Like PandasHDFStore, but keeps a cache of frame numbers.
This can give a large performance boost when a file contains thousands of frames.
If a file was made in PandasHDFStore, opening it with this class and then closing it will add a cache (if mode != ‘r’).
Any additional keyword arguments to the constructor are passed to pandas.HDFStore().