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I am surprised you have problems with 12M facts and can't process them in a week, looks like bug in software you are using.

Thanks for the comment. Have you run cplint on a kb of the similar size before and gotten it to finish in reasonable time?

I never used cplint, but I use other software (including I built myself) to process KBs with many billions of facts.

Is the software open-source? If so, can you share a link to it?