import six


class DictDataset(object):

    """Dataset of a dictionary of datasets.

    It combines multiple datasets into one dataset. Each example is represented
    by a dictionary mapping a key to an example of the corresponding dataset.

    Args:
        datasets: Underlying datasets. The keys are used as the keys of each
            example. All datasets must have the same length.

    """

    def __init__(self, **datasets):
        if not datasets:
            raise ValueError('no datasets are given')
        length = None
        for key, dataset in six.iteritems(datasets):
            if length is None:
                length = len(dataset)
            elif length != len(dataset):
                raise ValueError(
                    'dataset length conflicts at "{}"'.format(key))
        self._datasets = datasets
        self._length = length

    def __getitem__(self, index):
        batches = {key: dataset[index]
                   for key, dataset in six.iteritems(self._datasets)}
        if isinstance(index, slice):
            length = len(six.next(six.itervalues(batches)))
            return [{key: batch[i] for key, batch in six.iteritems(batches)}
                    for i in six.moves.range(length)]
        else:
            return batches

    def __len__(self):
        return self._length

import six


class DictDataset(object):

    """Dataset of a dictionary of datasets.

    It combines multiple datasets into one dataset. Each example is represented
    by a dictionary mapping a key to an example of the corresponding dataset.

    Args:
        datasets: Underlying datasets. The keys are used as the keys of each
            example. All datasets must have the same length.

    """

    def __init__(self, **datasets):
        if not datasets:
            raise ValueError('no datasets are given')
        length = None
        for key, dataset in six.iteritems(datasets):
            if length is None:
                length = len(dataset)
            elif length != len(dataset):
                raise ValueError(
                    'dataset length conflicts at "{}"'.format(key))
        self._datasets = datasets
        self._length = length

    def __getitem__(self, index):
        batches = {key: dataset[index]
                   for key, dataset in six.iteritems(self._datasets)}
        if isinstance(index, slice):
            length = len(six.next(six.itervalues(batches)))
            return [{key: batch[i] for key, batch in six.iteritems(batches)}
                    for i in six.moves.range(length)]
        else:
            return batches

    def __len__(self):
        return self._length

Dataset of a dictionary of datasets.      It combines multiple datasets into one dataset. Each example is represented     by a dictionary mapping a key to an example of the corresponding dataset.      Args:         datasets: Underlying datasets. The keys are used as the keys of each             example. All datasets must have the same length.