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Profile memory usage and add guidance to the tuning guide #1315

@andygrove

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@andygrove

What is the problem the feature request solves?

We do not yet have any documentation explaining how much off-heap memory Comet uses compared to Spark. We should profile this and add documentation and potentially file issues to improve memory utilization if we find the the current usage is not ideal.

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