Index

A

adaptiveImplicitMLE (class in pyepo.func.jax.perturbed) (class in pyepo.func.perturbed) adaptiveImplicitMLEFunc (class in pyepo.func.perturbed) addConstr() (pyepo.dsl.compiled.compiledBase method) (pyepo.model.bases.tspABBase method) (pyepo.model.bases.vrpABBase method) (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.opt.optModel method) (pyepo.model.ort.ortcpmodel.optOrtCpModel method) (pyepo.model.ort.ortmodel.optOrtModel method)

Affine (class in pyepo.dsl.expression) affine (pyepo.dsl.expression.Quadratic attribute) AIMLE (in module pyepo.func.jax.perturbed) (in module pyepo.func.perturbed) alpha (pyepo.func.jax.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) arcs (pyepo.model.bases.shortestPathBase attribute) (pyepo.model.opt.optModel attribute) args (pyepo.model.opt.ModelSpec property) autoSklearnPred() (in module pyepo.twostage.autosklearnpred)

B

backward() (pyepo.func.blackbox.blackboxOptFunc static method) (pyepo.func.blackbox.negativeIdentityFunc static method) (pyepo.func.perturbed.adaptiveImplicitMLEFunc static method) (pyepo.func.perturbed.implicitMLEFunc static method) (pyepo.func.perturbed.perturbedFenchelYoungFunc static method) (pyepo.func.perturbed.perturbedOptFunc static method) (pyepo.func.regularized.regularizedFrankWolfeFenchelYoungFunc static method) (pyepo.func.regularized.regularizedFrankWolfeOptFunc static method) (pyepo.func.surrogate.SPOPlusFunc static method) base (pyepo.dsl.expression.ParametricCoef attribute) (pyepo.dsl.expression.ParametricObjective attribute) (pyepo.dsl.expression.ParametricVector attribute)

BINARY (in module pyepo.EPO) (pyepo.EPO.VarType attribute) bind_runtime_state() (in module pyepo.func.runtime) blackboxOpt (class in pyepo.func.blackbox) (class in pyepo.func.jax.blackbox) blackboxOptFunc (class in pyepo.func.blackbox) blocks (pyepo.dsl.expression.Affine attribute) branch_rng (pyepo.func.runtime.RuntimeState attribute) build() (pyepo.model.opt.ModelSpec method)

C

c_pred_index (pyepo.dsl.compiled.compiledBase property) (pyepo.model.opt.optModel property) CallbackBase (in module pyepo.model.copt.tsp) (in module pyepo.model.copt.vrp) calRegret() (in module pyepo.metric.regret) calUnambRegret() (in module pyepo.metric.unambregret) capacity (pyepo.model.bases.knapsackBase attribute) (pyepo.model.bases.vrpABBase attribute) CaVE (in module pyepo.func.cave) (in module pyepo.func.jax.cave) CMAP (in module pyepo.func.contrastive) (in module pyepo.func.jax.contrastive) collate_tight_constraints() (in module pyepo.data.dataset) compile() (pyepo.dsl.problem.Problem method) compiledBase (class in pyepo.dsl.compiled) compiledCoptProblem (class in pyepo.model.copt.compile) compiledGrbProblem (class in pyepo.model.grb.compile) compiledMpaxProblem (class in pyepo.model.mpax.compile) compiledOmoProblem (class in pyepo.model.omo.compile) compiledOrtProblem (class in pyepo.model.ort.compile) compileProblem() (in module pyepo.model.copt.compile) (in module pyepo.model.grb.compile) (in module pyepo.model.mpax.compile) (in module pyepo.model.omo.compile) (in module pyepo.model.ort.compile) compute_regularization() (pyepo.func.regularized.regularizedFrankWolfeOpt method) coneAlignedCosine (class in pyepo.func.cave) (class in pyepo.func.jax.cave) config (pyepo.model.opt.ModelSpec property)

const (pyepo.dsl.expression.Affine attribute) Constraint (class in pyepo.dsl.expression) constraints (pyepo.dsl.problem.Problem attribute) CONTINUOUS (in module pyepo.EPO) (pyepo.EPO.VarType attribute) contrastiveMAP (class in pyepo.func.contrastive) (class in pyepo.func.jax.contrastive) copy() (pyepo.model.bases.tspABBase method) (pyepo.model.bases.vrpABBase method) (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.opt.optModel method) (pyepo.model.ort.ortcpmodel.optOrtCpModel method) (pyepo.model.ort.ortmodel.optOrtModel method) cost_param (pyepo.dsl.expression.ParametricObjective attribute) (pyepo.dsl.objective.Objective property) (pyepo.dsl.problem.Problem attribute) cost_var (pyepo.dsl.expression.ParametricObjective attribute) (pyepo.dsl.objective.Objective property) (pyepo.dsl.problem.Problem attribute) cost_var_name (pyepo.dsl.problem.Problem attribute) costs (pyepo.data.dataset.optDataset attribute) (pyepo.data.dataset.optDatasetConstrs attribute) (pyepo.data.dataset.optDatasetKNN attribute) costToNumpy() (in module pyepo.utils) covariance (pyepo.model.bases.portfolioBase attribute) create_solver_pool() (in module pyepo.func.runtime) ctrs (pyepo.data.dataset.optDatasetConstrs attribute)

D

DBB (in module pyepo.func.blackbox) (in module pyepo.func.jax.blackbox) demands (pyepo.model.bases.vrpABBase attribute) device (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) distribution (pyepo.func.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute)

DPO (in module pyepo.func.jax.perturbed) (in module pyepo.func.perturbed) DPOMul (in module pyepo.func.jax.perturbed) (in module pyepo.func.perturbed)

E

edges (pyepo.model.bases.tspABBase attribute) (pyepo.model.bases.vrpABBase attribute)

expr (pyepo.dsl.objective.Objective attribute)

F

feats (pyepo.data.dataset.optDataset attribute) (pyepo.data.dataset.optDatasetConstrs attribute) (pyepo.data.dataset.optDatasetKNN attribute) finalize() (pyepo.dsl.expression.Affine method) (pyepo.dsl.expression.Constraint method) finalize_Q() (pyepo.dsl.expression.Quadratic method) find() (pyepo.model.utils.unionFind method) fit() (pyepo.twostage.autosklearnpred.NoPreprocessing method) fixed (pyepo.dsl.expression.ParametricObjective attribute) forward() (pyepo.func.abcmodule.optModule method) (pyepo.func.blackbox.blackboxOpt method) (pyepo.func.blackbox.blackboxOptFunc static method) (pyepo.func.blackbox.negativeIdentity method) (pyepo.func.blackbox.negativeIdentityFunc static method) (pyepo.func.cave.coneAlignedCosine method) (pyepo.func.contrastive.contrastiveMAP method) (pyepo.func.contrastive.noiseContrastiveEstimation method) (pyepo.func.jax.abcmodule.optModule method) (pyepo.func.jax.blackbox.blackboxOpt method) (pyepo.func.jax.blackbox.negativeIdentity method) (pyepo.func.jax.cave.coneAlignedCosine method) (pyepo.func.jax.contrastive.contrastiveMAP method) (pyepo.func.jax.contrastive.noiseContrastiveEstimation method) (pyepo.func.jax.perturbed.adaptiveImplicitMLE method) (pyepo.func.jax.perturbed.implicitMLE method) (pyepo.func.jax.perturbed.perturbedFenchelYoung method) (pyepo.func.jax.perturbed.perturbedOpt method) (pyepo.func.jax.rank.listwiseLearningToRank method) (pyepo.func.jax.rank.pairwiseLearningToRank method) (pyepo.func.jax.rank.pointwiseLearningToRank method) (pyepo.func.jax.regularized.regularizedFrankWolfeFenchelYoung method) (pyepo.func.jax.regularized.regularizedFrankWolfeOpt method) (pyepo.func.jax.surrogate.perturbationGradient method) (pyepo.func.jax.surrogate.SPOPlus method) (pyepo.func.perturbed.adaptiveImplicitMLE method) (pyepo.func.perturbed.implicitMLE method) (pyepo.func.perturbed.implicitMLEFunc static method) (pyepo.func.perturbed.perturbedFenchelYoung method) (pyepo.func.perturbed.perturbedFenchelYoungFunc static method) (pyepo.func.perturbed.perturbedOpt method) (pyepo.func.perturbed.perturbedOptFunc static method) (pyepo.func.rank.listwiseLearningToRank method) (pyepo.func.rank.pairwiseLearningToRank method) (pyepo.func.rank.pointwiseLearningToRank method) (pyepo.func.regularized.regularizedFrankWolfeFenchelYoung method) (pyepo.func.regularized.regularizedFrankWolfeFenchelYoungFunc static method) (pyepo.func.regularized.regularizedFrankWolfeOpt method) (pyepo.func.regularized.regularizedFrankWolfeOptFunc static method) (pyepo.func.surrogate.perturbationGradient method) (pyepo.func.surrogate.SPOPlus method) (pyepo.func.surrogate.SPOPlusFunc static method)

from_config() (pyepo.model.opt.optModel class method)

G

gamma (pyepo.model.bases.portfolioBase attribute) genData() (in module pyepo.data.knapsack) (in module pyepo.data.portfolio) (in module pyepo.data.shortestpath) (in module pyepo.data.tsp) get_config() (pyepo.dsl.compiled.compiledBase method) (pyepo.model.bases.knapsackBase method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.opt.optModel method) (pyepo.model.ort.ortmodel.optOrtModel method) get_hyperparameter_search_space() (pyepo.twostage.autosklearnpred.NoPreprocessing static method) get_properties() (pyepo.twostage.autosklearnpred.NoPreprocessing static method) getArgs() (in module pyepo.utils) getTour() (pyepo.model.bases.tspABBase method) (pyepo.model.bases.vrpABBase method) (pyepo.model.copt.tsp.tspGGModelRel method) (pyepo.model.copt.tsp.tspMTZModelRel method) (pyepo.model.copt.vrp.vrpMTZModelRel method) (pyepo.model.grb.tsp.tspGGModelRel method) (pyepo.model.grb.tsp.tspMTZModelRel method) (pyepo.model.grb.vrp.vrpMTZModelRel method) (pyepo.model.omo.tsp.tspGGModelRel method) (pyepo.model.omo.tsp.tspMTZModelRel method) (pyepo.model.omo.vrp.vrpMTZModelRel method)

getTspTour() (in module pyepo.model.utils) grad_norm_avg (pyepo.func.jax.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) grid (pyepo.model.bases.shortestPathBase attribute)

I

IMLE (in module pyepo.func.jax.perturbed) (in module pyepo.func.perturbed) implicitMLE (class in pyepo.func.jax.perturbed) (class in pyepo.func.perturbed) implicitMLEFunc (class in pyepo.func.perturbed) init_runtime() (in module pyepo.func.runtime)

init_solution_pool() (in module pyepo.func.runtime) inner_ratio (pyepo.func.cave.coneAlignedCosine attribute) (pyepo.func.jax.cave.coneAlignedCosine attribute) INTEGER (in module pyepo.EPO) (pyepo.EPO.VarType attribute) items (pyepo.model.bases.knapsackBase attribute)

J

jax (in module pyepo.model.mpax.compile)

jnp (in module pyepo.model.mpax.knapsack) (in module pyepo.model.mpax.shortestpath)

K

k (pyepo.data.dataset.optDatasetKNN attribute) kappa (pyepo.func.jax.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.jax.perturbed.implicitMLE attribute) knapsackBase (class in pyepo.model.bases) knapsackCpModel (class in pyepo.model.ort.knapsack) knapsackModel (class in pyepo.model.copt.knapsack) (class in pyepo.model.grb.knapsack) (class in pyepo.model.mpax.knapsack) (class in pyepo.model.omo.knapsack) (class in pyepo.model.ort.knapsack)

knapsackModel() (in module pyepo.model) (in module pyepo.model.predefined) knapsackModelRel (class in pyepo.model.copt.knapsack) (class in pyepo.model.grb.knapsack) (class in pyepo.model.omo.knapsack) (class in pyepo.model.ort.knapsack)

L

lambd (pyepo.func.blackbox.blackboxOpt attribute) (pyepo.func.jax.blackbox.blackboxOpt attribute) (pyepo.func.jax.perturbed.implicitMLE attribute) (pyepo.func.jax.regularized.regularizedFrankWolfeFenchelYoung attribute) (pyepo.func.jax.regularized.regularizedFrankWolfeOpt attribute) (pyepo.func.perturbed.implicitMLE attribute) (pyepo.func.regularized.regularizedFrankWolfeFenchelYoung attribute) (pyepo.func.regularized.regularizedFrankWolfeOpt attribute) lb (pyepo.dsl.expression.Variable attribute) lhs (pyepo.dsl.expression.Constraint attribute) listwiseLearningToRank (class in pyepo.func.jax.rank) (class in pyepo.func.rank)

local_idx (pyepo.dsl.expression.ParametricObjective attribute) logger (in module pyepo.data.dataset) (in module pyepo.func.abcmodule) (in module pyepo.func.jax.abcmodule) (in module pyepo.func.utils) (in module pyepo.metric.regret) (in module pyepo.metric.unambregret) (in module pyepo.model.mpax.mpaxmodel) lsLTR (in module pyepo.func.jax.rank) (in module pyepo.func.rank)

M

makeAutoSkScorer() (in module pyepo.metric.metrics) makeSkScorer() (in module pyepo.metric.metrics) max_iter (pyepo.func.cave.coneAlignedCosine attribute) (pyepo.func.jax.cave.coneAlignedCosine attribute) (pyepo.func.jax.regularized.regularizedFrankWolfeFenchelYoung attribute) (pyepo.func.jax.regularized.regularizedFrankWolfeOpt attribute) (pyepo.func.regularized.regularizedFrankWolfeFenchelYoung attribute) (pyepo.func.regularized.regularizedFrankWolfeOpt attribute) Maximize (class in pyepo.dsl.objective) MAXIMIZE (in module pyepo.EPO) (pyepo.EPO.ModelSense attribute) Minimize (class in pyepo.dsl.objective) MINIMIZE (in module pyepo.EPO) (pyepo.EPO.ModelSense attribute) model (pyepo.data.dataset.optDataset attribute) (pyepo.data.dataset.optDatasetConstrs attribute) (pyepo.data.dataset.optDatasetKNN attribute) model_type (pyepo.model.opt.ModelSpec attribute) ModelSense (class in pyepo.EPO) modelSense (pyepo.dsl.objective.Maximize attribute) (pyepo.dsl.objective.Minimize attribute) (pyepo.dsl.objective.Objective attribute) (pyepo.dsl.problem.Problem attribute) (pyepo.model.bases.knapsackBase attribute) (pyepo.model.bases.portfolioBase attribute) (pyepo.model.opt.optModel attribute) ModelSpec (class in pyepo.model.opt) module pyepo pyepo.data pyepo.data.dataset pyepo.data.knapsack pyepo.data.portfolio pyepo.data.shortestpath pyepo.data.tsp pyepo.dsl pyepo.dsl.compiled pyepo.dsl.expression pyepo.dsl.objective pyepo.dsl.problem pyepo.EPO pyepo.func pyepo.func.abcmodule pyepo.func.blackbox pyepo.func.cave pyepo.func.contrastive pyepo.func.jax pyepo.func.jax.abcmodule pyepo.func.jax.blackbox pyepo.func.jax.cave pyepo.func.jax.contrastive pyepo.func.jax.perturbed pyepo.func.jax.rank pyepo.func.jax.regularized pyepo.func.jax.surrogate pyepo.func.jax.utils pyepo.func.perturbed pyepo.func.rank pyepo.func.regularized pyepo.func.runtime pyepo.func.surrogate pyepo.func.utils pyepo.metric pyepo.metric.metrics pyepo.metric.mse pyepo.metric.regret pyepo.metric.unambregret pyepo.model pyepo.model.bases pyepo.model.copt pyepo.model.copt.compile pyepo.model.copt.coptmodel pyepo.model.copt.knapsack pyepo.model.copt.portfolio pyepo.model.copt.shortestpath pyepo.model.copt.tsp pyepo.model.copt.vrp pyepo.model.grb pyepo.model.grb.compile pyepo.model.grb.grbmodel pyepo.model.grb.knapsack pyepo.model.grb.portfolio pyepo.model.grb.shortestpath pyepo.model.grb.tsp pyepo.model.grb.vrp pyepo.model.mpax pyepo.model.mpax.compile pyepo.model.mpax.knapsack pyepo.model.mpax.mpaxmodel pyepo.model.mpax.shortestpath pyepo.model.omo pyepo.model.omo.compile pyepo.model.omo.knapsack pyepo.model.omo.omomodel pyepo.model.omo.portfolio pyepo.model.omo.shortestpath pyepo.model.omo.tsp pyepo.model.omo.vrp pyepo.model.opt pyepo.model.ort pyepo.model.ort.compile pyepo.model.ort.knapsack pyepo.model.ort.ortcpmodel pyepo.model.ort.ortmodel pyepo.model.ort.shortestpath pyepo.model.predefined pyepo.model.utils pyepo.twostage pyepo.twostage.autosklearnpred pyepo.twostage.sklearnpred pyepo.utils

MSE() (in module pyepo.metric.mse)

N

n_iterations (pyepo.func.jax.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.jax.perturbed.implicitMLE attribute) (pyepo.func.utils.sumGammaDistribution attribute) n_samples (pyepo.func.jax.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.jax.perturbed.implicitMLE attribute) (pyepo.func.jax.perturbed.perturbedFenchelYoung attribute) (pyepo.func.jax.perturbed.perturbedOpt attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute) (pyepo.func.perturbed.perturbedFenchelYoung attribute) (pyepo.func.perturbed.perturbedOpt attribute) name (pyepo.dsl.expression.Parameter attribute) (pyepo.dsl.expression.Variable attribute) NCE (in module pyepo.func.contrastive) (in module pyepo.func.jax.contrastive) negativeIdentity (class in pyepo.func.blackbox) (class in pyepo.func.jax.blackbox) negativeIdentityFunc (class in pyepo.func.blackbox) NID (in module pyepo.func.blackbox) (in module pyepo.func.jax.blackbox)

nodes (pyepo.model.bases.tspABBase attribute) (pyepo.model.bases.vrpABBase attribute) noiseContrastiveEstimation (class in pyepo.func.contrastive) (class in pyepo.func.jax.contrastive) NoPreprocessing (class in pyepo.twostage.autosklearnpred) normalize_processes() (in module pyepo.func.runtime) num_assets (pyepo.model.bases.portfolioBase attribute) num_cost (pyepo.dsl.compiled.compiledBase property) (pyepo.dsl.problem.Problem property) (pyepo.model.bases.knapsackBase property) (pyepo.model.bases.portfolioBase property) (pyepo.model.bases.shortestPathBase property) (pyepo.model.bases.tspABBase property) (pyepo.model.bases.vrpABBase property) (pyepo.model.grb.grbmodel.optGrbModel property) (pyepo.model.mpax.mpaxmodel.optMpaxModel property) (pyepo.model.opt.optModel property) num_nodes (pyepo.model.bases.tspABBase attribute) (pyepo.model.bases.vrpABBase attribute) num_vehicle (pyepo.model.bases.vrpABBase attribute)

O

Objective (class in pyepo.dsl.objective) objective (pyepo.dsl.problem.Problem attribute) objs (pyepo.data.dataset.optDataset attribute) (pyepo.data.dataset.optDatasetConstrs attribute) (pyepo.data.dataset.optDatasetKNN attribute) optCoptModel (class in pyepo.model.copt.coptmodel) optDataLoader (class in pyepo.data.dataset) optDataset (class in pyepo.data.dataset) optDatasetConstrs (class in pyepo.data.dataset) optDatasetKNN (class in pyepo.data.dataset)

optGrbModel (class in pyepo.model.grb.grbmodel) optModel (class in pyepo.model.opt) optmodel (pyepo.func.abcmodule.optModule attribute) (pyepo.func.jax.abcmodule.optModule attribute) (pyepo.func.runtime.RuntimeState attribute) optModule (class in pyepo.func.abcmodule) (class in pyepo.func.jax.abcmodule) optMpaxModel (class in pyepo.model.mpax.mpaxmodel) optOmoModel (class in pyepo.model.omo.omomodel) optOrtCpModel (class in pyepo.model.ort.ortcpmodel) optOrtModel (class in pyepo.model.ort.ortmodel)

P

pairwiseLearningToRank (class in pyepo.func.jax.rank) (class in pyepo.func.rank) param (pyepo.dsl.expression.ParametricCoef attribute) (pyepo.dsl.expression.ParametricVector attribute) Parameter (class in pyepo.dsl.expression) ParametricCoef (class in pyepo.dsl.expression) ParametricObjective (class in pyepo.dsl.expression) ParametricVector (class in pyepo.dsl.expression) params (pyepo.dsl.compiled.compiledBase attribute) (pyepo.model.omo.compile.compiledOmoProblem attribute) (pyepo.model.ort.compile.compiledOrtProblem attribute) parent (pyepo.model.utils.unionFind attribute) perturbationGradient (class in pyepo.func.jax.surrogate) (class in pyepo.func.surrogate) perturbedFenchelYoung (class in pyepo.func.jax.perturbed) (class in pyepo.func.perturbed) perturbedFenchelYoungFunc (class in pyepo.func.perturbed) perturbedFenchelYoungMul (class in pyepo.func.jax.perturbed) (class in pyepo.func.perturbed) perturbedOpt (class in pyepo.func.jax.perturbed) (class in pyepo.func.perturbed) perturbedOptFunc (class in pyepo.func.perturbed) perturbedOptMul (class in pyepo.func.jax.perturbed) (class in pyepo.func.perturbed) PFY (in module pyepo.func.jax.perturbed) (in module pyepo.func.perturbed) PFYMul (in module pyepo.func.jax.perturbed) (in module pyepo.func.perturbed) PG (in module pyepo.func.jax.surrogate) (in module pyepo.func.surrogate) pointwiseLearningToRank (class in pyepo.func.jax.rank) (class in pyepo.func.rank) pool (pyepo.func.abcmodule.optModule attribute) (pyepo.func.jax.abcmodule.optModule attribute) (pyepo.func.runtime.RuntimeState attribute) portfolioBase (class in pyepo.model.bases) portfolioModel (class in pyepo.model.copt.portfolio) (class in pyepo.model.grb.portfolio) (class in pyepo.model.omo.portfolio) portfolioModel() (in module pyepo.model) (in module pyepo.model.predefined) prLTR (in module pyepo.func.jax.rank) (in module pyepo.func.rank) Problem (class in pyepo.dsl.problem) problem (pyepo.dsl.compiled.compiledBase attribute) (pyepo.model.omo.compile.compiledOmoProblem attribute) (pyepo.model.ort.compile.compiledOrtProblem attribute) processes (pyepo.func.abcmodule.optModule attribute) (pyepo.func.jax.abcmodule.optModule attribute) (pyepo.func.runtime.RuntimeState attribute) ptLTR (in module pyepo.func.jax.rank) (in module pyepo.func.rank) pyepo module pyepo.data module pyepo.data.dataset module pyepo.data.knapsack module pyepo.data.portfolio module pyepo.data.shortestpath module pyepo.data.tsp module pyepo.dsl module pyepo.dsl.compiled module pyepo.dsl.expression module pyepo.dsl.objective module pyepo.dsl.problem module pyepo.EPO module pyepo.func module pyepo.func.abcmodule module pyepo.func.blackbox module pyepo.func.cave module pyepo.func.contrastive module pyepo.func.jax module pyepo.func.jax.abcmodule module pyepo.func.jax.blackbox module pyepo.func.jax.cave module pyepo.func.jax.contrastive module pyepo.func.jax.perturbed module pyepo.func.jax.rank module pyepo.func.jax.regularized module pyepo.func.jax.surrogate module pyepo.func.jax.utils module pyepo.func.perturbed module

pyepo.func.rank module pyepo.func.regularized module pyepo.func.runtime module pyepo.func.surrogate module pyepo.func.utils module pyepo.metric module pyepo.metric.metrics module pyepo.metric.mse module pyepo.metric.regret module pyepo.metric.unambregret module pyepo.model module pyepo.model.bases module pyepo.model.copt module pyepo.model.copt.compile module pyepo.model.copt.coptmodel module pyepo.model.copt.knapsack module pyepo.model.copt.portfolio module pyepo.model.copt.shortestpath module pyepo.model.copt.tsp module pyepo.model.copt.vrp module pyepo.model.grb module pyepo.model.grb.compile module pyepo.model.grb.grbmodel module pyepo.model.grb.knapsack module pyepo.model.grb.portfolio module pyepo.model.grb.shortestpath module pyepo.model.grb.tsp module pyepo.model.grb.vrp module pyepo.model.mpax module pyepo.model.mpax.compile module pyepo.model.mpax.knapsack module pyepo.model.mpax.mpaxmodel module pyepo.model.mpax.shortestpath module pyepo.model.omo module pyepo.model.omo.compile module pyepo.model.omo.knapsack module pyepo.model.omo.omomodel module pyepo.model.omo.portfolio module pyepo.model.omo.shortestpath module pyepo.model.omo.tsp module pyepo.model.omo.vrp module pyepo.model.opt module pyepo.model.ort module pyepo.model.ort.compile module pyepo.model.ort.knapsack module pyepo.model.ort.ortcpmodel module pyepo.model.ort.ortmodel module pyepo.model.ort.shortestpath module pyepo.model.predefined module pyepo.model.utils module pyepo.twostage module pyepo.twostage.autosklearnpred module pyepo.twostage.sklearnpred module pyepo.utils module

Q

Q (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) quad (pyepo.dsl.expression.ParametricObjective attribute) (pyepo.dsl.expression.Quadratic attribute)

Quadratic (class in pyepo.dsl.expression)

R

rebuild() (pyepo.model.opt.optModel method) recycle_cuts (pyepo.model.grb.tsp.tspDFJModel attribute) (pyepo.model.grb.vrp.vrpRCIModel attribute) Reduction (in module pyepo.func.runtime) reduction (pyepo.func.abcmodule.optModule attribute) (pyepo.func.jax.abcmodule.optModule attribute) (pyepo.func.runtime.RuntimeState attribute) regret() (in module pyepo.metric.regret) regularizedFrankWolfeFenchelYoung (class in pyepo.func.jax.regularized) (class in pyepo.func.regularized) regularizedFrankWolfeFenchelYoungFunc (class in pyepo.func.regularized) regularizedFrankWolfeOpt (class in pyepo.func.jax.regularized) (class in pyepo.func.regularized) regularizedFrankWolfeOptFunc (class in pyepo.func.regularized) relax() (pyepo.dsl.compiled.compiledBase method) (pyepo.dsl.problem.Problem method) (pyepo.model.copt.knapsack.knapsackModel method) (pyepo.model.copt.knapsack.knapsackModelRel method) (pyepo.model.copt.tsp.tspGGModel method) (pyepo.model.copt.tsp.tspGGModelRel method) (pyepo.model.copt.tsp.tspMTZModel method) (pyepo.model.copt.tsp.tspMTZModelRel method) (pyepo.model.copt.vrp.vrpMTZModel method) (pyepo.model.copt.vrp.vrpMTZModelRel method) (pyepo.model.grb.knapsack.knapsackModel method) (pyepo.model.grb.knapsack.knapsackModelRel method) (pyepo.model.grb.tsp.tspGGModel method) (pyepo.model.grb.tsp.tspGGModelRel method) (pyepo.model.grb.tsp.tspMTZModel method) (pyepo.model.grb.tsp.tspMTZModelRel method) (pyepo.model.grb.vrp.vrpMTZModel method) (pyepo.model.grb.vrp.vrpMTZModelRel method) (pyepo.model.omo.knapsack.knapsackModel method) (pyepo.model.omo.knapsack.knapsackModelRel method) (pyepo.model.omo.tsp.tspGGModel method) (pyepo.model.omo.tsp.tspGGModelRel method) (pyepo.model.omo.tsp.tspMTZModel method) (pyepo.model.omo.tsp.tspMTZModelRel method) (pyepo.model.omo.vrp.vrpMTZModel method) (pyepo.model.omo.vrp.vrpMTZModelRel method) (pyepo.model.opt.optModel method) (pyepo.model.ort.knapsack.knapsackModel method) (pyepo.model.ort.knapsack.knapsackModelRel method) (pyepo.model.ort.ortcpmodel.optOrtCpModel method)

relu (pyepo.func.rank.pairwiseLearningToRank attribute) RFWO (in module pyepo.func.jax.regularized) (in module pyepo.func.regularized) RFY (in module pyepo.func.jax.regularized) (in module pyepo.func.regularized) rhs (pyepo.dsl.expression.Constraint attribute) risk_level (pyepo.model.bases.portfolioBase property) rnd (pyepo.func.utils.sumGammaDistribution attribute) RuntimeState (class in pyepo.func.runtime)

S

sample() (pyepo.func.utils.sumGammaDistribution method) seed (pyepo.func.perturbed.perturbedFenchelYoung attribute) (pyepo.func.perturbed.perturbedOpt attribute) (pyepo.func.utils.sumGammaDistribution attribute) sel (pyepo.dsl.expression.ParametricVector attribute) sense (pyepo.dsl.expression.Constraint attribute) setObj() (pyepo.dsl.compiled.compiledBase method) (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.copt.tsp.tspABModel method) (pyepo.model.copt.tsp.tspDFJModel method) (pyepo.model.copt.vrp.vrpMTZModel method) (pyepo.model.copt.vrp.vrpRCIModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.grb.tsp.tspABModel method) (pyepo.model.grb.tsp.tspDFJModel method) (pyepo.model.grb.vrp.vrpMTZModel method) (pyepo.model.grb.vrp.vrpRCIModel method) (pyepo.model.mpax.compile.compiledMpaxProblem method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.opt.optModel method) (pyepo.model.ort.ortcpmodel.optOrtCpModel method) (pyepo.model.ort.ortmodel.optOrtModel method) shape (pyepo.dsl.expression.Affine attribute) (pyepo.dsl.expression.Parameter attribute) (pyepo.dsl.expression.Variable attribute) shortestPathBase (class in pyepo.model.bases) shortestPathCpModel (class in pyepo.model.ort.shortestpath) shortestPathModel (class in pyepo.model.copt.shortestpath) (class in pyepo.model.grb.shortestpath) (class in pyepo.model.mpax.shortestpath) (class in pyepo.model.omo.shortestpath) (class in pyepo.model.ort.shortestpath) shortestPathModel() (in module pyepo.model) (in module pyepo.model.predefined) sigma (pyepo.func.jax.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.jax.perturbed.implicitMLE attribute) (pyepo.func.jax.perturbed.perturbedFenchelYoung attribute) (pyepo.func.jax.perturbed.perturbedOpt attribute) (pyepo.func.jax.surrogate.perturbationGradient attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute) (pyepo.func.perturbed.perturbedFenchelYoung attribute) (pyepo.func.perturbed.perturbedOpt attribute) (pyepo.func.surrogate.perturbationGradient attribute) size (pyepo.dsl.expression.Affine attribute) (pyepo.dsl.expression.Parameter attribute) (pyepo.dsl.expression.Variable attribute) skip_infeas (pyepo.data.dataset.optDatasetConstrs attribute) sklearnPred() (in module pyepo.twostage.sklearnpred) smartPredictThenOptimizePlus (in module pyepo.func.jax.surrogate) (in module pyepo.func.surrogate) solpool (pyepo.func.abcmodule.optModule attribute) (pyepo.func.jax.abcmodule.optModule attribute)

sols (pyepo.data.dataset.optDataset attribute) (pyepo.data.dataset.optDatasetConstrs attribute) (pyepo.data.dataset.optDatasetKNN attribute) solve() (pyepo.dsl.compiled.compiledBase method) (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.copt.tsp.tspABModel method) (pyepo.model.copt.tsp.tspDFJModel method) (pyepo.model.copt.tsp.tspGGModelRel method) (pyepo.model.copt.tsp.tspMTZModelRel method) (pyepo.model.copt.vrp.vrpMTZModel method) (pyepo.model.copt.vrp.vrpMTZModelRel method) (pyepo.model.copt.vrp.vrpRCIModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.grb.tsp.tspABModel method) (pyepo.model.grb.tsp.tspDFJModel method) (pyepo.model.grb.tsp.tspGGModelRel method) (pyepo.model.grb.tsp.tspMTZModelRel method) (pyepo.model.grb.vrp.vrpMTZModel method) (pyepo.model.grb.vrp.vrpMTZModelRel method) (pyepo.model.grb.vrp.vrpRCIModel method) (pyepo.model.mpax.compile.compiledMpaxProblem method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.omo.tsp.tspABModel method) (pyepo.model.omo.tsp.tspGGModelRel method) (pyepo.model.omo.tsp.tspMTZModelRel method) (pyepo.model.omo.vrp.vrpMTZModel method) (pyepo.model.omo.vrp.vrpMTZModelRel method) (pyepo.model.opt.optModel method) (pyepo.model.ort.ortcpmodel.optOrtCpModel method) (pyepo.model.ort.ortmodel.optOrtModel method) solve_ratio (pyepo.func.abcmodule.optModule attribute) (pyepo.func.cave.coneAlignedCosine attribute) (pyepo.func.jax.abcmodule.optModule attribute) (pyepo.func.jax.cave.coneAlignedCosine attribute) (pyepo.func.runtime.RuntimeState attribute) solver (pyepo.model.omo.compile.compiledOmoProblem attribute) (pyepo.model.omo.omomodel.optOmoModel attribute) (pyepo.model.ort.compile.compiledOrtProblem attribute) (pyepo.model.ort.ortmodel.optOrtModel attribute) SPOError() (in module pyepo.metric.metrics) SPOPlus (class in pyepo.func.jax.surrogate) (class in pyepo.func.surrogate) SPOPlusFunc (class in pyepo.func.surrogate) step (pyepo.func.jax.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) sum() (in module pyepo.dsl) (pyepo.dsl.expression.Affine method) (pyepo.dsl.expression.ParametricObjective method) (pyepo.dsl.expression.ParametricVector method) (pyepo.dsl.expression.Variable method) sumGammaDistribution (class in pyepo.func.utils)

T

T (in module pyepo.func.runtime) to_spec() (pyepo.model.opt.optModel method) tol (pyepo.func.jax.regularized.regularizedFrankWolfeFenchelYoung attribute) (pyepo.func.jax.regularized.regularizedFrankWolfeOpt attribute) (pyepo.func.regularized.regularizedFrankWolfeFenchelYoung attribute) (pyepo.func.regularized.regularizedFrankWolfeOpt attribute) transform() (pyepo.twostage.autosklearnpred.NoPreprocessing method) tspABBase (class in pyepo.model.bases) tspABModel (class in pyepo.model.copt.tsp) (class in pyepo.model.grb.tsp) (class in pyepo.model.omo.tsp) tspDFJModel (class in pyepo.model.copt.tsp) (class in pyepo.model.grb.tsp) tspGGModel (class in pyepo.model.copt.tsp) (class in pyepo.model.grb.tsp) (class in pyepo.model.omo.tsp)

tspGGModelRel (class in pyepo.model.copt.tsp) (class in pyepo.model.grb.tsp) (class in pyepo.model.omo.tsp) tspModel() (in module pyepo.model) (in module pyepo.model.predefined) tspMTZModel (class in pyepo.model.copt.tsp) (class in pyepo.model.grb.tsp) (class in pyepo.model.omo.tsp) tspMTZModelRel (class in pyepo.model.copt.tsp) (class in pyepo.model.grb.tsp) (class in pyepo.model.omo.tsp) two_sides (pyepo.func.jax.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.jax.perturbed.implicitMLE attribute) (pyepo.func.jax.surrogate.perturbationGradient attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute) (pyepo.func.surrogate.perturbationGradient attribute)

U

ub (pyepo.dsl.expression.Variable attribute) unambRegret() (in module pyepo.metric.unambregret) union() (pyepo.model.utils.unionFind method) unionFind (class in pyepo.model.utils)

use_sparse_matrix (pyepo.model.mpax.compile.compiledMpaxProblem attribute) (pyepo.model.mpax.knapsack.knapsackModel attribute) (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.shortestpath.shortestPathModel attribute)

V

Variable (class in pyepo.dsl.expression) variables() (pyepo.dsl.expression.Constraint method) variance_reduction (pyepo.func.jax.perturbed.perturbedOpt attribute) (pyepo.func.perturbed.perturbedOpt attribute) VarType (class in pyepo.EPO) vrpABBase (class in pyepo.model.bases) vrpABModel (class in pyepo.model.copt.vrp) (class in pyepo.model.grb.vrp) (class in pyepo.model.omo.vrp) vrpModel() (in module pyepo.model) (in module pyepo.model.predefined)

vrpMTZModel (class in pyepo.model.copt.vrp) (class in pyepo.model.grb.vrp) (class in pyepo.model.omo.vrp) vrpMTZModelRel (class in pyepo.model.copt.vrp) (class in pyepo.model.grb.vrp) (class in pyepo.model.omo.vrp) vrpRCIModel (class in pyepo.model.copt.vrp) (class in pyepo.model.grb.vrp) vtype (pyepo.dsl.expression.Variable attribute)

W

weight (pyepo.data.dataset.optDatasetKNN attribute)

weights (pyepo.model.bases.knapsackBase attribute)

Κ

κ (pyepo.func.utils.sumGammaDistribution attribute)