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Punctuation processing bug fix and optimization#1

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dexter1691 wants to merge 1 commit intomasterfrom
regex
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Punctuation processing bug fix and optimization#1
dexter1691 wants to merge 1 commit intomasterfrom
regex

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@dexter1691
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@dexter1691 dexter1691 commented Dec 18, 2016

This version finishes in ~ 23 seconds with no parallel jobs, while the original implementation takes approx 2 minutes.

There is a very slight change in accuracy but that's probably because the original implementation had tiny bugs which are also fixed

PTAL @prithv1 @deshraj

Ignore code-style. Just focus on the implementation.

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If you want to check. Checkout this branch, and run this command
python vqaeval_par.py ../Annotations/mscoco_train2014_annotations.json \ ../Questions/OpenEnded_mscoco_train2014_questions.json \ ../Results/OpenEnded_mscoco_train2014_fake_results.json 3

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