A Dumb Introduction to Z3
5 days ago
- #z3
- #Constraint Solvers
- #Rust Programming
- The author started exploring constraint solvers, particularly z3, after reading an article on how they relate to LeetCode problems.
- Solvers like z3 are tools for solving problems by defining rules and constraints, useful in real-world scenarios such as scheduling and resource allocation.
- In z3, terminology includes 'Sort' for types and 'constants' as solver variables, with its own language SMT-LIB2, independent of the host programming language's type system.
- A simple equation x + 4 = 7 is solved with z3 in Rust, demonstrating basic usage.
- The example of solving linear equations with two variables shows handling of unsatisfiable cases and switching to Real type for solutions.
- Multiple solutions are obtained for equations like x^2 = 4 and circle equations, using iterator methods for enumeration.
- The coin change problem is tackled with optimization, requiring non-negative constraints and using push/pop for multiple totals.
- Sudoku solving is implemented by encoding rules (rows, columns, 3x3 squares) without relying on advanced Sudoku strategies.
- A page layout problem arranges boxes without overlap and within page boundaries, showcasing spatial constraint solving.