diff --git a/paddle/fluid/pybind/jit.cc b/paddle/fluid/pybind/jit.cc
index fe4961f27dfb8618e2456b354507430e83966d4e..95881a7971b2d6857e747e6985a214df6b74c83d 100644
--- a/paddle/fluid/pybind/jit.cc
+++ b/paddle/fluid/pybind/jit.cc
@@ -17,6 +17,7 @@ limitations under the License. */
 #include <Python.h>
 #include <code.h>
 #include <frameobject.h>
+#include <internal/pycore_frame.h>
 #include <object.h>
 #include <pystate.h>
 
@@ -36,6 +37,12 @@ namespace py = pybind11;
 namespace paddle {
 namespace pybind {
 
+#if PY_VERSION_HEX >= 0x030b0000
+typedef _PyInterpreterFrame FrameObject;
+#else
+typedef PyFrameObject FrameObject;
+#endif
+
 #define unlikely(x) __builtin_expect((x), 0)
 
 // Use static variable to save customed eval hook.
@@ -56,7 +63,7 @@ inline static void eval_frame_callback_set(PyObject *obj) {
 
 // call python default eval frame to interpret current frame.
 inline static PyObject *eval_frame_default(PyThreadState *tstate,
-                                           PyFrameObject *frame,
+                                           FrameObject *frame,
                                            int throw_flag) {
 #if PY_VERSION_HEX >= 0x03090000
   if (tstate == NULL) {
@@ -71,7 +78,7 @@ inline static PyObject *eval_frame_default(PyThreadState *tstate,
 // Start a new frame and run code in this frame.
 // Execute a piece of code by default frame-hook.
 inline static PyObject *eval_custom_code(PyThreadState *tstate,
-                                         PyFrameObject *frame,
+                                         FrameObject *frame,
                                          PyCodeObject *code,
                                          int throw_flag) {
   Py_ssize_t ncells = 0;
@@ -79,18 +86,26 @@ inline static PyObject *eval_custom_code(PyThreadState *tstate,
   Py_ssize_t nlocals_new = code->co_nlocals;
   Py_ssize_t nlocals_old = frame->f_code->co_nlocals;
 
-  if ((code->co_flags & CO_NOFREE) == 0) {
-    ncells = PyTuple_GET_SIZE(code->co_cellvars);
-    nfrees = PyTuple_GET_SIZE(code->co_freevars);
-  }
+#if PY_VERSION_HEX >= 0x030b0000
+  ncells = code->co_ncellvars;
+  nfrees = code->co_nfreevars;
+#else
+  ncells = PyTuple_GET_SIZE(code->co_cellvars);
+  nfrees = PyTuple_GET_SIZE(code->co_freevars);
+#endif
 
   PyFrameObject *shadow = PyFrame_New(tstate, code, frame->f_globals, NULL);
   if (shadow == NULL) {
     return NULL;
   }
 
+#if PY_VERSION_HEX >= 0x030b0000
+  PyObject **fastlocals_old = frame->localsplus;
+  PyObject **fastlocals_new = shadow->f_frame->localsplus;
+#else
   PyObject **fastlocals_old = frame->f_localsplus;
   PyObject **fastlocals_new = shadow->f_localsplus;
+#endif
 
   for (Py_ssize_t i = 0; i < nlocals_old; i++) {
     Py_XINCREF(fastlocals_old[i]);
@@ -102,18 +117,26 @@ inline static PyObject *eval_custom_code(PyThreadState *tstate,
     fastlocals_new[nlocals_new + i] = fastlocals_old[nlocals_old + i];
   }
 
+#if PY_VERSION_HEX >= 0x030b0000
+  PyObject *result = eval_frame_default(tstate, shadow->f_frame, throw_flag);
+#else
   PyObject *result = eval_frame_default(tstate, shadow, throw_flag);
+#endif
   Py_DECREF(shadow);
   return result;
 }
 
 static PyObject *_custom_eval_frame(PyThreadState *tstate,
-                                    PyFrameObject *frame,
+                                    FrameObject *frame,
                                     int throw_flag,
                                     PyObject *callback) {
-  // https://peps.python.org/pep-0558/#fast-locals-proxy-implementation-details
-  // https://devguide.python.org/internals/interpreter/#all-sorts-of-variables
+// https://peps.python.org/pep-0558/#fast-locals-proxy-implementation-details
+// https://devguide.python.org/internals/interpreter/#all-sorts-of-variables
+#if PY_VERSION_HEX >= 0x030b0000
+  if (PyFrame_FastToLocalsWithError(frame->frame_obj) < 0) {
+#else
   if (PyFrame_FastToLocalsWithError(frame) < 0) {
+#endif
     return NULL;
   }
 
@@ -167,7 +190,7 @@ static PyObject *_custom_eval_frame(PyThreadState *tstate,
 }
 
 static PyObject *_custom_eval_frame_shim(PyThreadState *tstate,
-                                         PyFrameObject *frame,
+                                         FrameObject *frame,
                                          int throw_flag) {
   PyObject *callback = eval_frame_callback_get();
 
@@ -180,12 +203,12 @@ static PyObject *_custom_eval_frame_shim(PyThreadState *tstate,
 
 #if PY_VERSION_HEX >= 0x03090000
 static PyObject *custom_eval_frame_shim(PyThreadState *tstate,
-                                        PyFrameObject *frame,
+                                        FrameObject *frame,
                                         int throw_flag) {
   return _custom_eval_frame_shim(tstate, frame, throw_flag);
 }
 #else
-static PyObject *custom_eval_frame_shim(PyFrameObject *frame, int throw_flag) {
+static PyObject *custom_eval_frame_shim(FrameObject *frame, int throw_flag) {
   PyThreadState *tstate = PyThreadState_GET();
   return _custom_eval_frame_shim(tstate, frame, throw_flag);
 }
diff --git a/test/dygraph_to_static/test_eval_frame.py b/test/dygraph_to_static/test_eval_frame.py
index 66cb3404d6cbbc2b88a7b945ffdcc41bf333a16d..dd11533ce0308bc82f311dd5c73032c426ae308c 100644
--- a/test/dygraph_to_static/test_eval_frame.py
+++ b/test/dygraph_to_static/test_eval_frame.py
@@ -15,6 +15,7 @@
 
 import collections
 import unittest
+from sys import version_info
 
 import paddle
 
@@ -27,6 +28,12 @@ class TestEvalFrame(unittest.TestCase):
         pass
 
     def test_eval_frame(self):
+        if version_info.major != 3 or (
+            version_info.minor <= 8 or version_info.minor >= 11
+        ):
+            print("skip test_eval_frame, current only support 3.8 - 3.10")
+            return
+
         CustomCode = collections.namedtuple(
             "CustomCode", ["code", "disable_eval_frame"]
         )