diff --git a/ge/graph/passes/merge_pass.cc b/ge/graph/passes/merge_pass.cc
index d2340037..c6bae2a2 100644
--- a/ge/graph/passes/merge_pass.cc
+++ b/ge/graph/passes/merge_pass.cc
@@ -34,6 +34,11 @@ using domi::SUCCESS;
 namespace ge {
 const int kValueIndexOutputIndex = 1;
 
+bool IsEmptyTensor(const GeShape &shpae) {
+  const auto &dims = shape.GetDims();
+  return std::any_of(dims.begin(), dims.end(), [](int64_t dim) { return dim == 0; });
+}
+
 Status MergePass::Run(NodePtr &node) {
   GELOGD("MergePass running");
   if (node == nullptr) {
@@ -53,6 +58,11 @@ Status MergePass::Run(NodePtr &node) {
     return PARAM_INVALID;
   }
 
+  if (OptimizeEmptyTensorInput(node) != SUCCESS) {
+    GELOGE(FAILED, "[%s] remove empty_tensor inputs failed.", node->GetName().c_str());
+    return FAILED;
+  }
+
   auto in_data_nodes = node->GetInDataNodes();
   switch (in_data_nodes.size()) {
     case 0: {
@@ -202,4 +212,21 @@ bool MergePass::IsMergeInputNeedOptimized(NodePtr &node) const {
   }
   return true;
 }
+
+Status MergePass::OptimizeEmptyTensorInput(const NodePtr &node) const {
+  for (const auto &in_data_anchor : node->GetAllInDataAnchors()) {
+    const auto &peer_data_anchor = in_data_anchor->GetPeerOutAnchor();
+    if (peer_data_anchor == nullptr) {
+      continue;
+    }
+    const auto &op_desc = peer_data_anchor->GetOwnerNode()->GetOpDesc();
+    if (op_desc == nullptr) {
+      continue;
+    }
+    if (IsEmptyTensor(op_desc->GetOutputDesc(peer_data_anchor->GetIdx()).GetShape())) {
+      return GraphUtils::RemoveEdge(peer_data_anchor, in_data_anchor) == GRAPH_SUCCESS ? SUCCESS : FAILED;
+    }
+  }
+  return SUCCESS;
+}
 }  // namespace ge
diff --git a/ge/graph/passes/merge_pass.h b/ge/graph/passes/merge_pass.h
index 2cdb5022..c297a86e 100755
--- a/ge/graph/passes/merge_pass.h
+++ b/ge/graph/passes/merge_pass.h
@@ -29,6 +29,7 @@ class MergePass : public BaseNodePass {
   Status ChangeIndexToConstant(NodePtr &node, int &value_index);
   Status CreateConstByValue(NodePtr &node, int value_index, OpDescPtr &op_desc);
   bool IsMergeInputNeedOptimized(NodePtr &node) const;
+  static Status OptimizeEmptyTensorInput(const NodePtr &node) const;
 };
 }  // namespace ge
 #endif  // GE_GRAPH_PASSES_MERGE_PASS_H_