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Is there an algorithm for this constrained Hypergraph optimization problem?

I'm currently developing an algorithm for computing knot coloring invariants and got to the following question: Given a set $S$ and a certain hyper-graph $H \subseteq S^3 $, find a decomposition $S = ...