diff --git a/paddle/fluid/framework/ir/pass.cc b/paddle/fluid/framework/ir/pass.cc
index f11f52a0b1cda..f1cd1face3444 100755
--- a/paddle/fluid/framework/ir/pass.cc
+++ b/paddle/fluid/framework/ir/pass.cc
@@ -74,6 +74,16 @@ static const std::vector<std::string> xpu_support_subgraph_passes = {
     "xpu_delete_cast_op_pass",
 };
 
+static std::vector<std::string> support_subgraph_generate_passes;
+
+void Pass::AddSupportSubgraphPass(const std::string &pass_type) {
+  if (std::find(support_subgraph_generate_passes.begin(),
+                support_subgraph_generate_passes.end(),
+                pass_type) == support_subgraph_generate_passes.end()) {
+    support_subgraph_generate_passes.push_back(pass_type);
+  }
+}
+
 Graph *Pass::Apply(Graph *graph) const {
   VLOG(10) << "start to apply pass " << Type() << " to graph";
   CheckPrevPass();
@@ -117,7 +127,10 @@ Graph *Pass::Apply(Graph *graph) const {
     subgraph_passes = support_subgraph_passes;
   }
   if (graph->IsMainGraph() &&
-      std::count(subgraph_passes.begin(), subgraph_passes.end(), Type())) {
+      (std::count(subgraph_passes.begin(), subgraph_passes.end(), Type()) ||
+       std::count(support_subgraph_generate_passes.begin(),
+                  support_subgraph_generate_passes.end(),
+                  Type()))) {
     for (size_t i = 1; i < graph->SubGraphsSize(); i++) {
       auto *sub_graph = graph->GetSubGraph(i);
       if (!sub_graph->Has(framework::ir::kParamScopeAttr)) {
diff --git a/paddle/fluid/framework/ir/pass.h b/paddle/fluid/framework/ir/pass.h
index 1f59466e1cd80..473890a4b786b 100644
--- a/paddle/fluid/framework/ir/pass.h
+++ b/paddle/fluid/framework/ir/pass.h
@@ -168,6 +168,8 @@ class Pass {
 
   virtual bool SupportApplyProgramViaGraph() const { return true; }
 
+  static void AddSupportSubgraphPass(const std::string &pass_type);
+
  protected:
   virtual void ApplyImpl(Graph *graph UNUSED) const {
     PADDLE_THROW(platform::errors::Unimplemented(
diff --git a/paddle/fluid/pybind/pybind.cc b/paddle/fluid/pybind/pybind.cc
index c4036944bc18a..d55cab98b1eba 100644
--- a/paddle/fluid/pybind/pybind.cc
+++ b/paddle/fluid/pybind/pybind.cc
@@ -2319,6 +2319,9 @@ All parameter, weight, gradient are variables in Paddle.
     auto pass = framework::ir::PassRegistry::Instance().Get(pass_type);
     return std::shared_ptr<framework::ir::Pass>(std::move(pass));
   });
+  m.def("register_subgraph_pass", [](const std::string &pass_type) {
+    framework::ir::Pass::AddSupportSubgraphPass(pass_type);
+  });
 
   m.def("size_of_dtype", framework::SizeOfType);
   py::class_<paddle::platform::ProfilerResult>(m, "_ProfilerResult")