diff --git a/include/api/cell.h b/include/api/cell.h
index d6b815fd74..368cf25d34 100644
--- a/include/api/cell.h
+++ b/include/api/cell.h
@@ -25,6 +25,7 @@
 
 namespace mindspore {
 class InputAndOutput;
+class Context;
 using Input = InputAndOutput;
 using Output = InputAndOutput;
 
@@ -97,6 +98,7 @@ class MS_API GraphCell final : public Cell<GraphCell> {
   explicit GraphCell(Graph &&);
   explicit GraphCell(const std::shared_ptr<Graph> &);
 
+  void SetContext(const std::shared_ptr<Context> &context);
   const std::shared_ptr<Graph> &GetGraph() const { return graph_; }
   Status Run(const std::vector<MSTensor> &inputs, std::vector<MSTensor> *outputs) override;
   std::vector<MSTensor> GetInputs();
diff --git a/mindspore/ccsrc/backend/session/gpu_inference_session.cc b/mindspore/ccsrc/backend/session/gpu_inference_session.cc
index c1091d7c81..ccf682063f 100644
--- a/mindspore/ccsrc/backend/session/gpu_inference_session.cc
+++ b/mindspore/ccsrc/backend/session/gpu_inference_session.cc
@@ -212,6 +212,5 @@ std::string GpuInferenceSession::InputsInfo(const std::vector<ParameterPtr> &par
   }
   return graph + "   " + actual;
 }
-
 }  // namespace session
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/cxx_api/cell.cc b/mindspore/ccsrc/cxx_api/cell.cc
index 87ee6b7978..f031170f69 100644
--- a/mindspore/ccsrc/cxx_api/cell.cc
+++ b/mindspore/ccsrc/cxx_api/cell.cc
@@ -73,6 +73,18 @@ GraphCell::GraphCell(const std::shared_ptr<Graph> &graph) : graph_(graph) { MS_E
 
 GraphCell::GraphCell(Graph &&graph) : graph_(std::make_shared<Graph>(graph)) { MS_EXCEPTION_IF_NULL(graph_); }
 
+void GraphCell::SetContext(const std::shared_ptr<Context> &context) {
+  if (executor_ == nullptr) {
+    executor_ = Factory<GraphCell::GraphImpl>::Instance().Create(g_device_target);
+    if (executor_ == nullptr) {
+      MS_LOG(ERROR) << "Create graph impl for device target " << g_device_target << " failed.";
+      return;
+    }
+    executor_->SetGraph(graph_);
+  }
+  executor_->SetContext(context);
+}
+
 Status GraphCell::Run(const std::vector<MSTensor> &inputs, std::vector<MSTensor> *outputs) {
   if (executor_ == nullptr) {
     executor_ = Factory<GraphCell::GraphImpl>::Instance().Create(g_device_target);
diff --git a/mindspore/ccsrc/cxx_api/graph/gpu/gpu_graph_impl.cc b/mindspore/ccsrc/cxx_api/graph/gpu/gpu_graph_impl.cc
index 263cbd3ee9..2891c3cdbb 100644
--- a/mindspore/ccsrc/cxx_api/graph/gpu/gpu_graph_impl.cc
+++ b/mindspore/ccsrc/cxx_api/graph/gpu/gpu_graph_impl.cc
@@ -54,7 +54,17 @@ Status GPUGraphImpl::InitEnv() {
   ms_context->set_param<int>(MS_CTX_EXECUTION_MODE, kGraphMode);
   ms_context->set_param<uint32_t>(MS_CTX_DEVICE_ID, device_id_);
   ms_context->set_param<std::string>(MS_CTX_DEVICE_TARGET, kGPUDevice);
-  ms_context->set_param<bool>(MS_CTX_ENABLE_INFER_OPT, false);
+
+  auto &device_infos = graph_context_->MutableDeviceInfo();
+  if (device_infos.size() != 1) {
+    return kMCDeviceError;
+  }
+  auto gpu_info = device_infos[0]->Cast<NvidiaGPUDeviceInfo>();
+  if (gpu_info == nullptr) {
+    return kMCDeviceError;
+  }
+  auto enable_trt = gpu_info->GetGpuTrtInferMode();
+  ms_context->set_param<bool>(MS_CTX_ENABLE_INFER_OPT, enable_trt);
 
   session_impl_ = session::SessionFactory::Get().Create(kGpuInferenceDevice);
   if (session_impl_ == nullptr) {
diff --git a/mindspore/ccsrc/cxx_api/graph/graph_impl.h b/mindspore/ccsrc/cxx_api/graph/graph_impl.h
index 23fea0bea9..2b678e6340 100644
--- a/mindspore/ccsrc/cxx_api/graph/graph_impl.h
+++ b/mindspore/ccsrc/cxx_api/graph/graph_impl.h
@@ -29,11 +29,12 @@
 namespace mindspore {
 class GraphCell::GraphImpl {
  public:
-  GraphImpl() : graph_(nullptr) {}
+  GraphImpl() : graph_(nullptr), graph_context_(nullptr) {}
   virtual ~GraphImpl() = default;
 
   std::shared_ptr<Graph::GraphData> &MutableGraphData() const { return graph_->graph_data_; }
   void SetGraph(const std::shared_ptr<Graph> &graph) { graph_ = graph; }
+  void SetContext(const std::shared_ptr<Context> &context) { graph_context_ = context; }
 
   virtual Status Run(const std::vector<MSTensor> &inputs, std::vector<MSTensor> *outputs) = 0;
   virtual Status Load(uint32_t device_id) = 0;
@@ -43,6 +44,7 @@ class GraphCell::GraphImpl {
 
  protected:
   std::shared_ptr<Graph> graph_;
+  std::shared_ptr<Context> graph_context_;
 };
 }  // namespace mindspore
 #endif  // MINDSPORE_CCSRC_CXX_API_GRAPH_GRAPH_IMPL_H
diff --git a/mindspore/ccsrc/cxx_api/model/ms/ms_model.cc b/mindspore/ccsrc/cxx_api/model/ms/ms_model.cc
index da2aec4634..ed34b3979d 100644
--- a/mindspore/ccsrc/cxx_api/model/ms/ms_model.cc
+++ b/mindspore/ccsrc/cxx_api/model/ms/ms_model.cc
@@ -74,6 +74,7 @@ std::shared_ptr<GraphCell> MsModel::GenerateGraphCell(const std::vector<std::vec
   MS_EXCEPTION_IF_NULL(graph);
   auto graph_cell = std::make_shared<GraphCell>(graph);
   MS_EXCEPTION_IF_NULL(graph_cell);
+  graph_cell->SetContext(model_context_);
   auto ret = ModelImpl::Load(graph_cell, GetDeviceID());
   if (ret != kSuccess) {
     MS_LOG(ERROR) << "Load failed.";
@@ -99,6 +100,7 @@ Status MsModel::Build() {
   MS_EXCEPTION_IF_NULL(graph);
   auto graph_cell = std::make_shared<GraphCell>(graph);
   MS_EXCEPTION_IF_NULL(graph_cell);
+  graph_cell->SetContext(model_context_);
   auto ret = ModelImpl::Load(graph_cell, GetDeviceID());
   if (ret != kSuccess) {
     MS_LOG(ERROR) << "Load failed.";
diff --git a/mindspore/core/utils/ms_context.cc b/mindspore/core/utils/ms_context.cc
index 6ea55c9ba6..b39d75b522 100644
--- a/mindspore/core/utils/ms_context.cc
+++ b/mindspore/core/utils/ms_context.cc
@@ -83,6 +83,7 @@ MsContext::MsContext(const std::string &policy, const std::string &target) {
   set_param<bool>(MS_CTX_ENABLE_GRAPH_KERNEL, false);
   set_param<bool>(MS_CTX_ENABLE_SPARSE, false);
   set_param<bool>(MS_CTX_ENABLE_PARALLEL_SPLIT, false);
+  set_param<bool>(MS_CTX_ENABLE_INFER_OPT, false);
   set_param<bool>(MS_CTX_GRAD_FOR_SCALAR, false);
 
   backend_policy_ = policy_map_[policy];