Index

_

__call__() (cooper.penalty_coefficients.DensePenaltyCoefficient method) (cooper.penalty_coefficients.IndexedPenaltyCoefficient method) (cooper.penalty_coefficients.PenaltyCoefficient method)

__init__() (cooper.optim.nuPI method)

A

AdditivePenaltyCoefficientUpdater (class in cooper.penalty_coefficients) AlternatingDualPrimalOptimizer (class in cooper.optim)

AlternatingPrimalDualOptimizer (class in cooper.optim) AugmentedLagrangian (class in cooper.formulations)

C

CMPState (class in cooper) compute_cmp_state() (cooper.ConstrainedMinimizationProblem method) compute_contribution_to_dual_lagrangian() (cooper.formulations.AugmentedLagrangian method) (cooper.formulations.Formulation method) (cooper.formulations.Lagrangian method) (cooper.formulations.QuadraticPenalty method) compute_contribution_to_primal_lagrangian() (cooper.formulations.AugmentedLagrangian method) (cooper.formulations.Formulation method) (cooper.formulations.Lagrangian method) (cooper.formulations.QuadraticPenalty method) compute_dual_lagrangian() (cooper.CMPState method) compute_dual_weighted_violation() (in module cooper.formulations.utils) compute_primal_lagrangian() (cooper.CMPState method)

compute_primal_quadratic_augmented_contribution() (in module cooper.formulations.utils) compute_primal_weighted_violation() (in module cooper.formulations.utils) compute_quadratic_penalty() (in module cooper.formulations.utils) compute_violations() (cooper.ConstrainedMinimizationProblem method) ConstrainedMinimizationProblem (class in cooper) ConstrainedOptimizer (class in cooper.optim) Constraint (class in cooper.constraints) constraints() (cooper.ConstrainedMinimizationProblem method) ConstraintState (class in cooper.constraints) cooper.formulations.utils module CooperOptimizer (class in cooper.optim) CooperOptimizerState (class in cooper.optim) custom_sanity_checks() (cooper.optim.ExtrapolationConstrainedOptimizer method)

D

DenseMultiplier (class in cooper.multipliers) DensePenaltyCoefficient (class in cooper.penalty_coefficients)

dual_extrapolation_step() (cooper.optim.ExtrapolationConstrainedOptimizer method) dual_parameters() (cooper.ConstrainedMinimizationProblem method) dual_step() (cooper.optim.ConstrainedOptimizer method)

E

EQUALITY (cooper.ConstraintType attribute) evaluate_constraint_factor() (in module cooper.formulations.utils) expects_multiplier (cooper.formulations.Formulation attribute) expects_penalty_coefficient (cooper.formulations.Formulation attribute) ExplicitMultiplier (class in cooper.multipliers)

ExtraAdam (class in cooper.optim) ExtragradientOptimizer (class in cooper.optim) extrapolation() (cooper.optim.ExtragradientOptimizer method) ExtrapolationConstrainedOptimizer (class in cooper.optim) ExtraSGD (class in cooper.optim)

F

Formulation (class in cooper.formulations) forward() (cooper.multipliers.DenseMultiplier method) (cooper.multipliers.ExplicitMultiplier method) (cooper.multipliers.ImplicitMultiplier method) (cooper.multipliers.IndexedMultiplier method) (cooper.multipliers.Multiplier method)

I

ImplicitMultiplier (class in cooper.multipliers) IndexedMultiplier (class in cooper.multipliers)

IndexedPenaltyCoefficient (class in cooper.penalty_coefficients) INEQUALITY (cooper.ConstraintType attribute) initialize_weight() (cooper.multipliers.ExplicitMultiplier static method)

L

Lagrangian (class in cooper.formulations) LagrangianStore (class in cooper)

load_state_dict() (cooper.ConstrainedMinimizationProblem method) (cooper.optim.CooperOptimizer method) (cooper.penalty_coefficients.PenaltyCoefficient method)

M

module cooper.formulations.utils

MultiplicativePenaltyCoefficientUpdater (class in cooper.penalty_coefficients) Multiplier (class in cooper.multipliers) multipliers() (cooper.ConstrainedMinimizationProblem method)

N

named_constraints() (cooper.ConstrainedMinimizationProblem method) named_multipliers() (cooper.ConstrainedMinimizationProblem method) named_observed_constraint_features() (cooper.CMPState method) named_observed_strict_constraint_features() (cooper.CMPState method)

named_observed_strict_violations() (cooper.CMPState method) named_observed_violations() (cooper.CMPState method) named_penalty_coefficients() (cooper.ConstrainedMinimizationProblem method) nuPI (class in cooper.optim)

P

penalty_coefficients() (cooper.ConstrainedMinimizationProblem method) PenaltyCoefficient (class in cooper.penalty_coefficients) PenaltyCoefficientUpdater (class in cooper.penalty_coefficients) post_step_() (cooper.multipliers.ExplicitMultiplier method) (cooper.multipliers.ImplicitMultiplier method) (cooper.multipliers.Multiplier method)

primal_extrapolation_step() (cooper.optim.ExtrapolationConstrainedOptimizer method) primal_step() (cooper.optim.CooperOptimizer method)

Q

QuadraticPenalty (class in cooper.formulations)

R

roll() (cooper.optim.AlternatingDualPrimalOptimizer method) (cooper.optim.AlternatingPrimalDualOptimizer method) (cooper.optim.ConstrainedOptimizer method) (cooper.optim.CooperOptimizer method) (cooper.optim.ExtrapolationConstrainedOptimizer method) (cooper.optim.SimultaneousOptimizer method) (cooper.optim.UnconstrainedOptimizer method)

RollOut (class in cooper.optim)

S

sanity_check() (cooper.multipliers.ExplicitMultiplier method) (cooper.multipliers.Multiplier method) (cooper.penalty_coefficients.PenaltyCoefficient method) sanity_check_cmp_state() (cooper.ConstrainedMinimizationProblem static method) SGD (cooper.optim.nuPIInitType attribute) SimultaneousOptimizer (class in cooper.optim)

state_dict() (cooper.ConstrainedMinimizationProblem method) (cooper.optim.CooperOptimizer method) (cooper.penalty_coefficients.PenaltyCoefficient method) step() (cooper.optim.ExtragradientOptimizer method) (cooper.optim.nuPI method) (cooper.penalty_coefficients.PenaltyCoefficientUpdater method)

T

to() (cooper.ConstrainedMinimizationProblem method) (cooper.penalty_coefficients.PenaltyCoefficient method)

U

UnconstrainedOptimizer (class in cooper.optim)

V

value (cooper.penalty_coefficients.PenaltyCoefficient property)

Z

zero_grad() (cooper.optim.CooperOptimizer method)

ZEROS (cooper.optim.nuPIInitType attribute)