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Benchmarking How Much Fastrr #21

@WarrenZhu050413

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@WarrenZhu050413

Benchmark time of BaseR/Jax-cpu/Jax-gpu for Fiducial Intervals and GenerateRandomizations (Exact and Monte Carlo).

The benchmark should explore small, medium, and large number of samples, and compare results.

In terms of dimensionality, 1, 5, 50, 500 covariates is good.

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