ILP

Struct ILP 

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pub struct ILP {
    pub num_vars: usize,
    pub bounds: Vec<VarBounds>,
    pub constraints: Vec<LinearConstraint>,
    pub objective: Vec<(usize, f64)>,
    pub sense: ObjectiveSense,
}
Expand description

Integer Linear Programming (ILP) problem.

An ILP consists of:

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

§Example

use problemreductions::models::optimization::{ILP, VarBounds, Comparison, LinearConstraint, ObjectiveSense};
use problemreductions::Problem;

// Create a simple ILP: maximize x0 + 2*x1
// subject to: x0 + x1 <= 3, x0, x1 binary
let ilp = ILP::new(
    2,
    vec![VarBounds::binary(), VarBounds::binary()],
    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);

Fields§

§num_vars: usize

Number of variables.

§bounds: Vec<VarBounds>

Bounds for each variable.

§constraints: Vec<LinearConstraint>

Linear constraints.

§objective: Vec<(usize, f64)>

Sparse objective coefficients: (var_index, coefficient).

§sense: ObjectiveSense

Optimization direction.

Implementations§

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impl ILP

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

Create a new ILP problem.

§Arguments
  • num_vars - Number of variables
  • bounds - Bounds for each variable (must have length num_vars)
  • constraints - List of linear constraints
  • objective - Sparse objective coefficients
  • sense - Maximize or minimize
§Panics

Panics if bounds.len() != num_vars.

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

Create a binary ILP (all variables are 0-1).

This is a convenience constructor for common binary optimization problems.

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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 bounds_satisfied(&self, values: &[i64]) -> bool

Check if all bounds are satisfied 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 bounds and constraints).

Trait Implementations§

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impl Clone for ILP

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fn clone(&self) -> ILP

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 Debug for ILP

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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> Deserialize<'de> for ILP

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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 Problem for ILP

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const NAME: &'static str = "ILP"

Base name of this problem type (e.g., “IndependentSet”).
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type GraphType = SimpleGraph

The graph type this problem operates on.
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type Weight = f64

The weight type for this problem.
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type Size = f64

The type used for objective/size values.
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fn num_variables(&self) -> usize

Returns the number of variables in the problem.
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fn num_flavors(&self) -> usize

Returns the number of possible values (flavors) for each variable. For binary problems, this is 2.
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fn problem_size(&self) -> ProblemSize

Returns metadata about the problem size.
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fn energy_mode(&self) -> EnergyMode

Returns whether larger or smaller objective values are better.
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fn solution_size(&self, config: &[usize]) -> SolutionSize<f64>

Evaluate the solution size for a given configuration. Read more
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fn variables(&self) -> Range<usize>

Returns the range of variable indices.
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fn flavors(&self) -> Vec<usize>

Returns the possible flavors as a vector.
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fn is_valid_config(&self, config: &[usize]) -> bool

Check if a configuration is valid for this problem.
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fn solution_size_multiple( &self, configs: &[Vec<usize>], ) -> Vec<SolutionSize<Self::Size>>

Evaluate multiple configurations at once (batch evaluation).
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impl Serialize for ILP

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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

Auto Trait Implementations§

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impl Freeze for ILP

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impl RefUnwindSafe for ILP

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impl Send for ILP

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impl Sync for ILP

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impl Unpin for ILP

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impl UnwindSafe for ILP

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impl<T> Any for T
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Gets the TypeId of self. Read more
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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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Causes self to use its Binary implementation when Debug-formatted.
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