Index _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | X | Y | Z _ __abstractmethods__ (BlackBoxFuncBase attribute) (ExpScaler attribute) (FMTrainer attribute) (KMTrainer attribute) __add__() (BinaryVariable method) (DiscreteVariable method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IntegerVariable method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (RealVariable method) (Solution method) (Variable method) __call__() (BlackBoxFuncBase method) (KernelModel method) (TorchFM method) __class_getitem__() (AmplifyModel class method) (BlackBoxFuncBase class method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Optimizer class method) (Solution method) (SurrogateModel class method) __contains__() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __delattr__() (TorchFM method) __dict__ (AmplifyModel attribute) (BinaryVariable attribute) (BlackBoxFuncBase attribute) (BlackBoxFuncBase.Variables attribute) (Dataset attribute) (DiscreteVariable attribute) (ExpScaler attribute) (FMTrainer attribute) (IntegerVariable attribute) (KernelModel attribute) (KMTrainer attribute) (KMTrainer.GramMatrixHandler attribute) (KMTrainer.PolyCoefMatrixHandler attribute) (Optimizer attribute) (RealVariable attribute) (SurrogateModel attribute) (TorchFM attribute) (Variable attribute) __dir__() (TorchFM method) __eq__() (BinaryVariable method) (DiscreteVariable method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IntegerVariable method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (RealVariable method) (Solution method) (Variable method) __ge__() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __getattr__() (BlackBoxFuncBase.Variables method) (TorchFM method) __getattribute__() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __getitem__() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __getnewargs__() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __getstate__() (TorchFM method) __gt__() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __hash__() (BinaryVariable method) (DiscreteVariable method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IntegerVariable method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (RealVariable method) (Solution method) (Variable method) __init__() (AmplifyModel method) (BinaryVariable method) (BlackBoxFuncBase method) (BlackBoxFuncBase.Variables method) (Dataset method) (DiscreteVariable method) (ExpScaler method) (FMTrainer method) (IntegerVariable method) (KernelModel method) (KMTrainer method) (KMTrainer.GramMatrixHandler method) (KMTrainer.PolyCoefMatrixHandler method) (Optimizer method) (RealVariable method) (SurrogateModel method) (TorchFM method) (Variable method) __init_subclass__() (AmplifyModel class method) (BlackBoxFuncBase class method) (Optimizer class method) (SurrogateModel class method) __iter__() (Dataset method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __le__() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __len__() (BlackBoxFuncBase.Variables method) (Dataset method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __lt__() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) __match_args__ (DiscretizationSpec attribute) (EncodingInfo attribute) (FlattenedSolution attribute) (IterationResult attribute) (IterationResult.SurrogateModelInfo attribute) (IterationResult.Timing attribute) (Solution attribute) __mul__() (BinaryVariable method) (DiscreteVariable method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IntegerVariable method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (RealVariable method) (Solution method) (Variable method) __ne__() (BinaryVariable method) (DiscreteVariable method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IntegerVariable method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (RealVariable method) (Solution method) (Variable method) __neg__() (BinaryVariable method) (DiscreteVariable method) (IntegerVariable method) (RealVariable method) (Variable method) __orig_bases__ (AmplifyModel attribute) (BlackBoxFuncBase attribute) (DiscretizationSpec attribute) (EncodingInfo attribute) (FlattenedSolution attribute) (IterationResult attribute) (IterationResult.SurrogateModelInfo attribute) (IterationResult.Timing attribute) (Optimizer attribute) (Solution attribute) (SurrogateModel attribute) __parameters__ (AmplifyModel attribute) (BlackBoxFuncBase attribute) (Optimizer attribute) (SurrogateModel attribute) __pos__() (BinaryVariable method) (DiscreteVariable method) (IntegerVariable method) (RealVariable method) (Variable method) __pow__() (BinaryVariable method) (DiscreteVariable method) (IntegerVariable method) (RealVariable method) (Variable method) __radd__() (BinaryVariable method) (DiscreteVariable method) (IntegerVariable method) (RealVariable method) (Variable method) __repr__() (BinaryVariable method) (DiscreteVariable method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IntegerVariable method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (RealVariable method) (Solution method) (TorchFM method) (Variable method) __rmul__() (BinaryVariable method) (DiscreteVariable method) (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IntegerVariable method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (RealVariable method) (Solution method) (Variable method) __rsub__() (BinaryVariable method) (DiscreteVariable method) (IntegerVariable method) (RealVariable method) (Variable method) __setattr__() (TorchFM method) __setstate__() (TorchFM method) __slots__ (AmplifyModel attribute) (BlackBoxFuncBase attribute) (DiscretizationSpec attribute) (EncodingInfo attribute) (ExpScaler attribute) (FlattenedSolution attribute) (FMTrainer attribute) (IterationResult attribute) (IterationResult.SurrogateModelInfo attribute) (IterationResult.Timing attribute) (KMTrainer attribute) (Optimizer attribute) (Solution attribute) (SurrogateModel attribute) __str__() (BinaryVariable method) (DiscreteVariable method) (IntegerVariable method) (RealVariable method) (Variable method) __sub__() (BinaryVariable method) (DiscreteVariable method) (IntegerVariable method) (RealVariable method) (Variable method) __truediv__() (BinaryVariable method) (DiscreteVariable method) (IntegerVariable method) (RealVariable method) (Variable method) __version__ (in module amplify_bbopt) __weakref__ (AmplifyModel attribute) (BinaryVariable attribute) (BlackBoxFuncBase attribute) (BlackBoxFuncBase.Variables attribute) (Dataset attribute) (DiscreteVariable attribute) (ExpScaler attribute) (FMTrainer attribute) (IntegerVariable attribute) (KernelModel attribute) (KMTrainer attribute) (KMTrainer.GramMatrixHandler attribute) (KMTrainer.PolyCoefMatrixHandler attribute) (Optimizer attribute) (RealVariable attribute) (SurrogateModel attribute) (TorchFM attribute) (Variable attribute) A add_module() (TorchFM method) add_random_training_data() (Optimizer method) add_solution() (Optimizer method) Amplify (EncodingMethod attribute), [1] amplify (FlattenedSolution attribute), [1] amplify_bbopt module AMPLIFY_BBOPT_LOG_FORMATTER (in module amplify_bbopt) AMPLIFY_BBOPT_LOGGER_NAME (in module amplify_bbopt) amplify_model (Optimizer property) amplify_result (IterationResult attribute), [1] AmplifyModel (class in amplify_bbopt) annealing_best_solution (IterationResult attribute), [1] annealing_new_solution (IterationResult attribute), [1] append() (Dataset method) apply() (TorchFM method) B batch_size (FMTrainer property) best (Optimizer property) beta (KMTrainer property) bfloat16() (TorchFM method) bias (TorchFM property) BinaryVariable (class in amplify_bbopt) blackbox (FlattenedSolution attribute), [1] (Optimizer property) blackbox() (in module amplify_bbopt) BlackBoxFuncBase (class in amplify_bbopt) BlackBoxFuncBase.Variables (class in amplify_bbopt) bounds (BinaryVariable property) (DiscreteVariable property) (IntegerVariable property) (RealVariable property) (Variable property) buffers() (TorchFM method) C call_super_init (TorchFM attribute) children() (TorchFM method) client (AmplifyModel property) coef_matrix (KernelModel property) coef_matrix_lxx (KMTrainer.PolyCoefMatrixHandler property) coef_matrix_mu (KernelModel property) (KMTrainer.PolyCoefMatrixHandler property) coef_matrix_sigma (KernelModel property) coef_vector (KernelModel property) coef_vector_mu (KernelModel property) (KMTrainer.PolyCoefMatrixHandler property) coef_vector_sigma (KernelModel property) (KMTrainer.PolyCoefMatrixHandler property) compile() (TorchFM method) constraints (AmplifyModel property) (EncodingInfo attribute), [1] corrcoef (IterationResult.SurrogateModelInfo attribute), [1] count() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) cpu() (TorchFM method) cuda() (TorchFM method) D Dataset (class in amplify_bbopt) decode_values() (in module amplify_bbopt) DiscreteVariable (class in amplify_bbopt) DiscretizationMethod (class in amplify_bbopt) DiscretizationSpec (class in amplify_bbopt) DomainWall (EncodingMethod attribute), [1] double() (TorchFM method) dump_patches (TorchFM attribute) E empty() (Dataset class method) encode_constraints() (in module amplify_bbopt) encode_input() (in module amplify_bbopt) encode_variables() (in module amplify_bbopt) encoding (BinaryVariable property) (DiscreteVariable property) (IntegerVariable property) (RealVariable property) (Variable property) encoding_info (Optimizer property) EncodingInfo (class in amplify_bbopt) EncodingMethod (class in amplify_bbopt) epochs (FMTrainer property) eval() (TorchFM method) evaluate() (BlackBoxFuncBase method) evaluate_objective() (Optimizer method) ExpScaler (class in amplify_bbopt) ExpScaler.CmMethod (class in amplify_bbopt) extra_repr() (TorchFM method) F fallback (IterationResult.Timing attribute), [1] fallback_solution (IterationResult attribute), [1] fallback_solution() (Optimizer method) find() (Dataset method) find_unique_solution (IterationResult.Timing attribute), [1] find_unique_solution() (Optimizer method) flattened_variables_dict (BlackBoxFuncBase property) FlattenedSolution (class in amplify_bbopt) float() (TorchFM method) FMTrainer (class in amplify_bbopt) forward() (TorchFM method) G gamma (KMTrainer property) get_buffer() (TorchFM method) get_extra_state() (TorchFM method) get_parameter() (TorchFM method) get_submodule() (TorchFM method) H half() (TorchFM method) history (Optimizer property) I index() (DiscretizationSpec method) (EncodingInfo method) (FlattenedSolution method) (IterationResult method) (IterationResult.SurrogateModelInfo method) (IterationResult.Timing method) (Solution method) initial_training_data (Optimizer property) IntegerVariable (class in amplify_bbopt) inv_gram_matrix (KMTrainer.GramMatrixHandler property) ipu() (TorchFM method) IterationResult (class in amplify_bbopt) IterationResult.SurrogateModelInfo (class in amplify_bbopt) IterationResult.Timing (class in amplify_bbopt) K KernelModel (class in amplify_bbopt) KMTrainer (class in amplify_bbopt) KMTrainer.GramMatrixHandler (class in amplify_bbopt) KMTrainer.PolyCoefMatrixHandler (class in amplify_bbopt) L linear (TorchFM property) load_state_dict() (TorchFM method) LogUniform (DiscretizationMethod attribute), [1] loss_class (FMTrainer property) low_percentile_corrcoefs (FMTrainer property) (KMTrainer property) lr_scheduler_class (FMTrainer property) lr_scheduler_params (FMTrainer property) M mapping (BlackBoxFuncBase property) (EncodingInfo attribute), [1] MEAN (ExpScaler.CmMethod attribute) MEDIAN (ExpScaler.CmMethod attribute) method (DiscretizationSpec attribute), [1] minimization (IterationResult.Timing attribute), [1] minimize_surrogate() (Optimizer method) model (FMTrainer property) (KMTrainer property) module amplify_bbopt modules() (TorchFM method) mtia() (TorchFM method) N name (BinaryVariable property) (BlackBoxFuncBase property) (DiscreteVariable property) (IntegerVariable property) (RealVariable property) (Variable property) named_buffers() (TorchFM method) named_children() (TorchFM method) named_modules() (TorchFM method) named_parameters() (TorchFM method) num_bins (DiscretizationSpec attribute), [1] num_factors (FMTrainer property) (TorchFM property) num_features (TorchFM property) O objective (AmplifyModel property) (Solution attribute), [1] OneHot (EncodingMethod attribute), [1] optimize() (Optimizer method) Optimizer (class in amplify_bbopt) optimizer_class (FMTrainer property) optimizer_params (FMTrainer property) P parameters() (TorchFM method) percentile_cutoffs (FMTrainer property) (KMTrainer property) possible_values (BinaryVariable property) (DiscreteVariable property) (IntegerVariable property) (RealVariable property) (Variable property) Q quadratic (TorchFM property) R RealVariable (class in amplify_bbopt) reg_param (KMTrainer property) register_backward_hook() (TorchFM method) register_buffer() (TorchFM method) register_forward_hook() (TorchFM method) register_forward_pre_hook() (TorchFM method) register_full_backward_hook() (TorchFM method) register_full_backward_pre_hook() (TorchFM method) register_load_state_dict_post_hook() (TorchFM method) register_load_state_dict_pre_hook() (TorchFM method) register_module() (TorchFM method) register_parameter() (TorchFM method) register_state_dict_post_hook() (TorchFM method) register_state_dict_pre_hook() (TorchFM method) requires_grad_() (TorchFM method) rng (Optimizer property) S s (KMTrainer.GramMatrixHandler property) set_extra_state() (TorchFM method) set_submodule() (TorchFM method) share_memory() (TorchFM method) Solution (class in amplify_bbopt) solve() (AmplifyModel method) state_dict() (TorchFM method) sum_vx (KMTrainer.GramMatrixHandler property) surrogate (FlattenedSolution attribute), [1] surrogate_data_transformer (Optimizer property) surrogate_model (Optimizer property) surrogate_model_info (IterationResult attribute), [1] surrogate_training_data (Optimizer property) SurrogateModel (class in amplify_bbopt) T T_destination (TorchFM attribute) timing (IterationResult attribute), [1] to() (TorchFM method) to_empty() (TorchFM method) to_poly() (BinaryVariable method) (DiscreteVariable method) (FMTrainer method) (IntegerVariable method) (KMTrainer method) (RealVariable method) (SurrogateModel method) (Variable method) TorchFM (class in amplify_bbopt) train() (FMTrainer method) (KMTrainer method) (SurrogateModel method) (TorchFM method) train_data_split_ratio (FMTrainer property) train_surrogate() (Optimizer method) trainer (SurrogateModel property) training (IterationResult.Timing attribute), [1] (TorchFM attribute) training_data (Optimizer property) transform() (ExpScaler method) type (BinaryVariable property) (DiscreteVariable property) (IntegerVariable property) (RealVariable property) (Variable property) type() (TorchFM method) U Uniform (DiscretizationMethod attribute), [1] update() (KMTrainer.GramMatrixHandler method) (KMTrainer.PolyCoefMatrixHandler method) update_dataset (IterationResult.Timing attribute), [1] update_history (IterationResult.Timing attribute), [1] V v (KMTrainer.GramMatrixHandler property) values (Solution attribute), [1] Variable (class in amplify_bbopt) variables (AmplifyModel property) (BlackBoxFuncBase property) (EncodingInfo attribute), [1] (SurrogateModel property) X x (Dataset property) xpu() (TorchFM method) Y y (Dataset property) Z zero_grad() (TorchFM method)