diff --git a/test/test_pt_xla_debug.py b/test/test_pt_xla_debug.py
index 72bea4e9ffbb..14f0817a4c08 100644
--- a/test/test_pt_xla_debug.py
+++ b/test/test_pt_xla_debug.py
@@ -68,10 +68,11 @@ def toy_program(t1):
     with open(self.debug_file_name, 'rb') as f:
       lines = f.readlines()
       causes = extract_execution_cause(lines)
-    self.assertEqual(len(causes), 3)
+    self.assertEqual(len(causes), 4)
     self.assertIn('mark_step when dynamo processing input graphs', causes[0])
     self.assertIn('mark_step when dynamo processing input graphs', causes[1])
-    self.assertIn('dynamo compiles FX graph to HLO', causes[2])
+    self.assertIn('dynamo is compiling a FX graph to HLO', causes[2])
+    self.assertIn('dynamo is executing a compiled program', causes[3])
     open(self.debug_file_name, 'w').close()
 
   def test_parallel_loader(self):
diff --git a/torch_xla/csrc/debug_util.cpp b/torch_xla/csrc/debug_util.cpp
index ece9ac15ff1c..7723d6d95d95 100644
--- a/torch_xla/csrc/debug_util.cpp
+++ b/torch_xla/csrc/debug_util.cpp
@@ -216,7 +216,8 @@ static bool endsWith(const std::string& str, const std::string& suffix) {
          0 == str.compare(str.size() - suffix.size(), suffix.size(), suffix);
 }
 
-void DebugUtil::analyze_graph_execution_python_frame() {
+void DebugUtil::analyze_graph_execution_python_frame(
+    bool from_dynamo_executation) {
   static bool is_master_process =
       (runtime::sys_util::GetEnvInt("PJRT_LOCAL_PROCESS_RANK", 0) == 0);
   static std::string debug_file_name =
@@ -237,7 +238,13 @@ void DebugUtil::analyze_graph_execution_python_frame() {
         "=========="
      << "\n";
   ss << debug_output_prefix << "Execution Cause\n";
-  if (frames[0].function == "mark_step") {
+  if (from_dynamo_executation) {
+    // when executation is from dynamo compiled graph, the python stack will not
+    // show any dynamo related python file since frame is already replaced. We
+    // can either analyze the C++ call stack or rely on caller to pass a boolean
+    // variable.
+    ss << debug_output_prefix << "  dynamo is executing a compiled program\n";
+  } else if (frames[0].function == "mark_step") {
     if (frames[1].function == "next" &&
         endsWith(frames[1].file, "parallel_loader.py")) {
       ss << debug_output_prefix
@@ -256,7 +263,7 @@ void DebugUtil::analyze_graph_execution_python_frame() {
     }
   } else if (frames[0].function == "extract_graph_helper" &&
              endsWith(frames[0].file, "dynamo_bridge.py")) {
-    ss << debug_output_prefix << "  dynamo compiles FX graph to HLO\n";
+    ss << debug_output_prefix << "  dynamo is compiling a FX graph to HLO\n";
   } else {
     // TODO(JackCaoG): be more specific about  exeuction caused by printing
     // tensor or fallback or some weird indexing.
diff --git a/torch_xla/csrc/debug_util.h b/torch_xla/csrc/debug_util.h
index ce063195d938..530a45fc83a7 100644
--- a/torch_xla/csrc/debug_util.h
+++ b/torch_xla/csrc/debug_util.h
@@ -49,7 +49,8 @@ class DebugUtil {
 
   // warning, this function should only be called when a graph execution is
   // about to happen.
-  static void analyze_graph_execution_python_frame();
+  static void analyze_graph_execution_python_frame(
+      bool from_dynamo_executation = false);
 };
 
 }  // namespace torch_xla
diff --git a/torch_xla/csrc/xla_graph_executor.cpp b/torch_xla/csrc/xla_graph_executor.cpp
index 5e51aec1d3ef..39d866358ac2 100644
--- a/torch_xla/csrc/xla_graph_executor.cpp
+++ b/torch_xla/csrc/xla_graph_executor.cpp
@@ -629,6 +629,10 @@ XLAGraphExecutor::ExecuteComputationWithBarrier(
   tsl::profiler::TraceMe activity("ExecuteComputationWithBarrier",
                                   tsl::profiler::TraceMeLevel::kInfo);
   MaybeDumpGraph("dynamo", hash);
+  if (runtime::sys_util::GetEnvBool("PT_XLA_DEBUG", false)) {
+    DebugUtil::analyze_graph_execution_python_frame(
+        /*from_dynamo_executation=*/true);
+  }
   auto cachedComputation =
       XLAGraphExecutor::Get()->GetComputationCache()->Get(hash);
   TF_VLOG(5) << "Cached computation (hash: " << torch::lazy::HashToString(hash)