def _batchify(self, batch_data, batch_label, start=0):
        """Helper function for batchifying data"""
        i = start
        batch_size = self.batch_size
        try:
            while i < batch_size:
                label, s = self.next_sample()
                data = self.imdecode(s)
                try:
                    self.check_valid_image(data)
                except RuntimeError as e:
                    logging.debug('Invalid image, skipping:  %s', str(e))
                    continue
                data = self.augmentation_transform(data)
                assert i < batch_size, 'Batch size must be multiples of augmenter output length'
                batch_data[i] = self.postprocess_data(data)
                batch_label[i] = label
                i += 1
        except StopIteration:
            if not i:
                raise StopIteration
        return i
Helper function for batchifying data