Given a batch sampler or sampler returns examples instead of indices

    Args:
        dataset (torch.utils.data.Dataset): Dataset to sample from.
        sampler (torch.utils.data.sampler.Sampler): Sampler over the dataset.

    Returns:
        generator over dataset examples

def sampler_to_iterator(dataset, sampler):
    """ Given a batch sampler or sampler returns examples instead of indices

    Args:
        dataset (torch.utils.data.Dataset): Dataset to sample from.
        sampler (torch.utils.data.sampler.Sampler): Sampler over the dataset.

    Returns:
        generator over dataset examples
    """
    for sample in sampler:
        if isinstance(sample, (list, tuple)):
            # yield a batch
            yield [dataset[i] for i in sample]
        else:
            # yield a single example
            yield dataset[sample]