def save_to_object(self):
        """Saves the current model state to a Python object. It also
        saves to disk but does not return the checkpoint path.

        Returns:
            Object holding checkpoint data.
        """

        tmpdir = tempfile.mkdtemp("save_to_object", dir=self.logdir)
        checkpoint_prefix = self.save(tmpdir)

        data = {}
        base_dir = os.path.dirname(checkpoint_prefix)
        for path in os.listdir(base_dir):
            path = os.path.join(base_dir, path)
            if path.startswith(checkpoint_prefix):
                with open(path, "rb") as f:
                    data[os.path.basename(path)] = f.read()

        out = io.BytesIO()
        data_dict = pickle.dumps({
            "checkpoint_name": os.path.basename(checkpoint_prefix),
            "data": data,
        })
        if len(data_dict) > 10e6:  # getting pretty large
            logger.info("Checkpoint size is {} bytes".format(len(data_dict)))
        out.write(data_dict)

        shutil.rmtree(tmpdir)
        return out.getvalue()
Saves the current model state to a Python object. It also
        saves to disk but does not return the checkpoint path.

        Returns:
            Object holding checkpoint data.