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Algorithms

This appendix documents two performance-oriented algorithmic infrastructures inside XSPEC: the analytic vector-Jacobian-product (VJP) gradient pipeline used by fit with leven, fit with migrad and hmc, and the optional rank-$K$ SVD compression of the OGIP response matrix consumed in the convolution step. Both are opt-in or opt-out without changing the science output, but each can change the elapsed-time cost substantially on the right kind of workload.



Subsections