ILP

Struct ILP 

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pub struct ILP<V: VariableDomain = bool> {
    pub num_vars: usize,
    pub constraints: Vec<LinearConstraint>,
    pub objective: Vec<(usize, f64)>,
    pub sense: ObjectiveSense,
    /* private fields */
}
Expand description

Integer Linear Programming (ILP) problem.

An ILP consists of:

  • A set of integer variables with a domain determined by V
  • Linear constraints on those variables
  • A linear objective function to optimize
  • An optimization sense (maximize or minimize)

§Type Parameter

  • V = bool: binary variables (0 or 1)
  • V = i32: non-negative integer variables

§Example

use problemreductions::models::algebraic::{ILP, LinearConstraint, ObjectiveSense};
use problemreductions::Problem;

// Create a simple binary ILP: maximize x0 + 2*x1
// subject to: x0 + x1 <= 3, x0, x1 binary
let ilp = ILP::<bool>::new(
    2,
    vec![LinearConstraint::le(vec![(0, 1.0), (1, 1.0)], 3.0)],
    vec![(0, 1.0), (1, 2.0)],
    ObjectiveSense::Maximize,
);

assert_eq!(ilp.num_variables(), 2);

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§num_vars: usize

Number of variables.

§constraints: Vec<LinearConstraint>

Linear constraints.

§objective: Vec<(usize, f64)>

Sparse objective coefficients: (var_index, coefficient).

§sense: ObjectiveSense

Optimization direction.

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impl<V: VariableDomain> ILP<V>

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pub fn new( num_vars: usize, constraints: Vec<LinearConstraint>, objective: Vec<(usize, f64)>, sense: ObjectiveSense, ) -> Self

Create a new ILP problem.

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pub fn empty() -> Self

Create an empty ILP with no variables.

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pub fn evaluate_objective(&self, values: &[i64]) -> f64

Evaluate the objective function for given variable values.

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pub fn constraints_satisfied(&self, values: &[i64]) -> bool

Check if all constraints are satisfied for given variable values.

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pub fn is_feasible(&self, values: &[i64]) -> bool

Check if a solution is feasible (satisfies constraints).

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pub fn num_variables(&self) -> usize

Get the number of variables.

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pub fn num_vars(&self) -> usize

Get the number of variables.

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pub fn num_constraints(&self) -> usize

Get the number of constraints.

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impl<V: Clone + VariableDomain> Clone for ILP<V>

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fn clone(&self) -> ILP<V>

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<V: Debug + VariableDomain> Debug for ILP<V>

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

Formats the value using the given formatter. Read more
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impl<'de, V: VariableDomain> Deserialize<'de> for ILP<V>

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl<V: VariableDomain> OptimizationProblem for ILP<V>

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type Value = f64

The inner objective value type (e.g., i32, f64).
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fn direction(&self) -> Direction

Whether to maximize or minimize the metric.
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impl<V: VariableDomain> Problem for ILP<V>

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const NAME: &'static str = "ILP"

Base name of this problem type (e.g., “MaximumIndependentSet”).
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type Metric = SolutionSize<f64>

The evaluation metric type.
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fn dims(&self) -> Vec<usize>

Configuration space dimensions. Each entry is the cardinality of that variable.
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fn evaluate(&self, config: &[usize]) -> SolutionSize<f64>

Evaluate the problem on a configuration.
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fn variant() -> Vec<(&'static str, &'static str)>

Returns variant attributes derived from type parameters. Read more
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fn num_variables(&self) -> usize

Number of variables (derived from dims).
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impl ReduceTo<ILP<i32>> for Factoring

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type Result = ReductionFactoringToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP<i32>> for ILP<bool>

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type Result = ReductionBinaryILPToIntILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for BinPacking<i32>

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type Result = ReductionBPToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for CircuitSAT

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type Result = ReductionCircuitToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for KColoring<K1, SimpleGraph>

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type Result = ReductionKColoringToILP<K1, SimpleGraph>

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for KColoring<K2, SimpleGraph>

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type Result = ReductionKColoringToILP<K2, SimpleGraph>

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for KColoring<K3, SimpleGraph>

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type Result = ReductionKColoringToILP<K3, SimpleGraph>

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for KColoring<K4, SimpleGraph>

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type Result = ReductionKColoringToILP<K4, SimpleGraph>

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for KColoring<KN, SimpleGraph>

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type Result = ReductionKColoringToILP<KN, SimpleGraph>

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for MaximumClique<SimpleGraph, i32>

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type Result = ReductionCliqueToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for MaximumMatching<SimpleGraph, i32>

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type Result = ReductionMatchingToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for MaximumSetPacking<i32>

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type Result = ReductionSPToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for MinimumDominatingSet<SimpleGraph, i32>

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type Result = ReductionDSToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for MinimumSetCovering<i32>

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type Result = ReductionSCToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for QUBO<f64>

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type Result = ReductionQUBOToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<ILP> for TravelingSalesman<SimpleGraph, i32>

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type Result = ReductionTSPToILP

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl ReduceTo<QUBO> for ILP<bool>

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type Result = ReductionILPToQUBO

The reduction result type.
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fn reduce_to(&self) -> Self::Result

Reduce this problem to the target problem type.
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impl<V: VariableDomain> Serialize for ILP<V>

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more
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impl DeclaredVariant for ILP<bool>

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impl DeclaredVariant for ILP<i32>

Auto Trait Implementations§

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impl<V> Freeze for ILP<V>

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impl<V> RefUnwindSafe for ILP<V>
where V: RefUnwindSafe,

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impl<V> Send for ILP<V>

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impl<V> Sync for ILP<V>

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impl<V> Unpin for ILP<V>
where V: Unpin,

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impl<V> UnwindSafe for ILP<V>
where V: UnwindSafe,

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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impl<T> Conv for T

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fn conv<T>(self) -> T
where Self: Into<T>,

Converts self into T using Into<T>. Read more
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impl<T> FmtForward for T

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fn fmt_binary(self) -> FmtBinary<Self>
where Self: Binary,

Causes self to use its Binary implementation when Debug-formatted.
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fn fmt_display(self) -> FmtDisplay<Self>
where Self: Display,

Causes self to use its Display implementation when Debug-formatted.
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fn fmt_lower_exp(self) -> FmtLowerExp<Self>
where Self: LowerExp,

Causes self to use its LowerExp implementation when Debug-formatted.
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fn fmt_lower_hex(self) -> FmtLowerHex<Self>
where Self: LowerHex,

Causes self to use its LowerHex implementation when Debug-formatted.
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fn fmt_octal(self) -> FmtOctal<Self>
where Self: Octal,

Causes self to use its Octal implementation when Debug-formatted.
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fn fmt_pointer(self) -> FmtPointer<Self>
where Self: Pointer,

Causes self to use its Pointer implementation when Debug-formatted.
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fn fmt_upper_exp(self) -> FmtUpperExp<Self>
where Self: UpperExp,

Causes self to use its UpperExp implementation when Debug-formatted.
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fn fmt_upper_hex(self) -> FmtUpperHex<Self>
where Self: UpperHex,

Causes self to use its UpperHex implementation when Debug-formatted.
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fn fmt_list(self) -> FmtList<Self>
where &'a Self: for<'a> IntoIterator,

Formats each item in a sequence. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into(self) -> U

Calls U::from(self).

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

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

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fn pipe<R>(self, func: impl FnOnce(Self) -> R) -> R
where Self: Sized,

Pipes by value. This is generally the method you want to use. Read more
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fn pipe_ref<'a, R>(&'a self, func: impl FnOnce(&'a Self) -> R) -> R
where R: 'a,

Borrows self and passes that borrow into the pipe function. Read more
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where R: 'a,

Mutably borrows self and passes that borrow into the pipe function. Read more
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fn pipe_borrow<'a, B, R>(&'a self, func: impl FnOnce(&'a B) -> R) -> R
where Self: Borrow<B>, B: 'a + ?Sized, R: 'a,

Borrows self, then passes self.borrow() into the pipe function. Read more
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where Self: BorrowMut<B>, B: 'a + ?Sized, R: 'a,

Mutably borrows self, then passes self.borrow_mut() into the pipe function. Read more
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where Self: AsRef<U>, U: 'a + ?Sized, R: 'a,

Borrows self, then passes self.as_ref() into the pipe function.
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fn pipe_as_mut<'a, U, R>(&'a mut self, func: impl FnOnce(&'a mut U) -> R) -> R
where Self: AsMut<U>, U: 'a + ?Sized, R: 'a,

Mutably borrows self, then passes self.as_mut() into the pipe function.
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fn pipe_deref<'a, T, R>(&'a self, func: impl FnOnce(&'a T) -> R) -> R
where Self: Deref<Target = T>, T: 'a + ?Sized, R: 'a,

Borrows self, then passes self.deref() into the pipe function.
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where Self: DerefMut<Target = T> + Deref, T: 'a + ?Sized, R: 'a,

Mutably borrows self, then passes self.deref_mut() into the pipe function.
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Mutable access to a value. Read more
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where Self: Borrow<B>, B: ?Sized,

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where Self: DerefMut<Target = T> + Deref, T: ?Sized,

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