diff --git a/paddle/fluid/framework/paddle2cinn/build_cinn_pass.cc b/paddle/fluid/framework/paddle2cinn/build_cinn_pass.cc
index f7306bfc9a28e776229436cb0454fe95df93cc06..5de57fed5d54a57c263335c8347b2543e7619562 100644
--- a/paddle/fluid/framework/paddle2cinn/build_cinn_pass.cc
+++ b/paddle/fluid/framework/paddle2cinn/build_cinn_pass.cc
@@ -693,10 +693,18 @@ void SearchAllSubgraphs(Graph* graph, bool is_inference_stage) {
     VLOG(4) << "Cluster internal vars: "
             << cluster_debug_info(cluster_internals);
 
-    // Create a new subgraph according to the found cluster and
-    // save it in CinnCompiler
-    auto compilation_key = cinn_compiler->AddGraph(CreateNewSubGraph(
-        cluster_set, cluster_internals, cluster_inputs, cluster_outputs));
+    // Create a new subgraph with the cluster and save it into the CinnCompiler
+    auto subgraph = CreateNewSubGraph(
+        cluster_set, cluster_internals, cluster_inputs, cluster_outputs);
+    // Deliver the kSkipGcVarNames attr (if exists) to the subgraph
+    if (graph->Has(kSkipGcVarNames)) {
+      const auto& all_skip_gc_vars =
+          graph->Get<std::unordered_set<std::string>>(kSkipGcVarNames);
+      auto& sub_skip_gc_vars =
+          subgraph->GetOrInit<std::unordered_set<std::string>>(kSkipGcVarNames);
+      sub_skip_gc_vars = all_skip_gc_vars;
+    }
+    auto compilation_key = cinn_compiler->AddGraph(std::move(subgraph));
     VLOG(4) << "Compilation Key:\n"
             << cinn_compiler->ReadableKey(compilation_key);
 
diff --git a/paddle/fluid/framework/paddle2cinn/build_cinn_pass.h b/paddle/fluid/framework/paddle2cinn/build_cinn_pass.h
index 42b98b329833f8013b1d59c95fd4be2922b54bab..55caae596cee4eccff38673c874bb0ff831cb62f 100644
--- a/paddle/fluid/framework/paddle2cinn/build_cinn_pass.h
+++ b/paddle/fluid/framework/paddle2cinn/build_cinn_pass.h
@@ -38,6 +38,7 @@ constexpr char kInternalVars[] = "InternalVars";
 constexpr char kOutputVars[] = "OutputVars";
 constexpr char kMemOptVarInfoFromMainGraph[] =
     "mem_opt_var_info_from_main_graph";
+constexpr char kSkipGcVarNames[] = "skip_gc_vars";
 
 using Name2VarInfoMap =
     std::unordered_map<std::string,
diff --git a/paddle/fluid/operators/cinn/cinn_launch_context.cc b/paddle/fluid/operators/cinn/cinn_launch_context.cc
index e7da2d636c3e6b137789ff7995e78607ddbcb58a..2aa8c1b8b89ba1e40a857d99dab872da7af296ae 100644
--- a/paddle/fluid/operators/cinn/cinn_launch_context.cc
+++ b/paddle/fluid/operators/cinn/cinn_launch_context.cc
@@ -41,6 +41,7 @@
 #include "paddle/fluid/platform/place.h"
 #include "paddle/fluid/string/printf.h"
 #include "paddle/phi/core/ddim.h"
+#include "paddle/utils/string/string_helper.h"
 
 namespace paddle {
 namespace operators::details {
@@ -50,6 +51,7 @@ using framework::Scope;
 using CinnInstruction = ::cinn::hlir::framework::Instruction;
 using CinnRuntimeProgram = ::cinn::hlir::framework::Program;
 using framework::paddle2cinn::kMemOptVarInfoFromMainGraph;
+using framework::paddle2cinn::kSkipGcVarNames;
 using framework::paddle2cinn::Name2VarInfoMap;
 
 CinnLaunchContext::CinnLaunchContext(const framework::ir::Graph& graph,
@@ -94,14 +96,24 @@ CinnLaunchContext::CinnLaunchContext(const framework::ir::Graph& graph,
   auto& outer_varinfo = graph.Get<Name2VarInfoMap>(kMemOptVarInfoFromMainGraph);
   runtime_graph_->SetNotOwned<Name2VarInfoMap>(kMemOptVarInfoFromMainGraph,
                                                &outer_varinfo);
-  // collect skip_eager_vars
+  // use kSkipGcVarNames attr of graph to initialize skip_gc_vars_
+  if (graph.Has(kSkipGcVarNames)) {
+    const auto& skip_gc_vars =
+        graph.Get<std::unordered_set<std::string>>(kSkipGcVarNames);
+    skip_gc_vars_.insert(skip_gc_vars.begin(), skip_gc_vars.end());
+    VLOG(4) << "Append skip_gc_vars:["
+            << string::join_strings(skip_gc_vars, ',') << "]";
+  }
+
+  // collect variables name list to be skipped in GC
   skip_eager_vars_.reserve(input_var_names.size() + output_var_names.size());
   auto add_skip_var_fn = [&outer_varinfo, this](const std::string& var_name) {
-    // if a var exists at outer_varinfo map,
-    // that means it can be erased after graph execution
+    // if a var exists at the outer_varinfo map, that means it will be
+    // erased by the following eager_deletion_op of current cinn_launch op
     if (!outer_varinfo.count(var_name)) {
       skip_eager_vars_.emplace_back(var_name);
       skip_gc_vars_.insert(var_name);
+      VLOG(4) << "Append a skip_gc_var:" << var_name;
     }
   };
   std::for_each(
@@ -112,12 +124,13 @@ CinnLaunchContext::CinnLaunchContext(const framework::ir::Graph& graph,
       "Distribution of variables in the graph compiled:"
       "input[%lu],internal[%lu],output[%lu],"
       "outer_eager_deletion[%lu],skip_eager_deletion[%lu],"
-      "initialized_beforehand[%lu]",
+      "skip_gc_vars_[%lu],initialized_beforehand[%lu]",
       input_var_names.size(),
       internal_var_names_.size(),
       output_var_names.size(),
       outer_varinfo.size(),
       skip_eager_vars_.size(),
+      skip_gc_vars_.size(),
       initialized_beforehand_vars_.size());
 }
 
diff --git a/paddle/fluid/operators/cinn/cinn_launch_context.h b/paddle/fluid/operators/cinn/cinn_launch_context.h
index e66658750bb230e0a81cb31095bacbf509a6d635..f4794e6335bb684c13c2b4cb6d84612395791e62 100644
--- a/paddle/fluid/operators/cinn/cinn_launch_context.h
+++ b/paddle/fluid/operators/cinn/cinn_launch_context.h
@@ -161,13 +161,14 @@ class CinnLaunchContext {
 
   std::unique_ptr<framework::ProgramDesc> runtime_program_desc_;
   std::unique_ptr<framework::InterpreterCore> interpreter_core_;
+  // the name list of skip_gc_vars in runtime for InterpreterCore execution
   std::set<std::string> skip_gc_vars_;
 
   // the ir::Graph object converted from the program compiled by CINN
   std::unique_ptr<framework::ir::Graph> runtime_graph_;
   // a ParallelExecutor to execute the runtime graph
   std::unique_ptr<framework::ParallelExecutor> parallel_executor_;
-  // the name list of skip_eager_vars in runtime
+  // the name list of skip_eager_vars in runtime for ParallelExecutor execution
   std::vector<std::string> skip_eager_vars_;
 
   // because a cinn_pod_value_t does not own a cinn_buffer_t object,