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Support new torchtext data loading #17

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@aurickq

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torchtext (as of 0.4.0) adopts torch.utils.data.DataLoader, and the older iterator interface is deprecated. Ensure AdaptDL's AdaptiveDataLoader supports this new torchtext interface for data loading, and port the example transformer code to the new interface. Then, adaptdl.data.iterator can be deprecated/removed.

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