Push caching to parent frame, and cache more frames.

I hope in deep code this makes things faster.

Complement to  #14386, but a bit of a blind fix.

IPython/core/debugger.py

@@ -922,18 +922,30 b' class Pdb(OldPdb):'
 
         return self._cachable_skip(frame)
 
-    @lru_cache
+    @lru_cache(1024)
+    def _cached_one_parent_frame_debuggerskip(self, frame):
+        """
+        Cache looking up for DEBUGGERSKIP on parent frame.
+
+        This should speedup walking through deep frame when one of the highest
+        one does have a debugger skip.
+
+        This is likely to introduce fake positive though.
+        """
+        while getattr(frame, "f_back", None):
+            frame = frame.f_back
+            if self._get_frame_locals(frame).get(DEBUGGERSKIP):
+                return True
+        return None
+
+    @lru_cache(1024)
     def _cachable_skip(self, frame):
         # if frame is tagged, skip by default.
         if DEBUGGERSKIP in frame.f_code.co_varnames:
             return True
 
         # if one of the parent frame value set to True skip as well.
-
-        cframe = frame
-        while getattr(cframe, "f_back", None):
-            cframe = cframe.f_back
-            if self._get_frame_locals(cframe).get(DEBUGGERSKIP):
+        if self._cached_one_parent_frame_debuggerskip(frame):
                 return True
 
         return False