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Create new function that reimplements a combined unpack_bulk and featurize_file. #142

@kamilkrukowski

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@kamilkrukowski

Basically, unpack_bulk saves intermediate files, and featurize_file with low memory mode loads those files.

If we just kept them in memory, our pipeline would probably double in speed as we are I/O bound, and we wouldn't need to write/read from disk nearly as often. We could even 'skip' unpacking files that we don't want to featurize in an 'early_quit' unpacking that depends on the featurization document_type.

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