diff --git a/lite/core/mir/fusion/conv_bn_fuser.cc b/lite/core/mir/fusion/conv_bn_fuser.cc
index 099fc55583925988c37d85f965900f7e4dfa1e98..ec07278eed1f259c45e225497f94d682b544c57c 100644
--- a/lite/core/mir/fusion/conv_bn_fuser.cc
+++ b/lite/core/mir/fusion/conv_bn_fuser.cc
@@ -66,7 +66,6 @@ void ConvBNFuser::BuildPattern() {
   if (conv_has_bias_) {
     auto* conv_bias = VarNode("conv_bias")
                           ->assert_is_op_input(conv_type_, "Bias")
-                          ->AsInput()
                           ->AsIntermediate();
     conv->LinksFrom({conv_input, conv_weight, conv_bias}).LinksTo({conv_out});
   } else {
@@ -172,7 +171,8 @@ void ConvBNFuser::InsertNewNode(SSAGraph* graph, const key2nodes_t& matched) {
   }
 
   // compute new conv_bias
-  if (conv_has_bias_) {
+  if (conv_has_bias_ && conv_op_desc->HasInput("Bias") &&
+      conv_op_desc->Input("Bias").size() > 0) {
     auto conv_bias_t = scope->FindVar(matched.at("conv_bias")->arg()->name)
                            ->GetMutable<lite::Tensor>();
     auto conv_bias_d = conv_bias_t->data<float>();
diff --git a/lite/core/mir/pattern_matcher.cc b/lite/core/mir/pattern_matcher.cc
index 8ec85a4ef124ae461cb1e16cf56717a0227b06e6..8e0fc55be2389244ae065b4c2809bbdd74be370c 100644
--- a/lite/core/mir/pattern_matcher.cc
+++ b/lite/core/mir/pattern_matcher.cc
@@ -415,7 +415,8 @@ bool IsNthOutput(const Node *var,
   CHECK(var->IsArg());
   CHECK(op->IsStmt());
   auto op_info = op->stmt()->op_info();
-  if (op_info->Output(argument).size() <= nth) return false;
+  if (!op_info->HasOutput(argument) || op_info->Output(argument).size() <= nth)
+    return false;
   return var->arg()->name == op_info->Output(argument)[nth];
 }
 
@@ -426,7 +427,8 @@ bool IsNthInput(const Node *var,
   CHECK(var->IsArg());
   CHECK(op->IsStmt());
   auto op_info = op->stmt()->op_info();
-  if (op_info->Input(argument).size() <= nth) return false;
+  if (!op_info->HasInput(argument) || op_info->Input(argument).size() <= nth)
+    return false;
   return var->arg()->name == op_info->Input(argument)[nth];
 }