Index

_

__num_clusters (torchcp.classification.predictor.ClusteredPredictor attribute) __ratio_clustering (torchcp.classification.predictor.ClusteredPredictor attribute) __split (torchcp.classification.predictor.ClusteredPredictor attribute) _calculate_all_label() (torchcp.classification.score.APS method) (torchcp.classification.score.Margin method)

_calculate_single_label() (torchcp.classification.score.APS method) (torchcp.classification.score.Margin method) _sort_sum() (torchcp.classification.score.APS method)

A

ABS (class in torchcp.regression.score) ACIPredictor (class in torchcp.regression.predictor) APS (class in torchcp.classification.score) average_sample_size() (in module torchcp.llm.utils.metrics)

average_set_loss() (in module torchcp.llm.utils.metrics) average_size() (in module torchcp.classification.utils.metrics) (in module torchcp.llm.utils.metrics) (in module torchcp.regression.utils.metrics)

B

BaseTrainer (class in torchcp.classification.trainer)

BinningScaler() (in module torchcp.llm.utils.scaling)

C

calculate_conformal_value() (in module torchcp.utils) calculate_err_rate() (torchcp.regression.predictor.ACIPredictor method) calculate_loss() (torchcp.classification.trainer.UncertaintyAwareTrainer method) calculate_midpoints() (in module torchcp.regression.utils.utils) calculate_score() (torchcp.regression.predictor.ConformalPredictiveDistribution method) (torchcp.regression.predictor.SplitPredictor method) calculate_threshold() (torchcp.classification.predictor.ClassConditionalPredictor method) (torchcp.classification.predictor.ClusteredPredictor method) (torchcp.classification.predictor.RC3PPredictor method) (torchcp.classification.predictor.WeightedPredictor method) (torchcp.graph.predictor.SplitPredictor method) calculate_threshold_for_node() (torchcp.graph.predictor.NAPSPredictor method) calibrate() (torchcp.classification.predictor.RC3PPredictor method) (torchcp.classification.predictor.SplitPredictor method) (torchcp.classification.predictor.WeightedPredictor method) (torchcp.graph.predictor.SplitPredictor method) (torchcp.regression.predictor.ConformalPredictiveDistribution method) (torchcp.regression.predictor.SplitPredictor method)

CDLoss (class in torchcp.classification.loss) CFGNNTrainer (class in torchcp.graph.trainer) ClassConditionalPredictor (class in torchcp.classification.predictor) ClusteredPredictor (class in torchcp.classification.predictor) compute_loss() (torchcp.classification.loss.UncertaintyAwareLoss method) compute_p_values() (in module torchcp.classification.utils.metrics) ConformalLM (class in torchcp.llm.predictor) ConformalPredictiveDistribution (class in torchcp.regression.predictor) ConfTrLoss (class in torchcp.classification.loss) ConfTSLoss (class in torchcp.classification.loss) ConfTSTrainer (class in torchcp.classification.trainer) coverage_rate() (in module torchcp.classification.utils.metrics) (in module torchcp.regression.utils.metrics) CovGap() (in module torchcp.classification.utils.metrics) CQR (class in torchcp.regression.score) CQRFM (class in torchcp.regression.score) CQRM (class in torchcp.regression.score) CQRR (class in torchcp.regression.score)

D

DAPS (class in torchcp.graph.score)

DiffViolation() (in module torchcp.classification.utils.metrics)

E

EnsemblePredictor (class in torchcp.regression.predictor) EntmaxScore (class in torchcp.classification.score) evaluate() (torchcp.classification.predictor.SplitPredictor method) (torchcp.classification.predictor.WeightedPredictor method) (torchcp.graph.predictor.NAPSPredictor method) (torchcp.graph.predictor.SplitPredictor method) (torchcp.regression.predictor.ACIPredictor method) (torchcp.regression.predictor.EnsemblePredictor method) (torchcp.regression.predictor.SplitPredictor method)

F

first_k() (in module torchcp.llm.utils.scoring) first_k_no_mask() (in module torchcp.llm.utils.scoring) forward() (torchcp.classification.loss.CDLoss method) (torchcp.classification.loss.ConfTSLoss method) (torchcp.classification.loss.UncertaintyAwareLoss method) (torchcp.classification.utils.TS method) (torchcp.regression.loss.QuantileLoss method) (torchcp.regression.loss.R2ccpLoss method)

G

gamma (torchcp.classification.score.EntmaxScore attribute) generate_aci_intervals() (torchcp.regression.predictor.ACIPredictor method) generate_intervals() (torchcp.regression.predictor.SplitPredictor method) (torchcp.regression.score.ABS method) (torchcp.regression.score.CQR method) (torchcp.regression.score.CQRFM method) (torchcp.regression.score.CQRM method) (torchcp.regression.score.CQRR method) (torchcp.regression.score.R2CCP method)

geometric() (in module torchcp.llm.utils.scoring) get_device() (in module torchcp.utils) get_pareto_frontier() (torchcp.llm.predictor.ConformalLM method)

K

KNN (class in torchcp.classification.score)

L

LAC (class in torchcp.classification.score)

load_model() (torchcp.classification.trainer.BaseTrainer method) LogisticRegression() (in module torchcp.llm.utils.scaling)

M

Margin (class in torchcp.classification.score) marginal() (in module torchcp.llm.utils.scoring) max() (in module torchcp.llm.utils.scoring) module torchcp.classification.loss torchcp.classification.predictor torchcp.classification.score torchcp.classification.trainer torchcp.classification.utils torchcp.classification.utils.metrics torchcp.graph.predictor torchcp.graph.score torchcp.graph.trainer torchcp.llm.predictor torchcp.llm.utils.metrics torchcp.llm.utils.scaling torchcp.llm.utils.scoring torchcp.regression.loss torchcp.regression.predictor torchcp.regression.score torchcp.regression.utils.metrics torchcp.regression.utils.utils torchcp.utils

N

NAPSPredictor (class in torchcp.graph.predictor)

O

optimze() (torchcp.classification.utils.TS method)

OrdinalTrainer (class in torchcp.classification.trainer)

P

PlattBinningScaler() (in module torchcp.llm.utils.scaling) PlattScaler() (in module torchcp.llm.utils.scaling) predict() (torchcp.classification.predictor.RC3PPredictor method) (torchcp.classification.predictor.SplitPredictor method) (torchcp.classification.predictor.WeightedPredictor method) (torchcp.graph.predictor.NAPSPredictor method) (torchcp.graph.predictor.SplitPredictor method) (torchcp.regression.predictor.ACIPredictor method) (torchcp.regression.predictor.ConformalPredictiveDistribution method) (torchcp.regression.predictor.EnsemblePredictor method) (torchcp.regression.predictor.SplitPredictor method) predict_p() (torchcp.classification.predictor.SplitPredictor method) (torchcp.regression.predictor.SplitPredictor method) predict_with_config() (torchcp.llm.predictor.ConformalLM method)

predict_with_logits() (torchcp.classification.predictor.RC3PPredictor method) (torchcp.classification.predictor.SplitPredictor method) (torchcp.graph.predictor.NAPSPredictor method) (torchcp.graph.predictor.SplitPredictor method) pvalue_criterion_E() (in module torchcp.classification.utils.metrics) pvalue_criterion_F() (in module torchcp.classification.utils.metrics) pvalue_criterion_M() (in module torchcp.classification.utils.metrics) pvalue_criterion_N() (in module torchcp.classification.utils.metrics) pvalue_criterion_OE() (in module torchcp.classification.utils.metrics) pvalue_criterion_OF() (in module torchcp.classification.utils.metrics) pvalue_criterion_OM() (in module torchcp.classification.utils.metrics) pvalue_criterion_OU() (in module torchcp.classification.utils.metrics) pvalue_criterion_S() (in module torchcp.classification.utils.metrics) pvalue_criterion_U() (in module torchcp.classification.utils.metrics)

Q

q_hat (torchcp.classification.predictor.ClassConditionalPredictor attribute)

QuantileLoss (class in torchcp.regression.loss)

R

R2CCP (class in torchcp.regression.score) R2ccpLoss (class in torchcp.regression.loss) RAPS (class in torchcp.classification.score)

RC3PPredictor (class in torchcp.classification.predictor) RecurrentScaler() (in module torchcp.llm.utils.scaling) Registry (class in torchcp.utils)

S

SAPS (class in torchcp.classification.score) save_model() (torchcp.classification.trainer.BaseTrainer method) SCPOTrainer (class in torchcp.classification.trainer) Sign (class in torchcp.regression.score) singleton_hit_ratio() (in module torchcp.classification.utils.metrics) SNAPS (class in torchcp.graph.score)

split_dataloader() (torchcp.classification.trainer.UncertaintyAwareTrainer method) SplitPredictor (class in torchcp.classification.predictor) (class in torchcp.graph.predictor) (class in torchcp.regression.predictor) SSCL() (in module torchcp.llm.utils.metrics) SSCV() (in module torchcp.classification.utils.metrics) sum() (in module torchcp.llm.utils.scoring)

T

temperature (torchcp.classification.score.EntmaxScore attribute) TOPK (class in torchcp.classification.score) torchcp.classification.loss module torchcp.classification.predictor module torchcp.classification.score module torchcp.classification.trainer module torchcp.classification.utils module torchcp.classification.utils.metrics module torchcp.graph.predictor module torchcp.graph.score module torchcp.graph.trainer module torchcp.llm.predictor module torchcp.llm.utils.metrics module torchcp.llm.utils.scaling module torchcp.llm.utils.scoring module

torchcp.regression.loss module torchcp.regression.predictor module torchcp.regression.score module torchcp.regression.utils.metrics module torchcp.regression.utils.utils module torchcp.utils module train() (torchcp.classification.trainer.BaseTrainer method) (torchcp.classification.trainer.ConfTSTrainer method) (torchcp.classification.trainer.TSTrainer method) (torchcp.classification.trainer.UncertaintyAwareTrainer method) (torchcp.graph.trainer.CFGNNTrainer method) (torchcp.regression.predictor.ACIPredictor method) (torchcp.regression.predictor.EnsemblePredictor method) (torchcp.regression.predictor.SplitPredictor method) (torchcp.regression.score.ABS method) (torchcp.regression.score.CQR method) (torchcp.regression.score.CQRM method) (torchcp.regression.score.R2CCP method) train_epoch() (torchcp.classification.trainer.UncertaintyAwareTrainer method) transform (torchcp.classification.score.LAC attribute) TS (class in torchcp.classification.utils) TSTrainer (class in torchcp.classification.trainer)

U

UncertaintyAwareLoss (class in torchcp.classification.loss)

UncertaintyAwareTrainer (class in torchcp.classification.trainer)

V

validate() (torchcp.classification.trainer.UncertaintyAwareTrainer method)

VioClasses() (in module torchcp.classification.utils.metrics)

W

WeightedPredictor (class in torchcp.classification.predictor)

WSC() (in module torchcp.classification.utils.metrics)