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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.