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Memory spike when writing results #908

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@gschivley

There is a memory spike when writing results. There's a chance that it can cause out of memory issues with large jobs on a HPC. There are many copies of data being made during the write process. Take functions that are using more memory, profile them, and figure out how to not copy data or release things out of memory.

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