gaogaotiantian commented on code in PR #54009:
URL: https://github.com/apache/spark/pull/54009#discussion_r2735019871


##########
python/pyspark/pandas/frame.py:
##########
@@ -11361,9 +11361,13 @@ def _result_aggregated(
         # dtype: bool
         return first_series(DataFrame(internal))
 
-    # TODO(SPARK-46167): add axis, pct, na_option parameter
+    # TODO(SPARK-46167): add pct, na_option parameter
     def rank(
-        self, method: str = "average", ascending: bool = True, numeric_only: 
bool = False
+        self,
+        method: str = "average",
+        ascending: bool = True,
+        numeric_only: bool = False,
+        axis: Axis = 0,

Review Comment:
   We need to make a decision for where `axis` should be. `pandas` has it at 
the very beginning - we are doing a different thing, which means if the user is 
sending the argument positionally, we would have a different result. On the 
other hand, if they are doing that, moving `axis` to the beginning would break 
their existing code too.
   
   On a side note, `pandas` is moving towards keyword-only APIs very eagerly. 
We could also consider doing that here to avoid user sending the wrong argument.
   
   We are incompatible with `pandas` now - might be a good chance to fix that 
and hurt the users early.



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