Rolling Rank issues in pandas

When doing some math works in pandas, the rolling function is very useful, such as pd.rolling().mean() or
pd.rolling().max().
Here is my problem: when I want to get a time-series rank in a Series or a column in DataFrame, there is no function like pd.rolling().rank(). Is there any function can work as pd.rolling().rank() ?