Index

_

__getitem__() (pyepo.data.dataset.optDataset method) __len__() (pyepo.data.dataset.optDataset method) __repr__() (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.copt.optCoptModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.grb.optGrbModel method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.mpax.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.omo.optOmoModel method) (pyepo.model.opt.optModel method) _cache_in_pass() (in module pyepo.func.perturbed) (in module pyepo.func.utlis) _check_sol() (in module pyepo.func.utlis) _constructMatrix() (pyepo.model.mpax.knapsack.knapsackModel method) (pyepo.model.mpax.knapsackModel method) (pyepo.model.mpax.shortestpath.shortestPathModel method) (pyepo.model.mpax.shortestPathModel method) _finiteDifference() (pyepo.func.perturbationGradient method) (pyepo.func.surrogate.perturbationGradient method) _getArcs() (pyepo.model.copt.shortestpath.shortestPathModel method) (pyepo.model.copt.shortestPathModel method) (pyepo.model.grb.shortestpath.shortestPathModel method) (pyepo.model.grb.shortestPathModel method) (pyepo.model.mpax.shortestpath.shortestPathModel method) (pyepo.model.mpax.shortestPathModel method) (pyepo.model.omo.shortestpath.shortestPathModel method) (pyepo.model.omo.shortestPathModel method) _getKNN() (pyepo.data.dataset.optDatasetKNN method) _getModel() (pyepo.model.copt.knapsack.knapsackModel method) (pyepo.model.copt.knapsack.knapsackModelRel method) (pyepo.model.copt.knapsackModel method) (pyepo.model.copt.knapsackModelRel method) (pyepo.model.copt.shortestpath.shortestPathModel method) (pyepo.model.copt.shortestPathModel method) (pyepo.model.grb.knapsack.knapsackModel method) (pyepo.model.grb.knapsack.knapsackModelRel method) (pyepo.model.grb.knapsackModel method) (pyepo.model.grb.portfolio.portfolioModel method) (pyepo.model.grb.portfolioModel method) (pyepo.model.grb.shortestpath.shortestPathModel method) (pyepo.model.grb.shortestPathModel method) (pyepo.model.grb.tsp.tspDFJModel 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.tspDFJModel method) (pyepo.model.grb.tspGGModel method) (pyepo.model.grb.tspMTZModel method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.mpax.optMpaxModel method) (pyepo.model.omo.knapsack.knapsackModel method) (pyepo.model.omo.knapsack.knapsackModelRel method) (pyepo.model.omo.knapsackModel method) (pyepo.model.omo.knapsackModelRel method) (pyepo.model.omo.shortestpath.shortestPathModel method) (pyepo.model.omo.shortestPathModel method) (pyepo.model.opt.optModel method)

_getRiskLevel() (pyepo.model.grb.portfolio.portfolioModel method) (pyepo.model.grb.portfolioModel method) _getSols() (pyepo.data.dataset.optDataset method) (pyepo.data.dataset.optDatasetKNN method) _HAS_AUTO (in module pyepo.twostage.autosklearnpred) _HAS_GUROBI (in module pyepo.model.grb.grbmodel) (in module pyepo.model.grb.knapsack) (in module pyepo.model.grb.portfolio) (in module pyepo.model.grb.shortestpath) (in module pyepo.model.grb.tsp) _HAS_MPAX (in module pyepo.model.mpax.knapsack) (in module pyepo.model.mpax.mpaxmodel) (in module pyepo.model.mpax.shortestpath) _HAS_PYOMO (in module pyepo.model.omo.knapsack) (in module pyepo.model.omo.omomodel) (in module pyepo.model.omo.shortestpath) _jitted_solve() (pyepo.model.mpax.mpaxmodel.optMpaxModel static method) (pyepo.model.mpax.optMpaxModel static method) _model (pyepo.model.copt.coptmodel.optCoptModel attribute) (pyepo.model.copt.knapsack.knapsackModel attribute) (pyepo.model.copt.knapsackModel attribute) (pyepo.model.copt.optCoptModel attribute) (pyepo.model.copt.shortestpath.shortestPathModel attribute) (pyepo.model.copt.shortestPathModel attribute) (pyepo.model.grb.grbmodel.optGrbModel attribute) (pyepo.model.grb.knapsack.knapsackModel attribute) (pyepo.model.grb.knapsackModel attribute) (pyepo.model.grb.optGrbModel attribute) (pyepo.model.grb.portfolio.portfolioModel attribute) (pyepo.model.grb.portfolioModel attribute) (pyepo.model.grb.shortestpath.shortestPathModel attribute) (pyepo.model.grb.shortestPathModel attribute) (pyepo.model.grb.tsp.tspABModel attribute) (pyepo.model.grb.tsp.tspDFJModel attribute) (pyepo.model.grb.tsp.tspGGModel attribute) (pyepo.model.grb.tsp.tspGGModelRel attribute) (pyepo.model.grb.tsp.tspMTZModel attribute) (pyepo.model.grb.tsp.tspMTZModelRel attribute) (pyepo.model.grb.tspDFJModel attribute) (pyepo.model.grb.tspGGModel attribute) (pyepo.model.grb.tspMTZModel attribute) (pyepo.model.mpax.knapsack.knapsackModel attribute) (pyepo.model.mpax.knapsackModel attribute) (pyepo.model.omo.knapsack.knapsackModel attribute) (pyepo.model.omo.knapsackModel attribute) (pyepo.model.omo.omomodel.optOmoModel attribute) (pyepo.model.omo.optOmoModel attribute) (pyepo.model.omo.shortestpath.shortestPathModel attribute) (pyepo.model.omo.shortestPathModel attribute) (pyepo.model.opt.optModel attribute) _solve() (pyepo.data.dataset.optDataset method) _solve_in_pass() (in module pyepo.func.perturbed) (in module pyepo.func.utlis) _solve_or_cache() (in module pyepo.func.perturbed) (in module pyepo.func.utlis) _solveWithObj4Par() (in module pyepo.func.perturbed) (in module pyepo.func.utlis) _subtourelim() (pyepo.model.grb.tsp.tspDFJModel static method) (pyepo.model.grb.tspDFJModel static method) _update_solution_pool() (pyepo.func.abcmodule.optModule method)

A

A (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute) adaptiveImplicitMLE (class in pyepo.func) (class in pyepo.func.perturbed) adaptiveImplicitMLEFunc (class in pyepo.func.perturbed) addConstr() (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.copt.optCoptModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.grb.optGrbModel method) (pyepo.model.grb.tsp.tspDFJModel method) (pyepo.model.grb.tsp.tspGGModel method) (pyepo.model.grb.tsp.tspMTZModel method) (pyepo.model.grb.tspDFJModel method) (pyepo.model.grb.tspGGModel method) (pyepo.model.grb.tspMTZModel method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.mpax.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.omo.optOmoModel method) (pyepo.model.opt.optModel method)

aimle (pyepo.func.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) alpha (pyepo.func.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) arcs (pyepo.model.copt.shortestpath.shortestPathModel attribute), [1] (pyepo.model.copt.shortestPathModel attribute), [1] (pyepo.model.grb.shortestpath.shortestPathModel attribute), [1] (pyepo.model.grb.shortestPathModel attribute), [1] (pyepo.model.mpax.shortestpath.shortestPathModel attribute), [1] (pyepo.model.mpax.shortestPathModel attribute), [1] (pyepo.model.omo.shortestpath.shortestPathModel attribute), [1] (pyepo.model.omo.shortestPathModel attribute), [1] autoSklearnPred() (in module pyepo.twostage) (in module pyepo.twostage.autosklearnpred)

B

b (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute) 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.surrogate.SPOPlusFunc static method)

batch_optimize (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute) blackboxOpt (class in pyepo.func) (class in pyepo.func.blackbox) blackboxOptFunc (class in pyepo.func.blackbox)

C

calRegret() (in module pyepo.metric) (in module pyepo.metric.regret) calUnambRegret() (in module pyepo.metric) (in module pyepo.metric.unambregret) capacity (pyepo.model.copt.knapsack.knapsackModel attribute), [1] (pyepo.model.copt.knapsackModel attribute), [1] (pyepo.model.grb.knapsack.knapsackModel attribute), [1] (pyepo.model.grb.knapsackModel attribute), [1] (pyepo.model.mpax.knapsack.knapsackModel attribute), [1] (pyepo.model.mpax.knapsackModel attribute), [1] (pyepo.model.omo.knapsack.knapsackModel attribute), [1] (pyepo.model.omo.knapsackModel attribute), [1] contrastiveMAP (class in pyepo.func) (class in pyepo.func.contrastive) copy() (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.copt.optCoptModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.grb.optGrbModel method) (pyepo.model.grb.tsp.tspABModel method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.mpax.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.omo.optOmoModel method) (pyepo.model.opt.optModel method)

cost (in module pyepo.model.copt.knapsack) (in module pyepo.model.copt.shortestpath) (in module pyepo.model.grb.knapsack) (in module pyepo.model.grb.shortestpath) (in module pyepo.model.mpax.knapsack) (in module pyepo.model.mpax.shortestpath) (in module pyepo.model.omo.knapsack) (in module pyepo.model.omo.shortestpath) costs (pyepo.data.dataset.optDataset attribute), [1] (pyepo.data.dataset.optDatasetKNN attribute), [1] covariance (pyepo.model.grb.portfolio.portfolioModel attribute), [1] (pyepo.model.grb.portfolioModel attribute), [1]

D

dbb (pyepo.func.blackbox.blackboxOpt attribute) (pyepo.func.blackboxOpt attribute) device (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute)

distribution (pyepo.func.adaptiveImplicitMLE attribute) (pyepo.func.implicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute)

E

edges (pyepo.model.grb.tsp.tspABModel attribute), [1] (pyepo.model.grb.tsp.tspDFJModel attribute) (pyepo.model.grb.tsp.tspGGModel attribute) (pyepo.model.grb.tsp.tspGGModelRel attribute) (pyepo.model.grb.tsp.tspMTZModel attribute) (pyepo.model.grb.tsp.tspMTZModelRel attribute) (pyepo.model.grb.tspDFJModel attribute) (pyepo.model.grb.tspGGModel attribute) (pyepo.model.grb.tspMTZModel attribute)

F

feats (pyepo.data.dataset.optDataset attribute), [1] (pyepo.data.dataset.optDatasetKNN attribute), [1] find() (pyepo.model.grb.tsp.unionFind method) forward() (pyepo.func.abcmodule.optModule method) (pyepo.func.adaptiveImplicitMLE 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.blackboxOpt method) (pyepo.func.contrastive.contrastiveMAP method) (pyepo.func.contrastive.NCE method) (pyepo.func.contrastiveMAP method) (pyepo.func.implicitMLE method) (pyepo.func.listwiseLTR method) (pyepo.func.NCE method) (pyepo.func.negativeIdentity method) (pyepo.func.pairwiseLTR method) (pyepo.func.perturbationGradient 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.perturbedFenchelYoung method) (pyepo.func.perturbedOpt method) (pyepo.func.pointwiseLTR method) (pyepo.func.rank.listwiseLTR method) (pyepo.func.rank.pairwiseLTR method) (pyepo.func.rank.pointwiseLTR method) (pyepo.func.SPOPlus method) (pyepo.func.surrogate.perturbationGradient method) (pyepo.func.surrogate.SPOPlus method) (pyepo.func.surrogate.SPOPlusFunc static method)

G

G (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute) genData() (in module pyepo.data.knapsack) (in module pyepo.data.portfolio) (in module pyepo.data.shortestpath) (in module pyepo.data.tsp) getArgs() (in module pyepo.utlis) getTour() (pyepo.model.grb.tsp.tspABModel method) (pyepo.model.grb.tsp.tspGGModelRel method) (pyepo.model.grb.tsp.tspMTZModelRel method)

grad_norm_avg (pyepo.func.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) grid (pyepo.model.copt.shortestpath.shortestPathModel attribute), [1] (pyepo.model.copt.shortestPathModel attribute), [1] (pyepo.model.grb.shortestpath.shortestPathModel attribute), [1] (pyepo.model.grb.shortestPathModel attribute), [1] (pyepo.model.mpax.shortestpath.shortestPathModel attribute), [1] (pyepo.model.mpax.shortestPathModel attribute), [1] (pyepo.model.omo.shortestpath.shortestPathModel attribute), [1] (pyepo.model.omo.shortestPathModel attribute), [1]

H

h (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute)

I

imle (pyepo.func.implicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute) implicitMLE (class in pyepo.func) (class in pyepo.func.perturbed) implicitMLEFunc (class in pyepo.func.perturbed) items (pyepo.model.copt.knapsack.knapsackModel attribute), [1] (pyepo.model.copt.knapsackModel attribute), [1] (pyepo.model.grb.knapsack.knapsackModel attribute), [1] (pyepo.model.grb.knapsackModel attribute), [1] (pyepo.model.mpax.knapsack.knapsackModel attribute), [1] (pyepo.model.mpax.knapsackModel attribute), [1] (pyepo.model.omo.knapsack.knapsackModel attribute), [1] (pyepo.model.omo.knapsackModel attribute), [1]

J

jitted_solve (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute)

K

k (pyepo.data.dataset.optDatasetKNN attribute), [1] knapsackModel (class in pyepo.model.copt) (class in pyepo.model.copt.knapsack) (class in pyepo.model.grb) (class in pyepo.model.grb.knapsack) (class in pyepo.model.mpax) (class in pyepo.model.mpax.knapsack) (class in pyepo.model.omo) (class in pyepo.model.omo.knapsack)

knapsackModelRel (class in pyepo.model.copt) (class in pyepo.model.copt.knapsack) (class in pyepo.model.grb.knapsack) (class in pyepo.model.omo) (class in pyepo.model.omo.knapsack)

L

l (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute), [1] (pyepo.model.mpax.optMpaxModel attribute), [1] lambd (pyepo.func.blackbox.blackboxOpt attribute) (pyepo.func.blackboxOpt attribute) (pyepo.func.implicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute)

listwiseLTR (class in pyepo.func) (class in pyepo.func.rank)

M

makeAutoSkScorer() (in module pyepo.metric) (in module pyepo.metric.metrics) makeSkScorer() (in module pyepo.metric) (in module pyepo.metric.metrics) makeTestMSEScorer() (in module pyepo.metric.metrics) MAXIMIZE (in module pyepo.EPO) MINIMIZE (in module pyepo.EPO) minimize (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute) model (pyepo.data.dataset.optDataset attribute), [1] (pyepo.data.dataset.optDatasetKNN attribute), [1] modelSense (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute) (pyepo.model.mpax.optMpaxModel attribute) module pyepo pyepo.data pyepo.data.dataset, [1] pyepo.data.knapsack, [1] pyepo.data.portfolio, [1] pyepo.data.shortestpath, [1] pyepo.data.tsp, [1] pyepo.EPO pyepo.func pyepo.func.abcmodule pyepo.func.blackbox pyepo.func.contrastive pyepo.func.perturbed pyepo.func.rank pyepo.func.surrogate pyepo.func.utlis pyepo.metric pyepo.metric.metrics pyepo.metric.mse pyepo.metric.regret pyepo.metric.unambregret pyepo.model pyepo.model.copt, [1] pyepo.model.copt.coptmodel, [1] pyepo.model.copt.knapsack, [1] pyepo.model.copt.shortestpath, [1] pyepo.model.grb, [1] pyepo.model.grb.grbmodel, [1] pyepo.model.grb.knapsack, [1] pyepo.model.grb.portfolio, [1] pyepo.model.grb.shortestpath, [1] pyepo.model.grb.tsp, [1] pyepo.model.grb.vrp pyepo.model.mpax, [1] pyepo.model.mpax.knapsack, [1] pyepo.model.mpax.mpaxmodel, [1] pyepo.model.mpax.shortestpath, [1] pyepo.model.omo, [1] pyepo.model.omo.knapsack, [1] pyepo.model.omo.omomodel, [1] pyepo.model.omo.shortestpath, [1] pyepo.model.opt, [1] pyepo.twostage pyepo.twostage.autosklearnpred pyepo.twostage.sklearnpred pyepo.utlis

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

N

n_iterations (pyepo.func.utlis.sumGammaDistribution attribute) n_samples (pyepo.func.adaptiveImplicitMLE attribute) (pyepo.func.implicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute) (pyepo.func.perturbed.perturbedFenchelYoung attribute) (pyepo.func.perturbed.perturbedOpt attribute) (pyepo.func.perturbedFenchelYoung attribute) (pyepo.func.perturbedOpt attribute) NCE (class in pyepo.func) (class in pyepo.func.contrastive) negativeIdentity (class in pyepo.func) (class in pyepo.func.blackbox) negativeIdentityFunc (class in pyepo.func.blackbox) nid (pyepo.func.blackbox.negativeIdentity attribute) (pyepo.func.negativeIdentity attribute) nodes (pyepo.model.grb.tsp.tspABModel attribute)

num_assets (pyepo.model.grb.portfolio.portfolioModel attribute), [1] (pyepo.model.grb.portfolioModel attribute), [1] num_cost (pyepo.model.grb.grbmodel.optGrbModel property) (pyepo.model.grb.optGrbModel property) (pyepo.model.grb.tsp.tspABModel property) (pyepo.model.mpax.mpaxmodel.optMpaxModel property) (pyepo.model.mpax.optMpaxModel property) (pyepo.model.opt.optModel property) num_nodes (pyepo.model.grb.tsp.tspABModel attribute), [1] (pyepo.model.grb.tsp.tspDFJModel attribute) (pyepo.model.grb.tsp.tspGGModel attribute) (pyepo.model.grb.tsp.tspGGModelRel attribute) (pyepo.model.grb.tsp.tspMTZModel attribute) (pyepo.model.grb.tsp.tspMTZModelRel attribute) (pyepo.model.grb.tspDFJModel attribute) (pyepo.model.grb.tspGGModel attribute) (pyepo.model.grb.tspMTZModel attribute) num_vars (in module pyepo.model.mpax.mpaxmodel)

O

objs (pyepo.data.dataset.optDataset attribute) (pyepo.data.dataset.optDatasetKNN attribute) optCoptModel (class in pyepo.model.copt) (class in pyepo.model.copt.coptmodel) optDataset (class in pyepo.data.dataset) optDatasetKNN (class in pyepo.data.dataset) optGrbModel (class in pyepo.model.grb) (class in pyepo.model.grb.grbmodel)

optModel (class in pyepo.model.opt) optmodel (in module pyepo.model.grb.portfolio) (pyepo.func.abcmodule.optModule attribute) optModule (class in pyepo.func.abcmodule) optMpaxModel (class in pyepo.model.mpax) (class in pyepo.model.mpax.mpaxmodel) optOmoModel (class in pyepo.model.omo) (class in pyepo.model.omo.omomodel)

P

pairwiseLTR (class in pyepo.func) (class in pyepo.func.rank) parent (pyepo.model.grb.tsp.unionFind attribute) perturbationGradient (class in pyepo.func) (class in pyepo.func.surrogate) perturbedFenchelYoung (class in pyepo.func) (class in pyepo.func.perturbed) perturbedFenchelYoungFunc (class in pyepo.func.perturbed) perturbedOpt (class in pyepo.func) (class in pyepo.func.perturbed) perturbedOptFunc (class in pyepo.func.perturbed) pfy (pyepo.func.perturbed.perturbedFenchelYoung attribute) (pyepo.func.perturbedFenchelYoung attribute) pointwiseLTR (class in pyepo.func) (class in pyepo.func.rank) portfolioModel (class in pyepo.model.grb) (class in pyepo.model.grb.portfolio) processes (pyepo.func.abcmodule.optModule attribute) ptb (pyepo.func.perturbed.perturbedOpt attribute) (pyepo.func.perturbedOpt attribute) pyepo module pyepo.data module pyepo.data.dataset module, [1] pyepo.data.knapsack module, [1] pyepo.data.portfolio module, [1] pyepo.data.shortestpath module, [1] pyepo.data.tsp module, [1] pyepo.EPO module pyepo.func module pyepo.func.abcmodule module pyepo.func.blackbox module pyepo.func.contrastive module pyepo.func.perturbed module pyepo.func.rank module pyepo.func.surrogate module pyepo.func.utlis 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.copt module, [1] pyepo.model.copt.coptmodel module, [1] pyepo.model.copt.knapsack module, [1] pyepo.model.copt.shortestpath module, [1] pyepo.model.grb module, [1] pyepo.model.grb.grbmodel module, [1] pyepo.model.grb.knapsack module, [1] pyepo.model.grb.portfolio module, [1] pyepo.model.grb.shortestpath module, [1] pyepo.model.grb.tsp module, [1] pyepo.model.grb.vrp module pyepo.model.mpax module, [1] pyepo.model.mpax.knapsack module, [1] pyepo.model.mpax.mpaxmodel module, [1] pyepo.model.mpax.shortestpath module, [1] pyepo.model.omo module, [1] pyepo.model.omo.knapsack module, [1] pyepo.model.omo.omomodel module, [1] pyepo.model.omo.shortestpath module, [1] pyepo.model.opt module, [1] pyepo.twostage module pyepo.twostage.autosklearnpred module pyepo.twostage.sklearnpred module pyepo.utlis module

R

reduction (pyepo.func.abcmodule.optModule attribute) regret() (in module pyepo.metric) (in module pyepo.metric.regret) relax() (pyepo.model.copt.knapsack.knapsackModel method) (pyepo.model.copt.knapsack.knapsackModelRel method) (pyepo.model.copt.knapsackModel method) (pyepo.model.copt.knapsackModelRel method) (pyepo.model.grb.knapsack.knapsackModel method) (pyepo.model.grb.knapsack.knapsackModelRel method) (pyepo.model.grb.knapsackModel 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.tspGGModel method) (pyepo.model.grb.tspMTZModel method) (pyepo.model.omo.knapsack.knapsackModel method) (pyepo.model.omo.knapsack.knapsackModelRel method) (pyepo.model.omo.knapsackModel method) (pyepo.model.omo.knapsackModelRel method) (pyepo.model.opt.optModel method)

relu (pyepo.func.pairwiseLTR attribute) (pyepo.func.rank.pairwiseLTR attribute) risk_level (pyepo.model.grb.portfolio.portfolioModel attribute), [1] (pyepo.model.grb.portfolioModel attribute), [1] rnd (pyepo.func.perturbed.perturbedFenchelYoung attribute) (pyepo.func.perturbed.perturbedOpt attribute) (pyepo.func.perturbedFenchelYoung attribute) (pyepo.func.perturbedOpt attribute) (pyepo.func.utlis.sumGammaDistribution attribute)

S

sample() (pyepo.func.utlis.sumGammaDistribution method) setObj() (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.copt.optCoptModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.grb.optGrbModel method) (pyepo.model.grb.tsp.tspDFJModel method) (pyepo.model.grb.tsp.tspGGModel method) (pyepo.model.grb.tsp.tspMTZModel method) (pyepo.model.grb.tspDFJModel method) (pyepo.model.grb.tspGGModel method) (pyepo.model.grb.tspMTZModel method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.mpax.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.omo.optOmoModel method) (pyepo.model.opt.optModel method) shortestPathModel (class in pyepo.model.copt) (class in pyepo.model.copt.shortestpath) (class in pyepo.model.grb) (class in pyepo.model.grb.shortestpath) (class in pyepo.model.mpax) (class in pyepo.model.mpax.shortestpath) (class in pyepo.model.omo) (class in pyepo.model.omo.shortestpath) sigma (pyepo.func.adaptiveImplicitMLE attribute) (pyepo.func.implicitMLE attribute) (pyepo.func.perturbationGradient attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute) (pyepo.func.perturbed.perturbedFenchelYoung attribute) (pyepo.func.perturbed.perturbedOpt attribute) (pyepo.func.perturbedFenchelYoung attribute) (pyepo.func.perturbedOpt attribute) (pyepo.func.surrogate.perturbationGradient attribute) sklearnPred() (in module pyepo.twostage) (in module pyepo.twostage.sklearnpred) solpool (pyepo.func.abcmodule.optModule attribute) (pyepo.func.contrastive.contrastiveMAP attribute) (pyepo.func.contrastive.NCE attribute) (pyepo.func.contrastiveMAP attribute) (pyepo.func.listwiseLTR attribute) (pyepo.func.NCE attribute) (pyepo.func.pairwiseLTR attribute) (pyepo.func.pointwiseLTR attribute) (pyepo.func.rank.listwiseLTR attribute) (pyepo.func.rank.pairwiseLTR attribute) (pyepo.func.rank.pointwiseLTR attribute)

sols (pyepo.data.dataset.optDataset attribute) (pyepo.data.dataset.optDatasetKNN attribute) solve() (pyepo.model.copt.coptmodel.optCoptModel method) (pyepo.model.copt.optCoptModel method) (pyepo.model.grb.grbmodel.optGrbModel method) (pyepo.model.grb.optGrbModel method) (pyepo.model.grb.tsp.tspDFJModel 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.tspDFJModel method) (pyepo.model.grb.tspGGModel method) (pyepo.model.grb.tspMTZModel method) (pyepo.model.mpax.mpaxmodel.optMpaxModel method) (pyepo.model.mpax.optMpaxModel method) (pyepo.model.omo.omomodel.optOmoModel method) (pyepo.model.omo.optOmoModel method) (pyepo.model.opt.optModel method) solve_ratio (pyepo.func.abcmodule.optModule attribute) solver (pyepo.model.copt.knapsack.knapsackModel attribute) (pyepo.model.copt.knapsackModel attribute) (pyepo.model.copt.shortestpath.shortestPathModel attribute) (pyepo.model.copt.shortestPathModel attribute) (pyepo.model.omo.knapsack.knapsackModel attribute) (pyepo.model.omo.knapsackModel attribute) (pyepo.model.omo.omomodel.optOmoModel attribute), [1] (pyepo.model.omo.optOmoModel attribute), [1] (pyepo.model.omo.shortestpath.shortestPathModel attribute) (pyepo.model.omo.shortestPathModel attribute) SPOError() (in module pyepo.metric) (in module pyepo.metric.metrics) spop (pyepo.func.SPOPlus attribute) (pyepo.func.surrogate.SPOPlus attribute) SPOPlus (class in pyepo.func) (class in pyepo.func.surrogate) SPOPlusFunc (class in pyepo.func.surrogate) step (pyepo.func.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) sumGammaDistribution (class in pyepo.func.utlis)

T

testMSE() (in module pyepo.metric.metrics) tspABModel (class in pyepo.model.grb.tsp) tspDFJModel (class in pyepo.model.grb) (class in pyepo.model.grb.tsp) tspGGModel (class in pyepo.model.grb) (class in pyepo.model.grb.tsp) tspGGModelRel (class in pyepo.model.grb.tsp) tspMTZModel (class in pyepo.model.grb) (class in pyepo.model.grb.tsp)

tspMTZModelRel (class in pyepo.model.grb.tsp) two_sides (pyepo.func.adaptiveImplicitMLE attribute) (pyepo.func.implicitMLE attribute) (pyepo.func.perturbationGradient attribute) (pyepo.func.perturbed.adaptiveImplicitMLE attribute) (pyepo.func.perturbed.implicitMLE attribute) (pyepo.func.surrogate.perturbationGradient attribute)

U

u (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute), [1] (pyepo.model.mpax.optMpaxModel attribute), [1] unambRegret() (in module pyepo.metric) (in module pyepo.metric.unambregret)

union() (pyepo.model.grb.tsp.unionFind method) unionFind (class in pyepo.model.grb.tsp) use_sparse_matrix (pyepo.model.mpax.mpaxmodel.optMpaxModel attribute), [1] (pyepo.model.mpax.optMpaxModel attribute), [1]

W

weight (pyepo.data.dataset.optDatasetKNN attribute), [1] weights (pyepo.model.copt.knapsack.knapsackModel attribute), [1] (pyepo.model.copt.knapsackModel attribute), [1] (pyepo.model.grb.knapsack.knapsackModel attribute), [1] (pyepo.model.grb.knapsackModel attribute), [1] (pyepo.model.mpax.knapsack.knapsackModel attribute), [1] (pyepo.model.mpax.knapsackModel attribute), [1] (pyepo.model.omo.knapsack.knapsackModel attribute), [1] (pyepo.model.omo.knapsackModel attribute), [1]

Κ

κ (pyepo.func.utlis.sumGammaDistribution attribute)