diff --git a/paddle/fluid/framework/paddle2cinn/cinn_compiler.cc b/paddle/fluid/framework/paddle2cinn/cinn_compiler.cc
index 359bab844303f365b3370a56f34795007af4cc57..4c1538a28fedb23f39e6cd94b3d69d36d1e611bf 100644
--- a/paddle/fluid/framework/paddle2cinn/cinn_compiler.cc
+++ b/paddle/fluid/framework/paddle2cinn/cinn_compiler.cc
@@ -31,6 +31,7 @@
 #include "cinn/frontend/syntax.h"
 #include "cinn/hlir/framework/graph.h"
 #include "cinn/hlir/framework/graph_compiler.h"
+#include "cinn/hlir/framework/visualize_helper.h"
 #include "gflags/gflags.h"
 #include "paddle/fluid/framework/framework.pb.h"
 #include "paddle/fluid/framework/ir/graph.h"
@@ -49,6 +50,7 @@
 
 DECLARE_bool(enable_pe_launch_cinn);
 DECLARE_bool(enable_cinn_auto_tune);
+DECLARE_string(cinn_subgraph_graphviz_dir);
 namespace paddle {
 namespace framework {
 namespace paddle2cinn {
@@ -73,7 +75,6 @@ const CinnCompiledObject &CinnCompiler::Compile(
     const std::map<std::string, const phi::DenseTensor *> &input_tensors,
     const Target &target,
     void *stream) {
-  VLOG(4) << "-- The graph to be compiled is:\n" << VizGraph(graph);
   CinnCacheKeyByAddress cur_key_by_address(
       graph, input_tensors, target.arch_str());
   CinnCacheKeyByStructure cur_key_by_struct;
@@ -85,6 +86,26 @@ const CinnCompiledObject &CinnCompiler::Compile(
     if (!cache_by_struct_.count(cur_key_by_struct)) {
       VLOG(4) << "Not found CinnCompiledObject in cache_by_struct_.";
       std::int64_t compiled_num = real_compiled_num_.fetch_add(1);
+
+      if (!FLAGS_cinn_subgraph_graphviz_dir.empty()) {
+        const std::string &viz_path = FLAGS_cinn_subgraph_graphviz_dir +
+                                      "/fusion_groups_" +
+                                      std::to_string(compiled_num) + "/";
+        if (!::cinn::hlir::framework::MakeDirectory(
+                viz_path, S_IRWXU | S_IRGRP | S_IXGRP | S_IROTH | S_IXOTH)) {
+          LOG_IF(WARNING, compiled_num == 0)
+              << "Failed to make directory: \"" << viz_path
+              << "\", the CINN subgraph's graphviz dot file will not print.";
+        } else {
+          LOG_IF(INFO, compiled_num == 0)
+              << "The CINN subgraph's graphviz dot file will writing into "
+                 "path: \""
+              << FLAGS_cinn_subgraph_graphviz_dir << "\"";
+          ::cinn::hlir::framework::WriteToFile(viz_path + "cinn_subgraph.dot",
+                                               VizGraph(graph));
+        }
+      }
+
       auto compiled_res =
           CompileGraph(graph, input_tensors, target, compiled_num, stream);
       std::unique_lock<std::mutex> guard(lock_);
diff --git a/paddle/phi/core/flags.cc b/paddle/phi/core/flags.cc
index 9cff3acccbd416e3e515322ab2a4f6b39a6a3074..ad2e38b70d0ed654df26aef51227e6cf9e08bd16 100644
--- a/paddle/phi/core/flags.cc
+++ b/paddle/phi/core/flags.cc
@@ -1001,6 +1001,20 @@ PADDLE_DEFINE_EXPORTED_bool(enable_cinn_auto_tune,
                             "It controls whether to use cinn with "
                             "its auto-tune feature enabled");
 
+/*
+ * CINN related FLAG
+ * Name: FLAGS_cinn_subgraph_graphviz_dir
+ * Since Version: 2.3
+ * Value Range: string, default=""
+ * Example: FLAGS_cinn_subgraph_graphviz_dir="./cinn_graph/" will save the
+ * CINN sub-graph into "./cinn_graph/", and each sub-graph will save into
+ * "fusion_groups_*"" directory
+ */
+PADDLE_DEFINE_EXPORTED_string(cinn_subgraph_graphviz_dir,
+                              "",
+                              "Specify the directory path of dot file of "
+                              "graph, which is used for debug.");
+
 #endif
 
 /*