Define short period of time? I trimmed my test site down to just over 800K posts and I think rebuilding thread info took about an hour and rebuilding the search indexes took a few hours (three or four? I can't remember now). I think I saw someone else say their 1M post site took about 7 hours. I think it really depends on your server. Mine did not stall in the middle.
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