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The question here is effectively, "what is the biggest calculation we can fit on Titan V? (i.e. how many particles can we fit into 12 GB?)"
If that number is embarrassingly low---say below a few hundred million (@isuruf suggested as much, reporting that 100M dies in double), we should account for what the biggest memory hogs are.
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