# Questions tagged [smt-solvers]

Solver programs for the Satisfiability Modulo Theories (SMT). The SMT problem is a decision problem for logical formulas with combinations of background theories expressed in classical first-order logic with equality.

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### Are there any solvers that can handle non-linearity?

I need a way to solve linear and non-linear inequalities over the natural numbers. So equations like this should be solveable: $\forall n, p, q \in \mathbb{N}. q \cdot (1 + n^p) \leq q$ From what I ...
39 views

### How to represent bottom element (integer domains) in SMT formula

I'm doing some work with static analysis and need to represent local variables as SMT formulas. In general this is fairly straight forward, depending on the domain of the static analysis. However, ...
18 views

### SAT solvers that can compute prime implicants and/or minimization

I'm looking into computing the prime implicants of a Boolean function. I have found many different algorithms in the literature, many of them relying on SAT solvers. However, I have not been able to ...
19 views

### Polymorphism in SMT solvers

What are the theoretical limitations that avoid the adoption of type polymorphism à la System F in current SMT solvers? I work in the context of program verification and I am surprised by the great ...
55 views

### Assign few binary variables to make all polynomials identically zero

I have 50 polynomials $f_i$ over binary variables $(x_1,\ldots,x_{100})$. Also $f_i(0,0,\ldots,0)=0$ for any $i \in [1,50]$. I want to assign few variables so that all $f_i$ will be identically zero. ...
40 views

### Tutorials/resources for building a toy SMT solver

I've built a rudimentary SAT Solver from scratch, and wanted to do the same with SMT solvers as well. While I've found two toy SMT Solver implementations in Haskell and Ocaml, but no tutorials or ...
33 views

### Which of these properties hold for all FO theories? (but not regarding fragments thereof)

Which of these properties hold for all FO theories? (but not regarding fragments thereof) a. Decidable b. At least expressive as propositional logic c. NP-complete a) Decidable: no, some first order ...
77 views

### Constraint satisfaction problem: solve system, then evaluate whether many additional constraints are satisfied one at a time

I have a system that consists of binary inequality constraints between variables, plus some indicator variables that can assume only two values: ...
195 views

### Automated reasoning with real numbers

I have a large number of equivalences which look like: $(a \leq 0.54 \wedge b \geq 0.12) \vee (c \gt 0.98)$ $\Leftrightarrow$ $(x \leq 0.25) \vee (x \gt 0.91 \wedge y \geq 0.01)$ This is just an ...
38 views

### How to leverage the fact that I'm solving 1000's of very similar SMT instances?

I have a core SMT solver problem consisting of 100,000 bit-vector array clauses, and one 10000-dimensional bit-vector array. Then, my program takes as input k << 100,000 new clauses, and adds ...
157 views

### What are the differences between symbolic execution and SAT solvers?

My understanding is that symbolic execution only deals with specific paths and bad patterns, while SAT solvers, or satisfiability modulo theories in general, provide a much more robust analysis of the ...
36 views

### Proving that a property is k-inductive with an SMT solver (parametric resettable counter)

I'm following the slides at https://homepage.cs.uiowa.edu/~tinelli/talks/FT-11.pdf where Tinelli explains how k-induction works in the context of SMT based model checking. A parametric and resettable ...
39 views

### Program synthesis based on function properties

I am fairly new at program synthesis and the use of SMT solvers for this purpose. Given a function g, I want to generate all the functions f and h such that the following holds: f . g = h . f Are ...
319 views

### Check if two items are equal after replacing

Let's say that an item is either a natural number or a list of items. Examples of items are: 1  [4, [3, 1], 3, 4] A rule states that two items are equal. For example: 1 = 2 3 = [3, 1] [4, 3] = [...
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### Generating graph with complex structure

I want to generate a bunch of graphs of about 100 nodes, where each node is a categorial variable. I want the graphs to satisfy complex properties, like, "if a node of type A is connected to a node ...
137 views

### General Understanding of SMT Solving Across Multiple Theories

My first question was a little too simplified in that it turned out to be an integer linear programming problem solvable with the Simplex Method. However, what I think I am wondering about is how to ...
234 views

### How a SMT / SAT Solver Generates Valuations for this Example

First, an example of a set of constraints which turned out not to be solvable (I don't think): ...
138 views

### Passing arrays vs functions as arguments in SMT?

In SAT Modulo Theories (SMT), with the theory of uninterpreted functions, all functions are first order, that is, they don't take functions as arguments or return functions. In the theory of arrays, ...
68 views

### Objective function and constraint satisfaction over a set of multi-attributes elements

I'm looking for an approach to solve a problem consisting of maximizing an objective function over a set of discrete elements, while respecting a set of constraints. To illustrate my point, I'll try ...
2k views

### Bit Blasting Algorithm

I found a pseudo algorithm which describes bit blasting: click (page 156,157). I am trying to implement it in C, but I don't understand it yet completely. Let's make an example: Assume our bit-vectors ...
889 views

### How could an SMT solver be implemented as simple as possible?

I'm trying to figure out how an SMT solver works as simple as possible. Let's assume we have a simple input program with symbolic values x and ...
142 views

### When to use SAT vs solving?

Are there any guidelines for how to recognize, for a given problem, which approach is more likely to yield good results? SAT solver or SMT solver? Is there any guidance anyone can offer about which ...
57 views

### Verification condition in case of array theory

As far as i can understand the problem of checking safety property, can be reduce to solving for inductive invariants in VC's and there is following parts to it: Generate VC's from the program. Solve ...
148 views

### Is the optimal order of graph vertices s.t. minimizes edges to later vertices a well-known problem?

I'm a little unfamiliar with graph theory, and I found an interesting problem in my work that I do not know if its already well-known or can be easily mapped to another one. If I were to express the ...
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### How the $EX(f)$ is evaluated in symbolic model checking?

I was reading the symbolic model checking, So there it has mentioned that we can represent the set of states and transition relations of any transition system with the help of ROBDDs. I was trying to ...
236 views

### Framework or tools to generate theorem prover/solver/reasoner for new logic

I have new logic which has syntax and semantics in usual natural languages and I have to create theorem prover/solver/reasoner for this logic. Is there framework or tool set that can generate such ...
176 views

### Using SMT Solvers in formula checking

I'm currently working on a static analysis work in which I need to check whether a given formula is met or not. I hope the following example clarifies my requirement. Suppose we have a list of three-...
615 views

### Exponential example for simplex used in SMT solvers

The original simplex algorithm requires an exponential number of pivot operations in the worst case, e.g., if run on the Klee-Minty example [3,4]. What about the simplex algorithm used in SMT solvers ...
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So this sounds like this might lead to an undecidable theory but I thought I would give it a try and ask about it after I found nothing on the subject. I am somewhat interested in finding functions ...
310 views

### Using SMT solvers to generate random solutions to given predicate

I am interested in generating random solutions to predicates. I only need SMT for integers with the following predicates/functions <, >, <=, >=, ==, !=, +, * The algorithm I want should produce ...
160 views

### Introduction to bounded model checking that describes model generation

Most of the tutorials I have found on model checking and bounded model checking start with, the model is given as a Kripke Structure M = (S,I,T,L) where S is a set of states, I is a set of initial ...