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[SPIKE] Run performance tests against changing the sample size for inference #1615

@ParthivNaresh

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@ParthivNaresh

We currently sample 100,000 rows during inference. This spike investigates reducing this number and possibly including a heuristic to change sample size based on the length of the data. In a perfect scenario we'd like to be using 10,000 that can effectively consider the entire dataset (beginning, middle, end) when sampling.

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spikeTo generate additional issues and kick off a sprint.

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