Optimizer

Struct Optimizer 

Source
pub struct Optimizer { /* private fields */ }
Expand description

Optimizer for SMT formulas with objectives

The optimizer extends the basic SMT solver with optimization capabilities, allowing you to minimize or maximize objectives subject to constraints.

§Examples

§Basic Minimization

use oxiz_solver::{Optimizer, OptimizationResult};
use oxiz_core::ast::TermManager;
use num_bigint::BigInt;

let mut opt = Optimizer::new();
let mut tm = TermManager::new();

opt.set_logic("QF_LIA");

let x = tm.mk_var("x", tm.sorts.int_sort);
let five = tm.mk_int(BigInt::from(5));
opt.assert(tm.mk_ge(x, five));

// Minimize x (should be 5)
opt.minimize(x);
let result = opt.optimize(&mut tm);

match result {
    OptimizationResult::Optimal { .. } => println!("Found optimal solution"),
    _ => println!("No optimal solution"),
}

§Lexicographic Optimization

use oxiz_solver::{Optimizer, OptimizationResult};
use oxiz_core::ast::TermManager;
use num_bigint::BigInt;

let mut opt = Optimizer::new();
let mut tm = TermManager::new();

opt.set_logic("QF_LIA");

let x = tm.mk_var("x", tm.sorts.int_sort);
let y = tm.mk_var("y", tm.sorts.int_sort);
let zero = tm.mk_int(BigInt::from(0));
let ten = tm.mk_int(BigInt::from(10));

opt.assert(tm.mk_ge(x, zero));
let zero_y = tm.mk_int(BigInt::from(0));
opt.assert(tm.mk_ge(y, zero_y));
let sum = tm.mk_add(vec![x, y]);
opt.assert(tm.mk_ge(sum, ten));

// Minimize x first, then y
opt.minimize(x);
opt.minimize(y);

let _result = opt.optimize(&mut tm);

Implementations§

Source§

impl Optimizer

Source

pub fn new() -> Self

Create a new optimizer

Source

pub fn assert(&mut self, term: TermId)

Add an assertion

Source

pub fn minimize(&mut self, term: TermId)

Add a minimization objective

Source

pub fn maximize(&mut self, term: TermId)

Add a maximization objective

Source

pub fn set_logic(&mut self, logic: &str)

Set logic

Source

pub fn push(&mut self)

Push a scope

Source

pub fn pop(&mut self)

Pop a scope

Source

pub fn optimize(&mut self, term_manager: &mut TermManager) -> OptimizationResult

Check satisfiability and optimize objectives

Uses linear search with binary search refinement for integer objectives. For lexicographic optimization, processes objectives in priority order.

Source§

impl Optimizer

Source

pub fn pareto_optimize( &mut self, term_manager: &mut TermManager, ) -> Vec<ParetoPoint>

Find Pareto-optimal solutions for multi-objective optimization

This implements a simple iterative approach:

  1. Find an initial solution
  2. Add constraints to exclude dominated solutions
  3. Repeat until no more solutions exist

Note: This can be expensive for problems with many Pareto-optimal points

Trait Implementations§

Source§

impl Debug for Optimizer

Source§

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
Source§

impl Default for Optimizer

Source§

fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

impl<T> Any for T
where T: 'static + ?Sized,

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T> Instrument for T

Source§

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
Source§

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
Source§

impl<T, U> Into<U> for T
where U: From<T>,

Source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source§

impl<T> IntoEither for T

Source§

fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
Source§

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

impl<T, U> TryFrom<U> for T
where U: Into<T>,

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<T> WithSubscriber for T

Source§

fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
Source§

fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more