Add the split info.

def add(self, split_info):
    """Add the split info."""
    if split_info.name in self:
      raise ValueError("Split {} already present".format(split_info.name))
    # TODO(epot): Make sure this works with Named splits correctly.
    super(SplitDict, self).__setitem__(split_info.name, split_info)