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This PR has the following purposes:
batch["cid"]: identify the corpus id of the example
batch["cid_line_number"]: identify the corpus id line number
these two keys will be helpful to retrieve the lines where a training stopped and resume training at those lines
one other key:
batch["ind_in_bucket"] de facto replaces the "indices" but represents the index in the current bucket
This PR hence will sort buckets ALSO at inference (was doing it at training) which will speed up the inference and then after translation we reorder the translations from these "ind_in_bucket".