diff --git a/mindspore/ccsrc/backend/session/session_basic.cc b/mindspore/ccsrc/backend/session/session_basic.cc
index dd261a582db..e33cc87bd30 100644
--- a/mindspore/ccsrc/backend/session/session_basic.cc
+++ b/mindspore/ccsrc/backend/session/session_basic.cc
@@ -424,6 +424,15 @@ KernelGraphPtr SessionBasic::GetGraph(mindspore::GraphId graph_id) const {
   return it->second;
 }
 
+void SessionBasic::ClearGraph() {
+  auto graph_iter = graphs_.begin();
+  while (graph_iter != graphs_.end()) {
+    graph_iter->second.reset();
+    graphs_.erase(graph_iter++);
+  }
+  graph_sum_ = 0;
+}
+
 void SessionBasic::InitInternalOutputParameter(const AnfNodePtr &out_node, const AnfNodePtr &parameter) {
   auto graph_id = GetGraphIdByNode(out_node);
   if (graph_id == kInvalidGraphId) {
diff --git a/mindspore/ccsrc/backend/session/session_basic.h b/mindspore/ccsrc/backend/session/session_basic.h
index d3b986531b8..531cc535d19 100644
--- a/mindspore/ccsrc/backend/session/session_basic.h
+++ b/mindspore/ccsrc/backend/session/session_basic.h
@@ -113,6 +113,7 @@ class SessionBasic : public std::enable_shared_from_this<SessionBasic> {
                                                          const std::vector<tensor::TensorPtr> &inputs);
   // Get graph by graph id, if not exist return null ptr
   KernelGraphPtr GetGraph(GraphId graph_id) const;
+  void ClearGraph();
 #ifdef ENABLE_DEBUGGER
   // set debugger
   void SetDebugger() {
diff --git a/mindspore/ccsrc/pipeline/pynative/pynative_execute.cc b/mindspore/ccsrc/pipeline/pynative/pynative_execute.cc
index 0f539cc6e9c..91280937057 100644
--- a/mindspore/ccsrc/pipeline/pynative/pynative_execute.cc
+++ b/mindspore/ccsrc/pipeline/pynative/pynative_execute.cc
@@ -1504,6 +1504,15 @@ void PynativeExecutor::ClearResidualRes(const std::string &cell_id) {
   }
   if (dynamic_cell_) {
     VectorClear<std::vector<TopCellInfo>>(&top_cell_list_, cell_id);
+    if (IsTopGraph(cell_id) && graph_stack_.empty() && !IsBpropGraph(cell_id)) {
+      // Clear previous step resource
+      auto resource = GetResource(cell_id);
+      if (resource != nullptr && resource->results().find(pipeline::kBackend) != resource->results().end()) {
+        compile::BackendPtr backend = resource->results()[pipeline::kBackend].cast<compile::BackendPtr>();
+        auto ms_backend = std::dynamic_pointer_cast<compile::MsBackend>(backend);
+        ms_backend->ClearSessionGraphs();
+      }
+    }
   }
 }
 
diff --git a/mindspore/ccsrc/pipeline/pynative/pynative_execute.h b/mindspore/ccsrc/pipeline/pynative/pynative_execute.h
index b74a8510960..b2a3dfbf51f 100644
--- a/mindspore/ccsrc/pipeline/pynative/pynative_execute.h
+++ b/mindspore/ccsrc/pipeline/pynative/pynative_execute.h
@@ -122,6 +122,8 @@ class PynativeExecutor : public std::enable_shared_from_this<PynativeExecutor> {
   void EndGraph(const py::object &cell, const py::object &out, const py::args &args);
   void GradNet(const GradOperationPtr &grad, const py::object &cell, const py::object &weights, const py::args &args);
 
+  // Get info
+  bool GetIsDynamicCell() const { return dynamic_cell_; }
   // Call by python
   void Clear(const std::string &flag = "");
   void Clean();
diff --git a/mindspore/ccsrc/vm/backend.cc b/mindspore/ccsrc/vm/backend.cc
index 0265fe3e642..432223222f7 100644
--- a/mindspore/ccsrc/vm/backend.cc
+++ b/mindspore/ccsrc/vm/backend.cc
@@ -19,6 +19,7 @@
 #include <vector>
 
 #include "backend/session/session_factory.h"
+#include "pipeline/pynative/pynative_execute.h"
 #include "ir/anf.h"
 #include "pybind_api/ir/base_ref_py.h"
 #include "utils/callbacks.h"
@@ -101,7 +102,9 @@ LinConvertResult MsBackend::MsConvert(const GraphSegmentPtr &segment, const std:
   result.graph_id = graph_id;
 
   graph_id_map_[graph_id] = result;
-  (void)g_ConvertCache.emplace(segment, result);
+  if (!pynative::PynativeExecutor::GetInstance()->GetIsDynamicCell()) {
+    (void)g_ConvertCache.emplace(segment, result);
+  }
   return result;
 }
 
@@ -214,6 +217,11 @@ GraphId MsBackend::CompileGraph(NotNull<FuncGraphPtr> fg) { return target_sess_-
 
 VectorRef MsBackend::RunGraph(GraphId graph_id, const VectorRef &args) { return MsRunGraph(graph_id, args); }
 
+void MsBackend::ClearSessionGraphs() {
+  if (target_sess_ != nullptr) {
+    target_sess_->ClearGraph();
+  }
+}
 #ifdef ENABLE_DEBUGGER
 void MsBackend::SetDebugger() { target_sess_->SetDebugger(); }
 #endif
diff --git a/mindspore/ccsrc/vm/backend.h b/mindspore/ccsrc/vm/backend.h
index c7f1208057f..45f1d7f996c 100644
--- a/mindspore/ccsrc/vm/backend.h
+++ b/mindspore/ccsrc/vm/backend.h
@@ -71,6 +71,7 @@ class MsBackend : public Backend {
   void Link(GraphId) override;
   GraphId CompileGraph(NotNull<FuncGraphPtr> fg) override;
   VectorRef RunGraph(GraphId graph_id, const VectorRef &args);
+  void ClearSessionGraphs();
   void CreateOtherSession(const std::string &target);
 
 #ifdef ENABLE_DEBUGGER