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Add benchmarking of API #1610

@matthew-white

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@matthew-white

The goal of this issue is to add benchmarking that we can use to assess the performance of the API. The hope is that this benchmarking will be a tool that we can use to evaluate whether a particular code change affects performance (and to what extent). It will let us ask questions like, "does feature X degrade performance?" or "is Y worth doing for performance reasons even though it adds complexity?"

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