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feat: accelerate the program on the GPU or with multi-threading #199

@john-halloran

Description

@john-halloran

Problem

Many users seem to want to run stretched-nmf with thousands of files, but currently this can take hours. While the computations are genuinely heavy, this could likely be improved by a lot.

Proposed solution

Investigate whether the underlying math model is compatible with multi-threading, although my instinct is it should be, since large computations steps (like update_stretch) do not seem to be sequentially dependent on prior calculations. If it turned out not to be compatible, multi-threading would be limited to grid search functionality.

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