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Home/ Questions/Q 8735737
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Editorial Team
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Editorial Team
Asked: June 13, 20262026-06-13T10:08:26+00:00 2026-06-13T10:08:26+00:00

Certain program analyses can be encoded as Chain programs (corresponding to context-free languages), which

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Certain program analyses can be encoded as Chain programs (corresponding to context-free languages), which belong to a restricted form of Datalog programs. Each rule in a chain program has the following format:

p(X,Y) :- q0(X,Z1), q1(Z1,Z2), q2(Z2,Z3)…, qn(Zn,Y)

My question is whether Z3 can take advantage of the structure of the chain programs and be more efficient in evaluating chain programs in comparison to evaluating arbitrary datalog programs.

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  1. Editorial Team
    Editorial Team
    2026-06-13T10:08:28+00:00Added an answer on June 13, 2026 at 10:08 am

    Z3’s finite state datalog engine uses bottom-up evaluation.
    It includes an option to perform magic set transformations that can be enabled.
    This transformation does wonders in some cases involving chain programs.
    You can enable the option by setting “:magic-sets-for-queries” to “true”.
    Hope this helps

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