if (IsValueNode<Primitive>(cnode->input(0))) {
-    op_info = CreateOpInfo(cnode);
-    MS_EXCEPTION_IF_NULL(op_info);
-    tensor_info = op_info->outputs_tensor_info()[0];
-  } else if (IsValueNode<FuncGraph>(cnode->input(0))) {
-    auto graph = GetValueNode<FuncGraphPtr>(cnode->input(0));
-    MS_EXCEPTION_IF_NULL(graph);
-    auto output = graph->output();
-    MS_EXCEPTION_IF_NULL(output);
-    auto output_cnode = output->cast<CNodePtr>();
-    MS_EXCEPTION_IF_NULL(output_cnode);
-    auto prim = GetValueNode<PrimitivePtr>(output_cnode->input(0));
-    MS_EXCEPTION_IF_NULL(prim);
-    if (prim->name() == TUPLE_GETITEM) {
-      auto index = GetTupleGetItemIndex(output_cnode);
-      auto pre_getitem_node = output_cnode->input(1)->cast<CNodePtr>();
-      MS_EXCEPTION_IF_NULL(pre_getitem_node);
-      op_info = CreateOpInfo(pre_getitem_node);
-      MS_EXCEPTION_IF_NULL(op_info);
-      tensor_info = op_info->outputs_tensor_info()[index];
-    } else {
-      op_info = CreateOpInfo(output_cnode);
-      MS_EXCEPTION_IF_NULL(op_info);
-      tensor_info = op_info->outputs_tensor_info()[0];
-    }
-  }
+  // Handle Cast and TupleGetitem situation
+  size_t tensor_info_index = 0;
+  if (IsPrimitiveCNode(cnode, prim::kPrimCast)) {
+    cnode = cnode->input(1)->cast<CNodePtr>();
+  } else if (IsPrimitiveCNode(cnode, prim::kPrimTupleGetItem)) {
+    tensor_info_index = LongToSize(GetTupleGetItemIndex(cnode));
+    cnode = cnode->input(1)->cast<CNodePtr>();
+  }
+  // Create OperatorInfo to get slice_shape for send/recv
+  MS_EXCEPTION_IF_NULL(cnode);
+  auto op_info = CreateOpInfo(cnode);
+  MS_EXCEPTION_IF_NULL(op_info);
+  auto tensor_info = op_info->outputs_tensor_info()[tensor_info_index];
   return std::make_pair(op_info, std::make_shared<TensorInfo>(tensor_info));
 }
 
@@ -316,6 +305,29 @@ static std::pair<ValueListPtr, TypePtr> GetShapeType(const AnfNodePtr &node, con
   return std::make_pair(shape_list, dtype);
 }
 
+AnfNodePtr PipelineTransformer::FindPipelineCareNode(const AnfNodePtr &node) {
+  MS_EXCEPTION_IF_NULL(node);
+  auto cnode = node->cast<CNodePtr>();
+  MS_EXCEPTION_IF_NULL(cnode);
+  if (IsValueNode<FuncGraph>(cnode->input(0))) {
+    auto graph = GetValueNode<FuncGraphPtr>(cnode->input(0));
+    auto output = graph->output();
+    MS_EXCEPTION_IF_NULL(output);
+    if (output->isa<Parameter>()) {
+      return output;
+    }
+    cnode = output->cast<CNodePtr>();
+    MS_EXCEPTION_IF_NULL(cnode);
+  }
+  if (IsInWhiteList(cnode)) {
+    return cnode->cast<AnfNodePtr>();
+  }
+  if (!IsPipelineCareNode(cnode)) {
+    MS_LOG(EXCEPTION) << "Only PipelineSplit cared node can be a border.";
+  }
+  return cnode->cast<AnfNodePtr>();
+}
+
 SendAttr PipelineTransformer::InsertSend(const FuncGraphPtr &graph, const AnfNodePtr &parameter, int user_node_stage,
                                          int node_stage) {
   Attr attr_tag = std::make_pair("sr_tag", MakeValue(send_tag));
@@ -330,7 +342,12 @@ SendAttr PipelineTransformer::InsertSend(const FuncGraphPtr &graph, const AnfNod
   if (parameter->isa<Parameter>()) {
     op_info_pair = GetParameterPair(parameter);
   } else {
-    op_info_pair = GetOpInfo(parameter);
+    auto care_node = FindPipelineCareNode(parameter);
+    if (care_node->isa<Parameter>()) {
+      op_info_pair = GetParameterPair(care_node);
+    } else {
+      op_info_pair = GetOpInfo(care_node);
+    }
   }
   auto tensor_info = op_info_pair.second;
   MS_EXCEPTION_IF_NULL(tensor_info);
@@ -360,7 +377,12 @@ void PipelineTransformer::InsertReceive(const FuncGraphPtr &graph, const AnfNode
   if (node->isa<Parameter>()) {
     op_info_pair = GetParameterPair(node);
   } else {
-    op_info_pair = GetOpInfo(node);
+    auto care_node = FindPipelineCareNode(node);
+    if (care_node->isa<Parameter>()) {
+      op_info_pair = GetParameterPair(care_node);
+    } else {
+      op_info_pair = GetOpInfo(care_node);
+    }
   }
   auto tensor_info = op_info_pair.second;
   MS_EXCEPTION_IF_NULL(tensor_info);
diff --git a/mindspore/ccsrc/frontend/parallel/pipeline_transformer/pipeline_transformer.h b/mindspore/ccsrc/frontend/parallel/pipeline_transformer/pipeline_transformer.h
index 10290128d3..fcd40fa43e 100644
--- a/mindspore/ccsrc/frontend/parallel/pipeline_transformer/pipeline_transformer.h
+++ b/mindspore/ccsrc/frontend/parallel/pipeline_transformer/pipeline_transformer.h
@@ -64,6 +64,7 @@ class PipelineTransformer {
                      int user_node_stage, int node_stage);
   void CutBorder(const FuncGraphPtr &graph);
   bool IsStageNode(const CNodePtr &node);
+  AnfNodePtr FindPipelineCareNode(const AnfNodePtr &node);
   std::pair<OperatorInfoPtr, TensorInfoPtr> GetOpInfo(const AnfNodePtr &node);
   std::pair<OperatorInfoPtr, TensorInfoPtr> GetParameterPair(const AnfNodePtr &node);
   OperatorInfoPtr CreateOpInfo(const CNodePtr &cnode);