Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ __new__() (torchmetrics.Accuracy static method) (torchmetrics.AUROC static method) (torchmetrics.AveragePrecision static method) (torchmetrics.CohenKappa static method) (torchmetrics.ConfusionMatrix static method) (torchmetrics.ExactMatch static method) (torchmetrics.F1Score static method) (torchmetrics.FBetaScore static method) (torchmetrics.HammingDistance static method) (torchmetrics.HingeLoss static method) (torchmetrics.JaccardIndex static method) (torchmetrics.LogAUC static method) (torchmetrics.MatthewsCorrCoef static method) (torchmetrics.NegativePredictiveValue static method) (torchmetrics.Precision static method) (torchmetrics.PrecisionAtFixedRecall static method) (torchmetrics.PrecisionRecallCurve static method) (torchmetrics.Recall static method) (torchmetrics.RecallAtFixedPrecision static method) (torchmetrics.ROC static method) (torchmetrics.SensitivityAtSpecificity static method) (torchmetrics.Specificity static method) (torchmetrics.SpecificityAtSensitivity static method) (torchmetrics.StatScores static method) A accumulate (torchmetrics.functional.text.rouge.rouge_score parameter) (torchmetrics.text.rouge.ROUGEScore parameter) Accuracy (class in torchmetrics) accuracy() (in module torchmetrics.functional.classification) adaptive_k (torchmetrics.functional.retrieval.retrieval_precision parameter) (torchmetrics.functional.retrieval.retrieval_precision_recall_curve parameter) (torchmetrics.retrieval.RetrievalPrecision parameter) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve parameter) add_metrics() (torchmetrics.MetricCollection method) add_state() (torchmetrics.Metric method) add_text (torchmetrics.classification.BinaryConfusionMatrix.plot parameter) (torchmetrics.classification.MulticlassConfusionMatrix.plot parameter) (torchmetrics.classification.MultilabelConfusionMatrix.plot parameter) adjusted (torchmetrics.functional.r2_score parameter) (torchmetrics.R2Score parameter) adjusted_mutual_info_score() (in module torchmetrics.functional.clustering) adjusted_rand_score() (in module torchmetrics.functional.clustering) AdjustedMutualInfoScore (class in torchmetrics.clustering) AdjustedRandScore (class in torchmetrics.clustering) aggregate (torchmetrics.functional.detection.ciou.complete_intersection_over_union parameter) (torchmetrics.functional.detection.diou.distance_intersection_over_union parameter) (torchmetrics.functional.detection.giou.generalized_intersection_over_union parameter) (torchmetrics.functional.detection.iou.intersection_over_union parameter) aggregation (torchmetrics.retrieval.RetrievalAUROC parameter) (torchmetrics.retrieval.RetrievalFallOut parameter) (torchmetrics.retrieval.RetrievalHitRate parameter) (torchmetrics.retrieval.RetrievalMAP parameter) (torchmetrics.retrieval.RetrievalMRR parameter) (torchmetrics.retrieval.RetrievalNormalizedDCG parameter) (torchmetrics.retrieval.RetrievalPrecision parameter) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve parameter) (torchmetrics.retrieval.RetrievalRecall parameter) (torchmetrics.retrieval.RetrievalRPrecision parameter) all_layers (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) allow_unknown_preds_category (torchmetrics.detection.ModifiedPanopticQuality parameter) (torchmetrics.detection.PanopticQuality parameter) (torchmetrics.functional.detection.modified_panoptic_quality parameter) (torchmetrics.functional.detection.panoptic_quality parameter) alpha (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.text.extended_edit_distance parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.image.QualityWithNoReference parameter) (torchmetrics.text.ExtendedEditDistance parameter) (torchmetrics.text.infolm.InfoLM parameter) alternative (torchmetrics.functional.kendall_rank_corrcoef parameter) (torchmetrics.KendallRankCorrCoef parameter) argmax_dim (torchmetrics.utilities.data.to_categorical parameter) args (torchmetrics.Metric.forward parameter), [1] asian_support (torchmetrics.functional.text.translation_edit_rate parameter) (torchmetrics.text.TranslationEditRate parameter) AUROC (class in torchmetrics) auroc() (in module torchmetrics.functional) average (torchmetrics.classification.MulticlassAccuracy parameter) (torchmetrics.classification.MulticlassAUROC parameter) (torchmetrics.classification.MulticlassAveragePrecision parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MulticlassFBetaScore parameter) (torchmetrics.classification.MulticlassHammingDistance parameter) (torchmetrics.classification.MulticlassJaccardIndex parameter) (torchmetrics.classification.MulticlassLogAUC parameter) (torchmetrics.classification.MulticlassNegativePredictiveValue parameter) (torchmetrics.classification.MulticlassPrecision parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve parameter) (torchmetrics.classification.MulticlassRecall parameter) (torchmetrics.classification.MulticlassROC parameter) (torchmetrics.classification.MulticlassSpecificity parameter) (torchmetrics.classification.MulticlassStatScores parameter) (torchmetrics.classification.MultilabelAccuracy parameter) (torchmetrics.classification.MultilabelAUROC parameter) (torchmetrics.classification.MultilabelAveragePrecision parameter) (torchmetrics.classification.MultilabelF1Score parameter) (torchmetrics.classification.MultilabelFBetaScore parameter) (torchmetrics.classification.MultilabelHammingDistance parameter) (torchmetrics.classification.MultilabelJaccardIndex parameter) (torchmetrics.classification.MultilabelLogAUC parameter) (torchmetrics.classification.MultilabelNegativePredictiveValue parameter) (torchmetrics.classification.MultilabelPrecision parameter) (torchmetrics.classification.MultilabelRecall parameter) (torchmetrics.classification.MultilabelSpecificity parameter) (torchmetrics.classification.MultilabelStatScores parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) (torchmetrics.Dice parameter) (torchmetrics.functional.classification.multiclass_accuracy parameter) (torchmetrics.functional.classification.multiclass_auroc parameter) (torchmetrics.functional.classification.multiclass_average_precision parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_hamming_distance parameter) (torchmetrics.functional.classification.multiclass_jaccard_index parameter) (torchmetrics.functional.classification.multiclass_logauc parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_precision_recall_curve parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multiclass_roc parameter) (torchmetrics.functional.classification.multiclass_specificity parameter) (torchmetrics.functional.classification.multiclass_stat_scores parameter) (torchmetrics.functional.classification.multilabel_accuracy parameter) (torchmetrics.functional.classification.multilabel_auroc parameter) (torchmetrics.functional.classification.multilabel_average_precision parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_hamming_distance parameter) (torchmetrics.functional.classification.multilabel_jaccard_index parameter) (torchmetrics.functional.classification.multilabel_logauc parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.classification.multilabel_specificity parameter) (torchmetrics.functional.classification.multilabel_stat_scores parameter) (torchmetrics.functional.dice parameter) (torchmetrics.functional.segmentation.dice_score parameter) (torchmetrics.segmentation.DiceScore parameter) average_method (torchmetrics.clustering.AdjustedMutualInfoScore parameter) (torchmetrics.clustering.NormalizedMutualInfoScore parameter) (torchmetrics.functional.clustering.adjusted_mutual_info_score parameter) (torchmetrics.functional.clustering.normalized_mutual_info_score parameter) average_precision() (in module torchmetrics.functional) AveragePrecision (class in torchmetrics) ax (torchmetrics.aggregation.MaxMetric.plot parameter) (torchmetrics.aggregation.MeanMetric.plot parameter) (torchmetrics.aggregation.MinMetric.plot parameter) (torchmetrics.aggregation.SumMetric.plot parameter) (torchmetrics.audio.ComplexScaleInvariantSignalNoiseRatio.plot parameter) (torchmetrics.audio.dnsmos.DeepNoiseSuppressionMeanOpinionScore.plot parameter) (torchmetrics.audio.nisqa.NonIntrusiveSpeechQualityAssessment.plot parameter) (torchmetrics.audio.PermutationInvariantTraining.plot parameter) (torchmetrics.audio.pesq.PerceptualEvaluationSpeechQuality.plot parameter) (torchmetrics.audio.ScaleInvariantSignalDistortionRatio.plot parameter) (torchmetrics.audio.ScaleInvariantSignalNoiseRatio.plot parameter) (torchmetrics.audio.sdr.SourceAggregatedSignalDistortionRatio.plot parameter) (torchmetrics.audio.SignalDistortionRatio.plot parameter) (torchmetrics.audio.SignalNoiseRatio.plot parameter) (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio.plot parameter) (torchmetrics.audio.stoi.ShortTimeObjectiveIntelligibility.plot parameter) (torchmetrics.classification.BinaryAccuracy.plot parameter) (torchmetrics.classification.BinaryAUROC.plot parameter) (torchmetrics.classification.BinaryAveragePrecision.plot parameter) (torchmetrics.classification.BinaryCalibrationError.plot parameter) (torchmetrics.classification.BinaryCohenKappa.plot parameter) (torchmetrics.classification.BinaryConfusionMatrix.plot parameter) (torchmetrics.classification.BinaryF1Score.plot parameter) (torchmetrics.classification.BinaryFairness.plot parameter) (torchmetrics.classification.BinaryFBetaScore.plot parameter) (torchmetrics.classification.BinaryHammingDistance.plot parameter) (torchmetrics.classification.BinaryHingeLoss.plot parameter) (torchmetrics.classification.BinaryJaccardIndex.plot parameter) (torchmetrics.classification.BinaryLogAUC.plot parameter) (torchmetrics.classification.BinaryMatthewsCorrCoef.plot parameter) (torchmetrics.classification.BinaryNegativePredictiveValue.plot parameter) (torchmetrics.classification.BinaryPrecision.plot parameter) (torchmetrics.classification.BinaryPrecisionAtFixedRecall.plot parameter) (torchmetrics.classification.BinaryPrecisionRecallCurve.plot parameter) (torchmetrics.classification.BinaryRecall.plot parameter) (torchmetrics.classification.BinaryRecallAtFixedPrecision.plot parameter) (torchmetrics.classification.BinaryROC.plot parameter) (torchmetrics.classification.BinarySpecificity.plot parameter) (torchmetrics.classification.MulticlassAccuracy.plot parameter) (torchmetrics.classification.MulticlassAUROC.plot parameter) (torchmetrics.classification.MulticlassAveragePrecision.plot parameter) (torchmetrics.classification.MulticlassCalibrationError.plot parameter) (torchmetrics.classification.MulticlassCohenKappa.plot parameter) (torchmetrics.classification.MulticlassConfusionMatrix.plot parameter) (torchmetrics.classification.MulticlassExactMatch.plot parameter) (torchmetrics.classification.MulticlassF1Score.plot parameter) (torchmetrics.classification.MulticlassFBetaScore.plot parameter) (torchmetrics.classification.MulticlassHammingDistance.plot parameter) (torchmetrics.classification.MulticlassHingeLoss.plot parameter) (torchmetrics.classification.MulticlassJaccardIndex.plot parameter) (torchmetrics.classification.MulticlassLogAUC.plot parameter) (torchmetrics.classification.MulticlassMatthewsCorrCoef.plot parameter) (torchmetrics.classification.MulticlassNegativePredictiveValue.plot parameter) (torchmetrics.classification.MulticlassPrecision.plot parameter) (torchmetrics.classification.MulticlassPrecisionAtFixedRecall.plot parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve.plot parameter) (torchmetrics.classification.MulticlassRecall.plot parameter) (torchmetrics.classification.MulticlassRecallAtFixedPrecision.plot parameter) (torchmetrics.classification.MulticlassROC.plot parameter) (torchmetrics.classification.MulticlassSpecificity.plot parameter) (torchmetrics.classification.MultilabelAccuracy.plot parameter) (torchmetrics.classification.MultilabelAUROC.plot parameter) (torchmetrics.classification.MultilabelAveragePrecision.plot parameter) (torchmetrics.classification.MultilabelConfusionMatrix.plot parameter) (torchmetrics.classification.MultilabelCoverageError.plot parameter) (torchmetrics.classification.MultilabelExactMatch.plot parameter) (torchmetrics.classification.MultilabelF1Score.plot parameter) (torchmetrics.classification.MultilabelFBetaScore.plot parameter) (torchmetrics.classification.MultilabelHammingDistance.plot parameter) (torchmetrics.classification.MultilabelJaccardIndex.plot parameter) (torchmetrics.classification.MultilabelLogAUC.plot parameter) (torchmetrics.classification.MultilabelMatthewsCorrCoef.plot parameter) (torchmetrics.classification.MultilabelNegativePredictiveValue.plot parameter) (torchmetrics.classification.MultilabelPrecision.plot parameter) (torchmetrics.classification.MultilabelPrecisionAtFixedRecall.plot parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve.plot parameter) (torchmetrics.classification.MultilabelRankingAveragePrecision.plot parameter) (torchmetrics.classification.MultilabelRankingLoss.plot parameter) (torchmetrics.classification.MultilabelRecall.plot parameter) (torchmetrics.classification.MultilabelRecallAtFixedPrecision.plot parameter) (torchmetrics.classification.MultilabelROC.plot parameter) (torchmetrics.classification.MultilabelSpecificity.plot parameter) (torchmetrics.clustering.AdjustedMutualInfoScore.plot parameter) (torchmetrics.clustering.AdjustedRandScore.plot parameter) (torchmetrics.clustering.CalinskiHarabaszScore.plot parameter) (torchmetrics.clustering.CompletenessScore.plot parameter) (torchmetrics.clustering.DaviesBouldinScore.plot parameter) (torchmetrics.clustering.DunnIndex.plot parameter) (torchmetrics.clustering.FowlkesMallowsIndex.plot parameter) (torchmetrics.clustering.HomogeneityScore.plot parameter) (torchmetrics.clustering.MutualInfoScore.plot parameter) (torchmetrics.clustering.NormalizedMutualInfoScore.plot parameter) (torchmetrics.clustering.RandScore.plot parameter) (torchmetrics.clustering.VMeasureScore.plot parameter) (torchmetrics.ConcordanceCorrCoef.plot parameter) (torchmetrics.CosineSimilarity.plot parameter) (torchmetrics.detection.ciou.CompleteIntersectionOverUnion.plot parameter) (torchmetrics.detection.diou.DistanceIntersectionOverUnion.plot parameter) (torchmetrics.detection.giou.GeneralizedIntersectionOverUnion.plot parameter) (torchmetrics.detection.iou.IntersectionOverUnion.plot parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision.plot parameter) (torchmetrics.detection.ModifiedPanopticQuality.plot parameter) (torchmetrics.detection.PanopticQuality.plot parameter) (torchmetrics.Dice.plot parameter) (torchmetrics.ExplainedVariance.plot parameter) (torchmetrics.image.ErrorRelativeGlobalDimensionlessSynthesis.plot parameter) (torchmetrics.image.fid.FrechetInceptionDistance.plot parameter) (torchmetrics.image.inception.InceptionScore.plot parameter) (torchmetrics.image.kid.KernelInceptionDistance.plot parameter) (torchmetrics.image.lpip.LearnedPerceptualImagePatchSimilarity.plot parameter) (torchmetrics.image.mifid.MemorizationInformedFrechetInceptionDistance.plot parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure.plot parameter) (torchmetrics.image.PeakSignalNoiseRatio.plot parameter) (torchmetrics.image.PeakSignalNoiseRatioWithBlockedEffect.plot parameter) (torchmetrics.image.QualityWithNoReference.plot parameter) (torchmetrics.image.RelativeAverageSpectralError.plot parameter) (torchmetrics.image.RootMeanSquaredErrorUsingSlidingWindow.plot parameter) (torchmetrics.image.SpatialDistortionIndex.plot parameter) (torchmetrics.image.SpectralAngleMapper.plot parameter) (torchmetrics.image.SpectralDistortionIndex.plot parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure.plot parameter) (torchmetrics.image.TotalVariation.plot parameter) (torchmetrics.image.UniversalImageQualityIndex.plot parameter) (torchmetrics.KendallRankCorrCoef.plot parameter) (torchmetrics.KLDivergence.plot parameter) (torchmetrics.LogCoshError.plot parameter) (torchmetrics.MeanAbsoluteError.plot parameter) (torchmetrics.MeanAbsolutePercentageError.plot parameter) (torchmetrics.MeanSquaredError.plot parameter) (torchmetrics.MeanSquaredLogError.plot parameter) (torchmetrics.MetricCollection.plot parameter) (torchmetrics.MinkowskiDistance.plot parameter) (torchmetrics.multimodal.clip_score.CLIPScore.plot parameter) (torchmetrics.multimodal.CLIPImageQualityAssessment.plot parameter) (torchmetrics.nominal.CramersV.plot parameter) (torchmetrics.nominal.FleissKappa.plot parameter) (torchmetrics.nominal.PearsonsContingencyCoefficient.plot parameter) (torchmetrics.nominal.TheilsU.plot parameter) (torchmetrics.nominal.TschuprowsT.plot parameter) (torchmetrics.NormalizedRootMeanSquaredError.plot parameter) (torchmetrics.PearsonCorrCoef.plot parameter) (torchmetrics.R2Score.plot parameter) (torchmetrics.RelativeSquaredError.plot parameter) (torchmetrics.retrieval.RetrievalAUROC.plot parameter) (torchmetrics.retrieval.RetrievalFallOut.plot parameter) (torchmetrics.retrieval.RetrievalHitRate.plot parameter) (torchmetrics.retrieval.RetrievalMAP.plot parameter) (torchmetrics.retrieval.RetrievalMRR.plot parameter) (torchmetrics.retrieval.RetrievalNormalizedDCG.plot parameter) (torchmetrics.retrieval.RetrievalPrecision.plot parameter) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve.plot parameter) (torchmetrics.retrieval.RetrievalRecall.plot parameter) (torchmetrics.retrieval.RetrievalRPrecision.plot parameter) (torchmetrics.segmentation.DiceScore.plot parameter) (torchmetrics.segmentation.GeneralizedDiceScore.plot parameter) (torchmetrics.segmentation.HausdorffDistance.plot parameter) (torchmetrics.segmentation.MeanIoU.plot parameter) (torchmetrics.shape.ProcrustesDisparity.plot parameter) (torchmetrics.SpearmanCorrCoef.plot parameter) (torchmetrics.SymmetricMeanAbsolutePercentageError.plot parameter) (torchmetrics.text.bert.BERTScore.plot parameter) (torchmetrics.text.BLEUScore.plot parameter) (torchmetrics.text.CharErrorRate.plot parameter) (torchmetrics.text.CHRFScore.plot parameter) (torchmetrics.text.EditDistance.plot parameter) (torchmetrics.text.ExtendedEditDistance.plot parameter) (torchmetrics.text.infolm.InfoLM.plot parameter) (torchmetrics.text.MatchErrorRate.plot parameter) (torchmetrics.text.perplexity.Perplexity.plot parameter) (torchmetrics.text.rouge.ROUGEScore.plot parameter) (torchmetrics.text.SacreBLEUScore.plot parameter) (torchmetrics.text.SQuAD.plot parameter) (torchmetrics.text.TranslationEditRate.plot parameter) (torchmetrics.text.WordErrorRate.plot parameter) (torchmetrics.text.WordInfoLost.plot parameter) (torchmetrics.text.WordInfoPreserved.plot parameter) (torchmetrics.TweedieDevianceScore.plot parameter) (torchmetrics.WeightedMeanAbsolutePercentageError.plot parameter) (torchmetrics.wrappers.BootStrapper.plot parameter) (torchmetrics.wrappers.ClasswiseWrapper.plot parameter) (torchmetrics.wrappers.MetricTracker.plot parameter) (torchmetrics.wrappers.MinMaxMetric.plot parameter) (torchmetrics.wrappers.MultioutputWrapper.plot parameter) (torchmetrics.wrappers.Running.plot parameter) axes (torchmetrics.wrappers.MultitaskWrapper.plot parameter) B backend (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision.coco_to_tm parameter) base (torchmetrics.functional.image.peak_signal_noise_ratio parameter) (torchmetrics.image.PeakSignalNoiseRatio parameter) base_metric (torchmetrics.wrappers.BootStrapper parameter) (torchmetrics.wrappers.MinMaxMetric parameter) (torchmetrics.wrappers.MultioutputWrapper parameter) (torchmetrics.wrappers.Running parameter) baseline_path (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) baseline_url (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) batch_size (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) (torchmetrics.text.bert.BERTScore parameter) (torchmetrics.text.infolm.InfoLM parameter) bert_score() (in module torchmetrics.functional.text.bert) BERTScore (class in torchmetrics.text.bert) best_metric() (torchmetrics.wrappers.MetricTracker method) beta (torchmetrics.classification.BinaryFBetaScore parameter) (torchmetrics.classification.MulticlassFBetaScore parameter) (torchmetrics.classification.MultilabelFBetaScore parameter) (torchmetrics.clustering.VMeasureScore parameter) (torchmetrics.functional.classification.binary_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.clustering.v_measure_score parameter) (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.text.chrf_score parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.image.QualityWithNoReference parameter) (torchmetrics.text.CHRFScore parameter) (torchmetrics.text.infolm.InfoLM parameter) betas (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) bias_correction (torchmetrics.functional.nominal.cramers_v parameter) (torchmetrics.functional.nominal.cramers_v_matrix parameter) (torchmetrics.functional.nominal.tschuprows_t parameter) (torchmetrics.functional.nominal.tschuprows_t_matrix parameter) (torchmetrics.nominal.CramersV parameter) (torchmetrics.nominal.TschuprowsT parameter) binary_accuracy() (in module torchmetrics.functional.classification) binary_auroc() (in module torchmetrics.functional.classification) binary_average_precision() (in module torchmetrics.functional.classification) binary_calibration_error() (in module torchmetrics.functional.classification) binary_cohen_kappa() (in module torchmetrics.functional.classification) binary_confusion_matrix() (in module torchmetrics.functional.classification) binary_f1_score() (in module torchmetrics.functional.classification) binary_fairness() (in module torchmetrics.functional.classification) binary_fbeta_score() (in module torchmetrics.functional.classification) binary_groups_stat_rates() (in module torchmetrics.functional.classification) binary_hamming_distance() (in module torchmetrics.functional.classification) binary_hinge_loss() (in module torchmetrics.functional.classification) binary_jaccard_index() (in module torchmetrics.functional.classification) binary_logauc() (in module torchmetrics.functional.classification) binary_matthews_corrcoef() (in module torchmetrics.functional.classification) binary_negative_predictive_value() (in module torchmetrics.functional.classification) binary_precision() (in module torchmetrics.functional.classification) binary_precision_at_fixed_recall() (in module torchmetrics.functional.classification) binary_precision_recall_curve() (in module torchmetrics.functional.classification) binary_recall() (in module torchmetrics.functional.classification) binary_recall_at_fixed_precision() (in module torchmetrics.functional.classification) binary_roc() (in module torchmetrics.functional.classification) binary_sensitivity_at_specificity() (in module torchmetrics.functional.classification) binary_specificity() (in module torchmetrics.functional.classification) binary_specificity_at_sensitivity() (in module torchmetrics.functional.classification) binary_stat_scores() (in module torchmetrics.functional.classification) BinaryAccuracy (class in torchmetrics.classification) BinaryAUROC (class in torchmetrics.classification) BinaryAveragePrecision (class in torchmetrics.classification) BinaryCalibrationError (class in torchmetrics.classification) BinaryCohenKappa (class in torchmetrics.classification) BinaryConfusionMatrix (class in torchmetrics.classification) BinaryF1Score (class in torchmetrics.classification) BinaryFairness (class in torchmetrics.classification) BinaryFBetaScore (class in torchmetrics.classification) BinaryGroupStatRates (class in torchmetrics.classification) BinaryHammingDistance (class in torchmetrics.classification) BinaryHingeLoss (class in torchmetrics.classification) BinaryJaccardIndex (class in torchmetrics.classification) BinaryLogAUC (class in torchmetrics.classification) BinaryMatthewsCorrCoef (class in torchmetrics.classification) BinaryNegativePredictiveValue (class in torchmetrics.classification) BinaryPrecision (class in torchmetrics.classification) BinaryPrecisionAtFixedRecall (class in torchmetrics.classification) BinaryPrecisionRecallCurve (class in torchmetrics.classification) BinaryRecall (class in torchmetrics.classification) BinaryRecallAtFixedPrecision (class in torchmetrics.classification) BinaryROC (class in torchmetrics.classification) BinarySensitivityAtSpecificity (class in torchmetrics.classification) BinarySpecificity (class in torchmetrics.classification) BinarySpecificityAtSensitivity (class in torchmetrics.classification) BinaryStatScores (class in torchmetrics.classification) BinaryTargetTransformer (class in torchmetrics.wrappers) bleu_score() (in module torchmetrics.functional.text) BLEUScore (class in torchmetrics.text) block_size (torchmetrics.functional.image.peak_signal_noise_ratio_with_blocked_effect parameter) (torchmetrics.image.PeakSignalNoiseRatioWithBlockedEffect parameter) BootStrapper (class in torchmetrics.wrappers) box_format (torchmetrics.detection.ciou.CompleteIntersectionOverUnion parameter) (torchmetrics.detection.diou.DistanceIntersectionOverUnion parameter) (torchmetrics.detection.giou.GeneralizedIntersectionOverUnion parameter) (torchmetrics.detection.iou.IntersectionOverUnion parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) C calibration_error() (in module torchmetrics.functional) calinski_harabasz_score() (in module torchmetrics.functional.clustering) CalinskiHarabaszScore (class in torchmetrics.clustering) CatMetric (class in torchmetrics.aggregation) char_error_rate() (in module torchmetrics.functional.text) CharErrorRate (class in torchmetrics.text) chrf_score() (in module torchmetrics.functional.text) CHRFScore (class in torchmetrics.text) class_metrics (torchmetrics.detection.ciou.CompleteIntersectionOverUnion parameter) (torchmetrics.detection.diou.DistanceIntersectionOverUnion parameter) (torchmetrics.detection.giou.GeneralizedIntersectionOverUnion parameter) (torchmetrics.detection.iou.IntersectionOverUnion parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) ClasswiseWrapper (class in torchmetrics.wrappers) clip_score() (in module torchmetrics.functional.multimodal.clip_score) CLIPScore (class in torchmetrics.multimodal.clip_score) clone() (torchmetrics.Metric method) (torchmetrics.MetricCollection method) (torchmetrics.wrappers.MultitaskWrapper method) cmap (torchmetrics.classification.BinaryConfusionMatrix.plot parameter) (torchmetrics.classification.MulticlassConfusionMatrix.plot parameter) (torchmetrics.classification.MultilabelConfusionMatrix.plot parameter) coco (torchmetrics.detection.mean_ap.MeanAveragePrecision property) coco_preds (torchmetrics.detection.mean_ap.MeanAveragePrecision.coco_to_tm parameter) coco_target (torchmetrics.detection.mean_ap.MeanAveragePrecision.coco_to_tm parameter) coco_to_tm() (torchmetrics.detection.mean_ap.MeanAveragePrecision static method) cocoeval (torchmetrics.detection.mean_ap.MeanAveragePrecision property) coef (torchmetrics.image.kid.KernelInceptionDistance parameter) cohen_kappa() (in module torchmetrics.functional) CohenKappa (class in torchmetrics) complete_intersection_over_union() (in module torchmetrics.functional.detection.ciou) CompleteIntersectionOverUnion (class in torchmetrics.detection.ciou) completeness_score() (in module torchmetrics.functional.clustering) CompletenessScore (class in torchmetrics.clustering) complex_scale_invariant_signal_noise_ratio() (in module torchmetrics.functional.audio) ComplexScaleInvariantSignalNoiseRatio (class in torchmetrics.audio) compute() (torchmetrics.audio.stoi.ShortTimeObjectiveIntelligibility method) (torchmetrics.Metric method) (torchmetrics.multimodal.clip_score.CLIPScore method) (torchmetrics.wrappers.BootStrapper method) (torchmetrics.wrappers.ClasswiseWrapper method) (torchmetrics.wrappers.MetricInputTransformer method) (torchmetrics.wrappers.MinMaxMetric method) (torchmetrics.wrappers.MultioutputWrapper method) (torchmetrics.wrappers.MultitaskWrapper method) compute_all() (torchmetrics.wrappers.MetricTracker method) compute_groups (torchmetrics.MetricCollection parameter) (torchmetrics.MetricCollection property) concordance_corrcoef() (in module torchmetrics.functional) ConcordanceCorrCoef (class in torchmetrics) conditional (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) confusion_matrix() (in module torchmetrics.functional) ConfusionMatrix (class in torchmetrics) copy_state (torchmetrics.MetricCollection.items parameter) (torchmetrics.MetricCollection.values parameter) cosine_distance_eps (torchmetrics.image.mifid.MemorizationInformedFrechetInceptionDistance parameter) cosine_similarity() (in module torchmetrics.functional) CosineSimilarity (class in torchmetrics) cramers_v() (in module torchmetrics.functional.nominal) cramers_v_matrix() (in module torchmetrics.functional.nominal) CramersV (class in torchmetrics.nominal) critical_success_index() (in module torchmetrics.functional.regression) CriticalSuccessIndex (class in torchmetrics.regression) curve (torchmetrics.classification.BinaryPrecisionRecallCurve.plot parameter) (torchmetrics.classification.BinaryROC.plot parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve.plot parameter) (torchmetrics.classification.MulticlassROC.plot parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve.plot parameter) (torchmetrics.classification.MultilabelROC.plot parameter) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve.plot parameter) D data (torchmetrics.functional.clustering.calinski_harabasz_score parameter) (torchmetrics.functional.clustering.davies_bouldin_score parameter) (torchmetrics.functional.clustering.dunn_index parameter) data_range (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.peak_signal_noise_ratio parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.functional.multimodal.clip_image_quality_assessment parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.image.PeakSignalNoiseRatio parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) (torchmetrics.multimodal.CLIPImageQualityAssessment parameter) davies_bouldin_score() (in module torchmetrics.functional.clustering) DaviesBouldinScore (class in torchmetrics.clustering) deep_noise_suppression_mean_opinion_score() (in module torchmetrics.functional.audio.dnsmos) DeepNoiseSuppressionMeanOpinionScore (class in torchmetrics.audio.dnsmos) default (torchmetrics.Metric.add_state parameter), [1] degree (torchmetrics.image.kid.KernelInceptionDistance parameter) deletion (torchmetrics.functional.text.extended_edit_distance parameter) (torchmetrics.text.ExtendedEditDistance parameter) demographic_parity() (in module torchmetrics.functional.classification) destination (torchmetrics.Metric.state_dict parameter), [1] device (torchmetrics.audio.dnsmos.DeepNoiseSuppressionMeanOpinionScore parameter) (torchmetrics.functional.audio.dnsmos.deep_noise_suppression_mean_opinion_score parameter) (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.Metric property) (torchmetrics.text.bert.BERTScore parameter) (torchmetrics.text.infolm.InfoLM parameter) Dice (class in torchmetrics) dice() (in module torchmetrics.functional) dim (torchmetrics.functional.image.peak_signal_noise_ratio parameter) (torchmetrics.image.PeakSignalNoiseRatio parameter) (torchmetrics.utilities.data.select_topk parameter) dim_zero_cat() (in module torchmetrics.utilities.data) dim_zero_max() (in module torchmetrics.utilities.data) dim_zero_mean() (in module torchmetrics.utilities.data) dim_zero_min() (in module torchmetrics.utilities.data) dim_zero_sum() (in module torchmetrics.utilities.data) directed (torchmetrics.functional.segmentation.hausdorff_distance parameter) (torchmetrics.segmentation.HausdorffDistance parameter) dist_reduce_fx (torchmetrics.Metric.add_state parameter), [1] dist_sync_fn (torchmetrics.Metric.sync parameter), [1] (torchmetrics.Metric.sync_context parameter), [1] distance_intersection_over_union() (in module torchmetrics.functional.detection.diou) distance_metric (torchmetrics.functional.segmentation.hausdorff_distance parameter) (torchmetrics.segmentation.HausdorffDistance parameter) DistanceIntersectionOverUnion (class in torchmetrics.detection.diou) distributed_available (torchmetrics.Metric.sync parameter), [1] (torchmetrics.Metric.sync_context parameter), [1] double() (torchmetrics.Metric method) dst_type (torchmetrics.image.fid.FrechetInceptionDistance.set_dtype parameter) (torchmetrics.Metric.set_dtype parameter), [1] (torchmetrics.MetricCollection.set_dtype parameter) dtype (torchmetrics.Metric property) dunn_index() (in module torchmetrics.functional.clustering) DunnIndex (class in torchmetrics.clustering) E edit_distance() (in module torchmetrics.functional.text) EditDistance (class in torchmetrics.text) empty_target_action (torchmetrics.retrieval.RetrievalAUROC parameter) (torchmetrics.retrieval.RetrievalFallOut parameter) (torchmetrics.retrieval.RetrievalHitRate parameter) (torchmetrics.retrieval.RetrievalMAP parameter) (torchmetrics.retrieval.RetrievalMRR parameter) (torchmetrics.retrieval.RetrievalNormalizedDCG parameter) (torchmetrics.retrieval.RetrievalPrecision parameter) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve parameter) (torchmetrics.retrieval.RetrievalRecall parameter) (torchmetrics.retrieval.RetrievalRPrecision parameter) epsilon (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) equal_opportunity() (in module torchmetrics.functional.classification) error_relative_global_dimensionless_synthesis() (in module torchmetrics.functional.image) ErrorRelativeGlobalDimensionlessSynthesis (class in torchmetrics.image) eval_func (torchmetrics.audio.PermutationInvariantTraining parameter) (torchmetrics.functional.audio.permutation_invariant_training parameter) exact_match() (in module torchmetrics.functional.classification) ExactMatch (class in torchmetrics) explained_variance() (in module torchmetrics.functional) ExplainedVariance (class in torchmetrics) exponent (torchmetrics.functional.pairwise_minkowski_distance parameter) extended (torchmetrics.audio.stoi.ShortTimeObjectiveIntelligibility parameter) (torchmetrics.functional.audio.stoi.short_time_objective_intelligibility parameter) extended_edit_distance() (in module torchmetrics.functional.text) extended_summary (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) ExtendedEditDistance (class in torchmetrics.text) F f1_score() (in module torchmetrics.functional) F1Score (class in torchmetrics) fast (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio parameter) (torchmetrics.functional.audio.srmr.speech_reverberation_modulation_energy_ratio parameter) fbeta_score() (in module torchmetrics.functional) FBetaScore (class in torchmetrics) feature (torchmetrics.image.fid.FrechetInceptionDistance parameter) (torchmetrics.image.inception.InceptionScore parameter) (torchmetrics.image.kid.KernelInceptionDistance parameter) (torchmetrics.image.mifid.MemorizationInformedFrechetInceptionDistance parameter) FeatureShare (class in torchmetrics.wrappers) filter_length (torchmetrics.audio.SignalDistortionRatio parameter) (torchmetrics.functional.audio.signal_distortion_ratio parameter) flatten (torchmetrics.wrappers.MultitaskWrapper.items parameter) (torchmetrics.wrappers.MultitaskWrapper.keys parameter) (torchmetrics.wrappers.MultitaskWrapper.values parameter) fleiss_kappa() (in module torchmetrics.functional.nominal) FleissKappa (class in torchmetrics.nominal) float() (torchmetrics.Metric method) forward() (torchmetrics.Metric method) (torchmetrics.wrappers.BootStrapper method) (torchmetrics.wrappers.ClasswiseWrapper method) (torchmetrics.wrappers.MetricInputTransformer method) (torchmetrics.wrappers.MetricTracker method) (torchmetrics.wrappers.MinMaxMetric method) (torchmetrics.wrappers.MultioutputWrapper method) (torchmetrics.wrappers.MultitaskWrapper method) (torchmetrics.wrappers.Running method) fowlkes_mallows_index() (in module torchmetrics.functional.clustering) FowlkesMallowsIndex (class in torchmetrics.clustering) fpr_range (torchmetrics.classification.BinaryLogAUC parameter) (torchmetrics.classification.MulticlassLogAUC parameter) (torchmetrics.classification.MultilabelLogAUC parameter) (torchmetrics.functional.classification.binary_logauc parameter) (torchmetrics.functional.classification.multiclass_logauc parameter) (torchmetrics.functional.classification.multilabel_logauc parameter) FrechetInceptionDistance (class in torchmetrics.image.fid) fs (torchmetrics.audio.dnsmos.DeepNoiseSuppressionMeanOpinionScore parameter) (torchmetrics.audio.nisqa.NonIntrusiveSpeechQualityAssessment parameter) (torchmetrics.audio.pesq.PerceptualEvaluationSpeechQuality parameter) (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio parameter) (torchmetrics.audio.stoi.ShortTimeObjectiveIntelligibility parameter) (torchmetrics.functional.audio.dnsmos.deep_noise_suppression_mean_opinion_score parameter) (torchmetrics.functional.audio.nisqa.non_intrusive_speech_quality_assessment parameter) (torchmetrics.functional.audio.pesq.perceptual_evaluation_speech_quality parameter) (torchmetrics.functional.audio.srmr.speech_reverberation_modulation_energy_ratio parameter) (torchmetrics.functional.audio.stoi.short_time_objective_intelligibility parameter) G gamma (torchmetrics.image.kid.KernelInceptionDistance parameter) gaussian_kernel (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) generalized_intersection_over_union() (in module torchmetrics.functional.detection.giou) GeneralizedIntersectionOverUnion (class in torchmetrics.detection.giou) generator (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) GeneratorType (class in torchmetrics.image.perceptual_path_length) group (torchmetrics.utilities.distributed.gather_all_tensors parameter) groups (torchmetrics.functional.classification.binary_fairness parameter) (torchmetrics.functional.classification.binary_groups_stat_rates parameter) (torchmetrics.functional.classification.demographic_parity parameter) (torchmetrics.functional.classification.equal_opportunity parameter) H half() (torchmetrics.Metric method) hamming_distance() (in module torchmetrics.functional) HammingDistance (class in torchmetrics) hausdorff_distance() (in module torchmetrics.functional.segmentation) HausdorffDistance (class in torchmetrics.segmentation) higher_is_better (torchmetrics.clustering.AdjustedMutualInfoScore attribute) (torchmetrics.clustering.NormalizedMutualInfoScore attribute) (torchmetrics.text.infolm.InfoLM property) hinge_loss() (in module torchmetrics.functional) HingeLoss (class in torchmetrics) homogeneity_score() (in module torchmetrics.functional.clustering) HomogeneityScore (class in torchmetrics.clustering) hp_filter (torchmetrics.functional.image.spatial_correlation_coefficient parameter) (torchmetrics.image.SpatialCorrelationCoefficient parameter) I idf (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.text.bert.BERTScore parameter) (torchmetrics.text.infolm.InfoLM parameter) ignore_index (torchmetrics.classification.BinaryAccuracy parameter) (torchmetrics.classification.BinaryCalibrationError parameter) (torchmetrics.classification.BinaryCohenKappa parameter) (torchmetrics.classification.BinaryConfusionMatrix parameter) (torchmetrics.classification.BinaryF1Score parameter) (torchmetrics.classification.BinaryFairness parameter) (torchmetrics.classification.BinaryFBetaScore parameter) (torchmetrics.classification.BinaryGroupStatRates parameter) (torchmetrics.classification.BinaryHammingDistance parameter) (torchmetrics.classification.BinaryHingeLoss parameter) (torchmetrics.classification.BinaryJaccardIndex parameter) (torchmetrics.classification.BinaryLogAUC parameter) (torchmetrics.classification.BinaryMatthewsCorrCoef parameter) (torchmetrics.classification.BinaryNegativePredictiveValue parameter) (torchmetrics.classification.BinaryPrecision parameter) (torchmetrics.classification.BinaryPrecisionRecallCurve parameter) (torchmetrics.classification.BinaryRecall parameter) (torchmetrics.classification.BinaryROC parameter) (torchmetrics.classification.BinarySpecificity parameter) (torchmetrics.classification.BinaryStatScores parameter) (torchmetrics.classification.MulticlassAccuracy parameter) (torchmetrics.classification.MulticlassCalibrationError parameter) (torchmetrics.classification.MulticlassCohenKappa parameter) (torchmetrics.classification.MulticlassConfusionMatrix parameter) (torchmetrics.classification.MulticlassExactMatch parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MulticlassFBetaScore parameter) (torchmetrics.classification.MulticlassHammingDistance parameter) (torchmetrics.classification.MulticlassHingeLoss parameter) (torchmetrics.classification.MulticlassJaccardIndex parameter) (torchmetrics.classification.MulticlassMatthewsCorrCoef parameter) (torchmetrics.classification.MulticlassNegativePredictiveValue parameter) (torchmetrics.classification.MulticlassPrecision parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve parameter) (torchmetrics.classification.MulticlassRecall parameter) (torchmetrics.classification.MulticlassROC parameter) (torchmetrics.classification.MulticlassSpecificity parameter) (torchmetrics.classification.MulticlassStatScores parameter) (torchmetrics.classification.MultilabelAccuracy parameter) (torchmetrics.classification.MultilabelConfusionMatrix parameter) (torchmetrics.classification.MultilabelCoverageError parameter) (torchmetrics.classification.MultilabelExactMatch parameter) (torchmetrics.classification.MultilabelF1Score parameter) (torchmetrics.classification.MultilabelFBetaScore parameter) (torchmetrics.classification.MultilabelHammingDistance parameter) (torchmetrics.classification.MultilabelJaccardIndex parameter) (torchmetrics.classification.MultilabelMatthewsCorrCoef parameter) (torchmetrics.classification.MultilabelNegativePredictiveValue parameter) (torchmetrics.classification.MultilabelPrecision parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve parameter) (torchmetrics.classification.MultilabelRankingAveragePrecision parameter) (torchmetrics.classification.MultilabelRankingLoss parameter) (torchmetrics.classification.MultilabelRecall parameter) (torchmetrics.classification.MultilabelROC parameter) (torchmetrics.classification.MultilabelSpecificity parameter) (torchmetrics.classification.MultilabelStatScores parameter) (torchmetrics.Dice parameter) (torchmetrics.functional.classification.binary_accuracy parameter) (torchmetrics.functional.classification.binary_auroc parameter) (torchmetrics.functional.classification.binary_average_precision parameter) (torchmetrics.functional.classification.binary_calibration_error parameter) (torchmetrics.functional.classification.binary_cohen_kappa parameter) (torchmetrics.functional.classification.binary_confusion_matrix parameter) (torchmetrics.functional.classification.binary_f1_score parameter) (torchmetrics.functional.classification.binary_fairness parameter) (torchmetrics.functional.classification.binary_fbeta_score parameter) (torchmetrics.functional.classification.binary_groups_stat_rates parameter) (torchmetrics.functional.classification.binary_hamming_distance parameter) (torchmetrics.functional.classification.binary_hinge_loss parameter) (torchmetrics.functional.classification.binary_jaccard_index parameter) (torchmetrics.functional.classification.binary_logauc parameter) (torchmetrics.functional.classification.binary_matthews_corrcoef parameter) (torchmetrics.functional.classification.binary_negative_predictive_value parameter) (torchmetrics.functional.classification.binary_precision parameter) (torchmetrics.functional.classification.binary_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.binary_precision_recall_curve parameter) (torchmetrics.functional.classification.binary_recall parameter) (torchmetrics.functional.classification.binary_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.binary_roc parameter) (torchmetrics.functional.classification.binary_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.binary_specificity parameter) (torchmetrics.functional.classification.binary_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.binary_stat_scores parameter) (torchmetrics.functional.classification.demographic_parity parameter) (torchmetrics.functional.classification.equal_opportunity parameter) (torchmetrics.functional.classification.multiclass_accuracy parameter) (torchmetrics.functional.classification.multiclass_auroc parameter) (torchmetrics.functional.classification.multiclass_average_precision parameter) (torchmetrics.functional.classification.multiclass_calibration_error parameter) (torchmetrics.functional.classification.multiclass_cohen_kappa parameter) (torchmetrics.functional.classification.multiclass_confusion_matrix parameter) (torchmetrics.functional.classification.multiclass_exact_match parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_hamming_distance parameter) (torchmetrics.functional.classification.multiclass_hinge_loss parameter) (torchmetrics.functional.classification.multiclass_jaccard_index parameter) (torchmetrics.functional.classification.multiclass_logauc parameter) (torchmetrics.functional.classification.multiclass_matthews_corrcoef parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multiclass_precision_recall_curve parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multiclass_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multiclass_roc parameter) (torchmetrics.functional.classification.multiclass_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multiclass_stat_scores parameter) (torchmetrics.functional.classification.multilabel_accuracy parameter) (torchmetrics.functional.classification.multilabel_auroc parameter) (torchmetrics.functional.classification.multilabel_average_precision parameter) (torchmetrics.functional.classification.multilabel_confusion_matrix parameter) (torchmetrics.functional.classification.multilabel_coverage_error parameter) (torchmetrics.functional.classification.multilabel_exact_match parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_hamming_distance parameter) (torchmetrics.functional.classification.multilabel_jaccard_index parameter) (torchmetrics.functional.classification.multilabel_logauc parameter) (torchmetrics.functional.classification.multilabel_matthews_corrcoef parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multilabel_precision_recall_curve parameter) (torchmetrics.functional.classification.multilabel_ranking_average_precision parameter) (torchmetrics.functional.classification.multilabel_ranking_loss parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.classification.multilabel_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multilabel_roc parameter) (torchmetrics.functional.classification.multilabel_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multilabel_stat_scores parameter) (torchmetrics.functional.dice parameter) (torchmetrics.functional.text.perplexity.perplexity parameter) (torchmetrics.retrieval.RetrievalAUROC parameter) (torchmetrics.retrieval.RetrievalFallOut parameter) (torchmetrics.retrieval.RetrievalHitRate parameter) (torchmetrics.retrieval.RetrievalMAP parameter) (torchmetrics.retrieval.RetrievalMRR parameter) (torchmetrics.retrieval.RetrievalNormalizedDCG parameter) (torchmetrics.retrieval.RetrievalPrecision parameter) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve parameter) (torchmetrics.retrieval.RetrievalRecall parameter) (torchmetrics.retrieval.RetrievalRPrecision parameter) (torchmetrics.text.perplexity.Perplexity parameter) image_gradients() (in module torchmetrics.functional.image) images (torchmetrics.functional.multimodal.clip_image_quality_assessment parameter) (torchmetrics.functional.multimodal.clip_score.clip_score parameter) (torchmetrics.multimodal.clip_score.CLIPScore.update parameter) img (torchmetrics.functional.image.image_gradients parameter) (torchmetrics.functional.image.total_variation parameter) img1 (torchmetrics.functional.image.learned_perceptual_image_patch_similarity parameter) img2 (torchmetrics.functional.image.learned_perceptual_image_patch_similarity parameter) InceptionScore (class in torchmetrics.image.inception) include_background (torchmetrics.functional.segmentation.dice_score parameter) (torchmetrics.functional.segmentation.generalized_dice_score parameter) (torchmetrics.functional.segmentation.hausdorff_distance parameter) (torchmetrics.functional.segmentation.mean_iou parameter) (torchmetrics.segmentation.DiceScore parameter) (torchmetrics.segmentation.GeneralizedDiceScore parameter) (torchmetrics.segmentation.HausdorffDistance parameter) (torchmetrics.segmentation.MeanIoU parameter) incoming_state (torchmetrics.Metric.merge_state parameter), [1] increment() (torchmetrics.wrappers.MetricTracker method) InfoLM (class in torchmetrics.text.infolm) infolm() (in module torchmetrics.functional.text.infolm) information_measure (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.text.infolm.InfoLM parameter) input_format (torchmetrics.functional.segmentation.dice_score parameter) (torchmetrics.functional.segmentation.generalized_dice_score parameter) (torchmetrics.functional.segmentation.hausdorff_distance parameter) (torchmetrics.functional.segmentation.mean_iou parameter) (torchmetrics.segmentation.DiceScore parameter) (torchmetrics.segmentation.GeneralizedDiceScore parameter) (torchmetrics.segmentation.HausdorffDistance parameter) (torchmetrics.segmentation.MeanIoU parameter) input_img_size (torchmetrics.image.fid.FrechetInceptionDistance parameter) insertion (torchmetrics.functional.text.extended_edit_distance parameter) (torchmetrics.text.ExtendedEditDistance parameter) interpolation_method (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) intersection_over_union() (in module torchmetrics.functional.detection.iou) IntersectionOverUnion (class in torchmetrics.detection.iou) iou_threshold (torchmetrics.functional.detection.ciou.complete_intersection_over_union parameter) (torchmetrics.functional.detection.diou.distance_intersection_over_union parameter) (torchmetrics.functional.detection.giou.generalized_intersection_over_union parameter) (torchmetrics.functional.detection.iou.intersection_over_union parameter) iou_thresholds (torchmetrics.detection.ciou.CompleteIntersectionOverUnion parameter) (torchmetrics.detection.diou.DistanceIntersectionOverUnion parameter) (torchmetrics.detection.giou.GeneralizedIntersectionOverUnion parameter) (torchmetrics.detection.iou.IntersectionOverUnion parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) iou_type (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision.coco_to_tm parameter) items() (torchmetrics.MetricCollection method) (torchmetrics.wrappers.MultitaskWrapper method) J jaccard_index() (in module torchmetrics.functional) JaccardIndex (class in torchmetrics) K k1 (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) k2 (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) keep_base (torchmetrics.MetricCollection.items parameter) (torchmetrics.MetricCollection.keys parameter) keep_same_device (torchmetrics.audio.pesq.PerceptualEvaluationSpeechQuality parameter) (torchmetrics.functional.audio.pesq.perceptual_evaluation_speech_quality parameter) (torchmetrics.functional.audio.stoi.short_time_objective_intelligibility parameter) keep_sequence_dim (torchmetrics.functional.regression.critical_success_index parameter) (torchmetrics.regression.CriticalSuccessIndex parameter) keep_vars (torchmetrics.Metric.state_dict parameter), [1] kendall_rank_corrcoef() (in module torchmetrics.functional) KendallRankCorrCoef (class in torchmetrics) kernel_size (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.functional.image.universal_image_quality_index parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) (torchmetrics.image.UniversalImageQualityIndex parameter) KernelInceptionDistance (class in torchmetrics.image.kid) keys() (torchmetrics.MetricCollection method) (torchmetrics.wrappers.MultitaskWrapper method) kl_divergence() (in module torchmetrics.functional) KLDivergence (class in torchmetrics) kwargs (torchmetrics.aggregation.CatMetric parameter) (torchmetrics.aggregation.MaxMetric parameter) (torchmetrics.aggregation.MinMetric parameter) (torchmetrics.aggregation.RunningMean parameter) (torchmetrics.aggregation.RunningSum parameter) (torchmetrics.aggregation.SumMetric parameter) (torchmetrics.audio.ComplexScaleInvariantSignalNoiseRatio parameter) (torchmetrics.audio.PermutationInvariantTraining parameter) (torchmetrics.audio.pesq.PerceptualEvaluationSpeechQuality parameter) (torchmetrics.audio.ScaleInvariantSignalDistortionRatio parameter) (torchmetrics.audio.ScaleInvariantSignalNoiseRatio parameter) (torchmetrics.audio.sdr.SourceAggregatedSignalDistortionRatio parameter) (torchmetrics.audio.SignalDistortionRatio parameter) (torchmetrics.audio.SignalNoiseRatio parameter) (torchmetrics.audio.stoi.ShortTimeObjectiveIntelligibility parameter) (torchmetrics.classification.BinaryAUROC parameter) (torchmetrics.classification.BinaryAveragePrecision parameter) (torchmetrics.classification.BinaryCalibrationError parameter) (torchmetrics.classification.BinaryCohenKappa parameter) (torchmetrics.classification.BinaryConfusionMatrix parameter) (torchmetrics.classification.BinaryFairness parameter) (torchmetrics.classification.BinaryGroupStatRates parameter) (torchmetrics.classification.BinaryHingeLoss parameter) (torchmetrics.classification.BinaryJaccardIndex parameter) (torchmetrics.classification.BinaryLogAUC parameter) (torchmetrics.classification.BinaryMatthewsCorrCoef parameter) (torchmetrics.classification.BinaryPrecisionAtFixedRecall parameter) (torchmetrics.classification.BinaryPrecisionRecallCurve parameter) (torchmetrics.classification.BinaryRecallAtFixedPrecision parameter) (torchmetrics.classification.BinaryROC parameter) (torchmetrics.classification.BinarySensitivityAtSpecificity parameter) (torchmetrics.classification.BinarySpecificityAtSensitivity parameter) (torchmetrics.classification.BinaryStatScores parameter) (torchmetrics.classification.MulticlassAUROC parameter) (torchmetrics.classification.MulticlassAveragePrecision parameter) (torchmetrics.classification.MulticlassCalibrationError parameter) (torchmetrics.classification.MulticlassCohenKappa parameter) (torchmetrics.classification.MulticlassConfusionMatrix parameter) (torchmetrics.classification.MulticlassHingeLoss parameter) (torchmetrics.classification.MulticlassJaccardIndex parameter) (torchmetrics.classification.MulticlassLogAUC parameter) (torchmetrics.classification.MulticlassMatthewsCorrCoef parameter) (torchmetrics.classification.MulticlassPrecisionAtFixedRecall parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve parameter) (torchmetrics.classification.MulticlassRecallAtFixedPrecision parameter) (torchmetrics.classification.MulticlassROC parameter) (torchmetrics.classification.MulticlassSensitivityAtSpecificity parameter) (torchmetrics.classification.MulticlassSpecificityAtSensitivity parameter) (torchmetrics.classification.MulticlassStatScores parameter) (torchmetrics.classification.MultilabelAUROC parameter) (torchmetrics.classification.MultilabelAveragePrecision parameter) (torchmetrics.classification.MultilabelConfusionMatrix parameter) (torchmetrics.classification.MultilabelJaccardIndex parameter) (torchmetrics.classification.MultilabelLogAUC parameter) (torchmetrics.classification.MultilabelMatthewsCorrCoef parameter) (torchmetrics.classification.MultilabelPrecisionAtFixedRecall parameter) (torchmetrics.classification.MultilabelRecallAtFixedPrecision parameter) (torchmetrics.classification.MultilabelROC parameter) (torchmetrics.classification.MultilabelSensitivityAtSpecificity parameter) (torchmetrics.classification.MultilabelSpecificityAtSensitivity parameter) (torchmetrics.classification.MultilabelStatScores parameter) (torchmetrics.clustering.AdjustedMutualInfoScore parameter) (torchmetrics.clustering.AdjustedRandScore parameter) (torchmetrics.clustering.CalinskiHarabaszScore parameter) (torchmetrics.clustering.CompletenessScore parameter) (torchmetrics.clustering.DaviesBouldinScore parameter) (torchmetrics.clustering.DunnIndex parameter) (torchmetrics.clustering.FowlkesMallowsIndex parameter) (torchmetrics.clustering.HomogeneityScore parameter) (torchmetrics.clustering.MutualInfoScore parameter) (torchmetrics.clustering.NormalizedMutualInfoScore parameter) (torchmetrics.clustering.RandScore parameter) (torchmetrics.clustering.VMeasureScore parameter) (torchmetrics.ConcordanceCorrCoef parameter) (torchmetrics.CosineSimilarity parameter) (torchmetrics.detection.ciou.CompleteIntersectionOverUnion parameter) (torchmetrics.detection.diou.DistanceIntersectionOverUnion parameter) (torchmetrics.detection.giou.GeneralizedIntersectionOverUnion parameter) (torchmetrics.detection.iou.IntersectionOverUnion parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) (torchmetrics.Dice parameter) (torchmetrics.ExplainedVariance parameter) (torchmetrics.functional.audio.permutation_invariant_training parameter) (torchmetrics.functional.classification.binary_cohen_kappa parameter) (torchmetrics.functional.classification.binary_matthews_corrcoef parameter) (torchmetrics.functional.classification.multiclass_cohen_kappa parameter) (torchmetrics.functional.classification.multiclass_matthews_corrcoef parameter) (torchmetrics.image.ErrorRelativeGlobalDimensionlessSynthesis parameter) (torchmetrics.image.fid.FrechetInceptionDistance parameter) (torchmetrics.image.inception.InceptionScore parameter) (torchmetrics.image.kid.KernelInceptionDistance parameter) (torchmetrics.image.lpip.LearnedPerceptualImagePatchSimilarity parameter) (torchmetrics.image.mifid.MemorizationInformedFrechetInceptionDistance parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.image.PeakSignalNoiseRatio parameter) (torchmetrics.image.PeakSignalNoiseRatioWithBlockedEffect parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) (torchmetrics.image.QualityWithNoReference parameter) (torchmetrics.image.RelativeAverageSpectralError parameter) (torchmetrics.image.RootMeanSquaredErrorUsingSlidingWindow parameter) (torchmetrics.image.SpatialCorrelationCoefficient parameter) (torchmetrics.image.SpatialDistortionIndex parameter) (torchmetrics.image.SpectralAngleMapper parameter) (torchmetrics.image.SpectralDistortionIndex parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) (torchmetrics.image.TotalVariation parameter) (torchmetrics.image.UniversalImageQualityIndex parameter) (torchmetrics.image.VisualInformationFidelity parameter) (torchmetrics.KendallRankCorrCoef parameter) (torchmetrics.KLDivergence parameter) (torchmetrics.LogCoshError parameter) (torchmetrics.MeanAbsoluteError parameter) (torchmetrics.MeanAbsolutePercentageError parameter) (torchmetrics.MeanSquaredError parameter) (torchmetrics.MeanSquaredLogError parameter) (torchmetrics.Metric parameter), [1] (torchmetrics.Metric.forward parameter), [1] (torchmetrics.MinkowskiDistance parameter) (torchmetrics.multimodal.clip_score.CLIPScore parameter) (torchmetrics.multimodal.CLIPImageQualityAssessment parameter) (torchmetrics.nominal.CramersV parameter) (torchmetrics.nominal.FleissKappa parameter) (torchmetrics.nominal.PearsonsContingencyCoefficient parameter) (torchmetrics.nominal.TheilsU parameter) (torchmetrics.nominal.TschuprowsT parameter) (torchmetrics.NormalizedRootMeanSquaredError parameter) (torchmetrics.PearsonCorrCoef parameter) (torchmetrics.R2Score parameter) (torchmetrics.RelativeSquaredError parameter) (torchmetrics.retrieval.RetrievalAUROC parameter) (torchmetrics.retrieval.RetrievalFallOut parameter) (torchmetrics.retrieval.RetrievalHitRate parameter) (torchmetrics.retrieval.RetrievalMAP parameter) (torchmetrics.retrieval.RetrievalMRR parameter) (torchmetrics.retrieval.RetrievalNormalizedDCG parameter) (torchmetrics.retrieval.RetrievalPrecision parameter) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve parameter) (torchmetrics.retrieval.RetrievalRecall parameter) (torchmetrics.retrieval.RetrievalRPrecision parameter) (torchmetrics.segmentation.DiceScore parameter) (torchmetrics.segmentation.GeneralizedDiceScore parameter) (torchmetrics.segmentation.HausdorffDistance parameter) (torchmetrics.segmentation.MeanIoU parameter) (torchmetrics.shape.ProcrustesDisparity parameter) (torchmetrics.SpearmanCorrCoef parameter) (torchmetrics.SymmetricMeanAbsolutePercentageError parameter) (torchmetrics.text.bert.BERTScore parameter) (torchmetrics.text.BLEUScore parameter) (torchmetrics.text.CharErrorRate parameter) (torchmetrics.text.CHRFScore parameter) (torchmetrics.text.EditDistance parameter) (torchmetrics.text.ExtendedEditDistance parameter) (torchmetrics.text.MatchErrorRate parameter) (torchmetrics.text.perplexity.Perplexity parameter) (torchmetrics.text.rouge.ROUGEScore parameter) (torchmetrics.text.SacreBLEUScore parameter) (torchmetrics.text.SQuAD parameter) (torchmetrics.text.TranslationEditRate parameter) (torchmetrics.text.WordErrorRate parameter) (torchmetrics.text.WordInfoLost parameter) (torchmetrics.text.WordInfoPreserved parameter) (torchmetrics.TweedieDevianceScore parameter) (torchmetrics.WeightedMeanAbsolutePercentageError parameter) (torchmetrics.wrappers.BootStrapper parameter) (torchmetrics.wrappers.MinMaxMetric parameter) L label_tensor (torchmetrics.utilities.data.to_onehot parameter) labels (torchmetrics.classification.BinaryConfusionMatrix.plot parameter) (torchmetrics.classification.MulticlassConfusionMatrix.plot parameter) (torchmetrics.classification.MulticlassROC.plot parameter) (torchmetrics.classification.MultilabelConfusionMatrix.plot parameter) (torchmetrics.classification.MultilabelROC.plot parameter) (torchmetrics.functional.clustering.calinski_harabasz_score parameter) (torchmetrics.functional.clustering.davies_bouldin_score parameter) (torchmetrics.functional.clustering.dunn_index parameter) (torchmetrics.wrappers.ClasswiseWrapper parameter) LambdaInputTransformer (class in torchmetrics.wrappers) lang (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) language (torchmetrics.functional.text.extended_edit_distance parameter) (torchmetrics.text.ExtendedEditDistance parameter) learned_perceptual_image_patch_similarity() (in module torchmetrics.functional.image) LearnedPerceptualImagePatchSimilarity (class in torchmetrics.image.lpip) load_diag (torchmetrics.audio.SignalDistortionRatio parameter) (torchmetrics.functional.audio.signal_distortion_ratio parameter) log_cosh_error() (in module torchmetrics.functional) log_prob (torchmetrics.functional.kl_divergence parameter) (torchmetrics.KLDivergence parameter) LogAUC (class in torchmetrics) logauc() (in module torchmetrics.functional) LogCoshError (class in torchmetrics) low_freq (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio parameter) (torchmetrics.functional.audio.srmr.speech_reverberation_modulation_energy_ratio parameter) lower_discard (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) lowercase (torchmetrics.functional.text.chrf_score parameter) (torchmetrics.functional.text.sacre_bleu_score parameter) (torchmetrics.functional.text.translation_edit_rate parameter) (torchmetrics.text.CHRFScore parameter) (torchmetrics.text.SacreBLEUScore parameter) (torchmetrics.text.TranslationEditRate parameter) M mask_utils (torchmetrics.detection.mean_ap.MeanAveragePrecision property) match_error_rate() (in module torchmetrics.functional.text) MatchErrorRate (class in torchmetrics.text) matrix (torchmetrics.functional.nominal.cramers_v_matrix parameter) (torchmetrics.functional.nominal.pearsons_contingency_coefficient_matrix parameter) (torchmetrics.functional.nominal.theils_u_matrix parameter) (torchmetrics.functional.nominal.tschuprows_t_matrix parameter) matthews_corrcoef() (in module torchmetrics.functional) MatthewsCorrCoef (class in torchmetrics) max_cache_size (torchmetrics.wrappers.FeatureShare parameter) max_cf (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio parameter) (torchmetrics.functional.audio.srmr.speech_reverberation_modulation_energy_ratio parameter) max_detection_thresholds (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) max_fpr (torchmetrics.classification.BinaryAUROC parameter) (torchmetrics.functional.classification.binary_auroc parameter) (torchmetrics.functional.retrieval.retrieval_auroc parameter) (torchmetrics.retrieval.RetrievalAUROC parameter) max_k (torchmetrics.functional.retrieval.retrieval_precision_recall_curve parameter) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve parameter) max_length (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.text.bert.BERTScore parameter) (torchmetrics.text.infolm.InfoLM parameter) maximize (torchmetrics.wrappers.MetricTracker parameter) MaxMetric (class in torchmetrics.aggregation) mdmc_average (torchmetrics.Dice parameter) (torchmetrics.functional.dice parameter) mean (torchmetrics.wrappers.BootStrapper parameter) mean_absolute_error() (in module torchmetrics.functional) mean_absolute_percentage_error() (in module torchmetrics.functional) mean_iou() (in module torchmetrics.functional.segmentation) mean_squared_error() (in module torchmetrics.functional) mean_squared_log_error() (in module torchmetrics.functional) MeanAbsoluteError (class in torchmetrics) MeanAbsolutePercentageError (class in torchmetrics) MeanAveragePrecision (class in torchmetrics.detection.mean_ap) MeanIoU (class in torchmetrics.segmentation) MeanMetric (class in torchmetrics.aggregation) MeanSquaredError (class in torchmetrics) MeanSquaredLogError (class in torchmetrics) MemorizationInformedFrechetInceptionDistance (class in torchmetrics.image.mifid) merge_state() (torchmetrics.Metric method) Metric (class in torchmetrics) metric (torchmetrics.wrappers.ClasswiseWrapper parameter) (torchmetrics.wrappers.MetricTracker parameter) metric_func (torchmetrics.audio.PermutationInvariantTraining parameter) (torchmetrics.functional.audio.permutation_invariant_training parameter) metric_state (torchmetrics.Metric property) (torchmetrics.MetricCollection property) MetricCollection (class in torchmetrics) MetricInputTransformer (class in torchmetrics.wrappers) metrics (torchmetrics.MetricCollection parameter) (torchmetrics.wrappers.FeatureShare parameter) MetricTracker (class in torchmetrics.wrappers) min_cf (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio parameter) (torchmetrics.functional.audio.srmr.speech_reverberation_modulation_energy_ratio parameter) min_precision (torchmetrics.classification.BinaryRecallAtFixedPrecision parameter) (torchmetrics.classification.MulticlassRecallAtFixedPrecision parameter) (torchmetrics.classification.MultilabelRecallAtFixedPrecision parameter) (torchmetrics.functional.classification.binary_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multiclass_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multilabel_recall_at_fixed_precision parameter) min_recall (torchmetrics.classification.BinaryPrecisionAtFixedRecall parameter) (torchmetrics.classification.MulticlassPrecisionAtFixedRecall parameter) (torchmetrics.classification.MultilabelPrecisionAtFixedRecall parameter) (torchmetrics.functional.classification.binary_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multiclass_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multilabel_precision_at_fixed_recall parameter) min_sensitivity (torchmetrics.classification.BinarySpecificityAtSensitivity parameter) (torchmetrics.classification.MulticlassSpecificityAtSensitivity parameter) (torchmetrics.classification.MultilabelSpecificityAtSensitivity parameter) (torchmetrics.functional.classification.binary_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multiclass_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multilabel_specificity_at_sensitivity parameter) min_specificity (torchmetrics.classification.BinarySensitivityAtSpecificity parameter) (torchmetrics.classification.MulticlassSensitivityAtSpecificity parameter) (torchmetrics.classification.MultilabelSensitivityAtSpecificity parameter) (torchmetrics.functional.classification.binary_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multiclass_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multilabel_sensitivity_at_specificity parameter) minkowski_distance() (in module torchmetrics.functional) MinkowskiDistance (class in torchmetrics) MinMaxMetric (class in torchmetrics.wrappers) MinMetric (class in torchmetrics.aggregation) mode (torchmetrics.audio.PermutationInvariantTraining parameter) (torchmetrics.audio.pesq.PerceptualEvaluationSpeechQuality parameter) (torchmetrics.functional.audio.permutation_invariant_training parameter) (torchmetrics.functional.audio.pesq.perceptual_evaluation_speech_quality parameter) (torchmetrics.functional.nominal.fleiss_kappa parameter) (torchmetrics.nominal.FleissKappa parameter) model (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) model_name_or_path (torchmetrics.functional.multimodal.clip_image_quality_assessment parameter) (torchmetrics.functional.multimodal.clip_score.clip_score parameter) (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.multimodal.clip_score.CLIPScore parameter) (torchmetrics.multimodal.CLIPImageQualityAssessment parameter) (torchmetrics.text.infolm.InfoLM parameter) model_type (torchmetrics.text.bert.BERTScore parameter) modified_panoptic_quality() (in module torchmetrics.functional.detection) ModifiedPanopticQuality (class in torchmetrics.detection) ms (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.image.spatial_distortion_index parameter) multiclass (torchmetrics.Dice parameter) (torchmetrics.functional.dice parameter) multiclass_accuracy() (in module torchmetrics.functional.classification) multiclass_auroc() (in module torchmetrics.functional.classification) multiclass_average_precision() (in module torchmetrics.functional.classification) multiclass_calibration_error() (in module torchmetrics.functional.classification) multiclass_cohen_kappa() (in module torchmetrics.functional.classification) multiclass_confusion_matrix() (in module torchmetrics.functional.classification) multiclass_exact_match() (in module torchmetrics.functional.classification) multiclass_f1_score() (in module torchmetrics.functional.classification) multiclass_fbeta_score() (in module torchmetrics.functional.classification) multiclass_hamming_distance() (in module torchmetrics.functional.classification) multiclass_hinge_loss() (in module torchmetrics.functional.classification) multiclass_jaccard_index() (in module torchmetrics.functional.classification) multiclass_logauc() (in module torchmetrics.functional.classification) multiclass_matthews_corrcoef() (in module torchmetrics.functional.classification) multiclass_mode (torchmetrics.classification.MulticlassHingeLoss parameter) (torchmetrics.functional.classification.multiclass_hinge_loss parameter) multiclass_negative_predictive_value() (in module torchmetrics.functional.classification) multiclass_precision() (in module torchmetrics.functional.classification) multiclass_precision_at_fixed_recall() (in module torchmetrics.functional.classification) multiclass_precision_recall_curve() (in module torchmetrics.functional.classification) multiclass_recall() (in module torchmetrics.functional.classification) multiclass_recall_at_fixed_precision() (in module torchmetrics.functional.classification) multiclass_roc() (in module torchmetrics.functional.classification) multiclass_sensitivity_at_specificity() (in module torchmetrics.functional.classification) multiclass_specificity() (in module torchmetrics.functional.classification) multiclass_specificity_at_sensitivity() (in module torchmetrics.functional.classification) multiclass_stat_scores() (in module torchmetrics.functional.classification) MulticlassAccuracy (class in torchmetrics.classification) MulticlassAUROC (class in torchmetrics.classification) MulticlassAveragePrecision (class in torchmetrics.classification) MulticlassCalibrationError (class in torchmetrics.classification) MulticlassCohenKappa (class in torchmetrics.classification) MulticlassConfusionMatrix (class in torchmetrics.classification) MulticlassExactMatch (class in torchmetrics.classification) MulticlassF1Score (class in torchmetrics.classification) MulticlassFBetaScore (class in torchmetrics.classification) MulticlassHammingDistance (class in torchmetrics.classification) MulticlassHingeLoss (class in torchmetrics.classification) MulticlassJaccardIndex (class in torchmetrics.classification) MulticlassLogAUC (class in torchmetrics.classification) MulticlassMatthewsCorrCoef (class in torchmetrics.classification) MulticlassNegativePredictiveValue (class in torchmetrics.classification) MulticlassPrecision (class in torchmetrics.classification) MulticlassPrecisionAtFixedRecall (class in torchmetrics.classification) MulticlassPrecisionRecallCurve (class in torchmetrics.classification) MulticlassRecall (class in torchmetrics.classification) MulticlassRecallAtFixedPrecision (class in torchmetrics.classification) MulticlassROC (class in torchmetrics.classification) MulticlassSensitivityAtSpecificity (class in torchmetrics.classification) MulticlassSpecificity (class in torchmetrics.classification) MulticlassSpecificityAtSensitivity (class in torchmetrics.classification) MulticlassStatScores (class in torchmetrics.classification) multidim_average (torchmetrics.classification.BinaryAccuracy parameter) (torchmetrics.classification.BinaryF1Score parameter) (torchmetrics.classification.BinaryFBetaScore parameter) (torchmetrics.classification.BinaryHammingDistance parameter) (torchmetrics.classification.BinaryNegativePredictiveValue parameter) (torchmetrics.classification.BinaryPrecision parameter) (torchmetrics.classification.BinaryRecall parameter) (torchmetrics.classification.BinarySpecificity parameter) (torchmetrics.classification.BinaryStatScores parameter) (torchmetrics.classification.MulticlassAccuracy parameter) (torchmetrics.classification.MulticlassExactMatch parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MulticlassFBetaScore parameter) (torchmetrics.classification.MulticlassHammingDistance parameter) (torchmetrics.classification.MulticlassNegativePredictiveValue parameter) (torchmetrics.classification.MulticlassPrecision parameter) (torchmetrics.classification.MulticlassRecall parameter) (torchmetrics.classification.MulticlassSpecificity parameter) (torchmetrics.classification.MulticlassStatScores parameter) (torchmetrics.classification.MultilabelAccuracy parameter) (torchmetrics.classification.MultilabelExactMatch parameter) (torchmetrics.classification.MultilabelF1Score parameter) (torchmetrics.classification.MultilabelFBetaScore parameter) (torchmetrics.classification.MultilabelHammingDistance parameter) (torchmetrics.classification.MultilabelNegativePredictiveValue parameter) (torchmetrics.classification.MultilabelPrecision parameter) (torchmetrics.classification.MultilabelRecall parameter) (torchmetrics.classification.MultilabelSpecificity parameter) (torchmetrics.classification.MultilabelStatScores parameter) (torchmetrics.functional.classification.binary_accuracy parameter) (torchmetrics.functional.classification.binary_f1_score parameter) (torchmetrics.functional.classification.binary_fbeta_score parameter) (torchmetrics.functional.classification.binary_hamming_distance parameter) (torchmetrics.functional.classification.binary_negative_predictive_value parameter) (torchmetrics.functional.classification.binary_precision parameter) (torchmetrics.functional.classification.binary_recall parameter) (torchmetrics.functional.classification.binary_specificity parameter) (torchmetrics.functional.classification.binary_stat_scores parameter) (torchmetrics.functional.classification.multiclass_accuracy parameter) (torchmetrics.functional.classification.multiclass_exact_match parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_hamming_distance parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multiclass_specificity parameter) (torchmetrics.functional.classification.multiclass_stat_scores parameter) (torchmetrics.functional.classification.multilabel_accuracy parameter) (torchmetrics.functional.classification.multilabel_exact_match parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_hamming_distance parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.classification.multilabel_specificity parameter) (torchmetrics.functional.classification.multilabel_stat_scores parameter) multilabel_accuracy() (in module torchmetrics.functional.classification) multilabel_auroc() (in module torchmetrics.functional.classification) multilabel_average_precision() (in module torchmetrics.functional.classification) multilabel_confusion_matrix() (in module torchmetrics.functional.classification) multilabel_coverage_error() (in module torchmetrics.functional.classification) multilabel_exact_match() (in module torchmetrics.functional.classification) multilabel_f1_score() (in module torchmetrics.functional.classification) multilabel_fbeta_score() (in module torchmetrics.functional.classification) multilabel_hamming_distance() (in module torchmetrics.functional.classification) multilabel_jaccard_index() (in module torchmetrics.functional.classification) multilabel_logauc() (in module torchmetrics.functional.classification) multilabel_matthews_corrcoef() (in module torchmetrics.functional.classification) multilabel_negative_predictive_value() (in module torchmetrics.functional.classification) multilabel_precision() (in module torchmetrics.functional.classification) multilabel_precision_at_fixed_recall() (in module torchmetrics.functional.classification) multilabel_precision_recall_curve() (in module torchmetrics.functional.classification) multilabel_ranking_average_precision() (in module torchmetrics.functional.classification) multilabel_ranking_loss() (in module torchmetrics.functional.classification) multilabel_recall() (in module torchmetrics.functional.classification) multilabel_recall_at_fixed_precision() (in module torchmetrics.functional.classification) multilabel_roc() (in module torchmetrics.functional.classification) multilabel_sensitivity_at_specificity() (in module torchmetrics.functional.classification) multilabel_specificity() (in module torchmetrics.functional.classification) multilabel_specificity_at_sensitivity() (in module torchmetrics.functional.classification) multilabel_stat_scores() (in module torchmetrics.functional.classification) MultilabelAccuracy (class in torchmetrics.classification) MultilabelAUROC (class in torchmetrics.classification) MultilabelAveragePrecision (class in torchmetrics.classification) MultilabelConfusionMatrix (class in torchmetrics.classification) MultilabelCoverageError (class in torchmetrics.classification) MultilabelExactMatch (class in torchmetrics.classification) MultilabelF1Score (class in torchmetrics.classification) MultilabelFBetaScore (class in torchmetrics.classification) MultilabelHammingDistance (class in torchmetrics.classification) MultilabelJaccardIndex (class in torchmetrics.classification) MultilabelLogAUC (class in torchmetrics.classification) MultilabelMatthewsCorrCoef (class in torchmetrics.classification) MultilabelNegativePredictiveValue (class in torchmetrics.classification) MultilabelPrecision (class in torchmetrics.classification) MultilabelPrecisionAtFixedRecall (class in torchmetrics.classification) MultilabelPrecisionRecallCurve (class in torchmetrics.classification) MultilabelRankingAveragePrecision (class in torchmetrics.classification) MultilabelRankingLoss (class in torchmetrics.classification) MultilabelRecall (class in torchmetrics.classification) MultilabelRecallAtFixedPrecision (class in torchmetrics.classification) MultilabelROC (class in torchmetrics.classification) MultilabelSensitivityAtSpecificity (class in torchmetrics.classification) MultilabelSpecificity (class in torchmetrics.classification) MultilabelSpecificityAtSensitivity (class in torchmetrics.classification) MultilabelStatScores (class in torchmetrics.classification) multioutput (torchmetrics.ExplainedVariance parameter) (torchmetrics.functional.explained_variance parameter) (torchmetrics.functional.r2_score parameter) (torchmetrics.R2Score parameter) MultioutputWrapper (class in torchmetrics.wrappers) multiscale_structural_similarity_index_measure() (in module torchmetrics.functional.image) MultiScaleStructuralSimilarityIndexMeasure (class in torchmetrics.image) MultitaskWrapper (class in torchmetrics.wrappers) mutual_info_score() (in module torchmetrics.functional.clustering) MutualInfoScore (class in torchmetrics.clustering) N n_bins (torchmetrics.classification.BinaryCalibrationError parameter) (torchmetrics.classification.MulticlassCalibrationError parameter) (torchmetrics.functional.classification.binary_calibration_error parameter) (torchmetrics.functional.classification.multiclass_calibration_error parameter) n_char_order (torchmetrics.functional.text.chrf_score parameter) (torchmetrics.text.CHRFScore parameter) n_cochlear_filters (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio parameter) (torchmetrics.functional.audio.srmr.speech_reverberation_modulation_energy_ratio parameter) n_gram (torchmetrics.functional.text.bleu_score parameter) (torchmetrics.functional.text.sacre_bleu_score parameter) (torchmetrics.text.BLEUScore parameter) (torchmetrics.text.SacreBLEUScore parameter) n_processes (torchmetrics.audio.pesq.PerceptualEvaluationSpeechQuality parameter) (torchmetrics.functional.audio.pesq.perceptual_evaluation_speech_quality parameter) n_steps (torchmetrics.wrappers.MetricTracker property) n_word_order (torchmetrics.functional.text.chrf_score parameter) (torchmetrics.text.CHRFScore parameter) name (torchmetrics.detection.mean_ap.MeanAveragePrecision.tm_to_coco parameter) (torchmetrics.Metric.add_state parameter), [1] nan_replace_value (torchmetrics.functional.nominal.cramers_v parameter) (torchmetrics.functional.nominal.cramers_v_matrix parameter) (torchmetrics.functional.nominal.pearsons_contingency_coefficient parameter) (torchmetrics.functional.nominal.pearsons_contingency_coefficient_matrix parameter) (torchmetrics.functional.nominal.theils_u parameter) (torchmetrics.functional.nominal.theils_u_matrix parameter) (torchmetrics.functional.nominal.tschuprows_t parameter) (torchmetrics.functional.nominal.tschuprows_t_matrix parameter) (torchmetrics.nominal.CramersV parameter) (torchmetrics.nominal.PearsonsContingencyCoefficient parameter) (torchmetrics.nominal.TheilsU parameter) (torchmetrics.nominal.TschuprowsT parameter) nan_strategy (torchmetrics.aggregation.CatMetric parameter) (torchmetrics.aggregation.MaxMetric parameter) (torchmetrics.aggregation.MeanMetric parameter) (torchmetrics.aggregation.MinMetric parameter) (torchmetrics.aggregation.RunningMean parameter) (torchmetrics.aggregation.RunningSum parameter) (torchmetrics.aggregation.SumMetric parameter) (torchmetrics.functional.nominal.cramers_v parameter) (torchmetrics.functional.nominal.cramers_v_matrix parameter) (torchmetrics.functional.nominal.pearsons_contingency_coefficient parameter) (torchmetrics.functional.nominal.pearsons_contingency_coefficient_matrix parameter) (torchmetrics.functional.nominal.theils_u parameter) (torchmetrics.functional.nominal.theils_u_matrix parameter) (torchmetrics.functional.nominal.tschuprows_t parameter) (torchmetrics.functional.nominal.tschuprows_t_matrix parameter) (torchmetrics.nominal.CramersV parameter) (torchmetrics.nominal.PearsonsContingencyCoefficient parameter) (torchmetrics.nominal.TheilsU parameter) (torchmetrics.nominal.TschuprowsT parameter) negative_predictive_value() (in module torchmetrics.functional) NegativePredictiveValue (class in torchmetrics) net_type (torchmetrics.functional.image.learned_perceptual_image_patch_similarity parameter) (torchmetrics.image.lpip.LearnedPerceptualImagePatchSimilarity parameter) no_punctuation (torchmetrics.functional.text.translation_edit_rate parameter) (torchmetrics.text.TranslationEditRate parameter) non_intrusive_speech_quality_assessment() (in module torchmetrics.functional.audio.nisqa) NonIntrusiveSpeechQualityAssessment (class in torchmetrics.audio.nisqa) norm (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio parameter) (torchmetrics.classification.BinaryCalibrationError parameter) (torchmetrics.classification.MulticlassCalibrationError parameter) (torchmetrics.functional.audio.srmr.speech_reverberation_modulation_energy_ratio parameter) (torchmetrics.functional.classification.binary_calibration_error parameter) (torchmetrics.functional.classification.multiclass_calibration_error parameter) norm_order (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.image.spatial_distortion_index parameter) (torchmetrics.image.QualityWithNoReference parameter) (torchmetrics.image.SpatialDistortionIndex parameter) normalization (torchmetrics.functional.normalized_root_mean_squared_error parameter) (torchmetrics.NormalizedRootMeanSquaredError parameter) normalize (torchmetrics.classification.BinaryConfusionMatrix parameter) (torchmetrics.classification.MulticlassConfusionMatrix parameter) (torchmetrics.classification.MultilabelConfusionMatrix parameter) (torchmetrics.functional.classification.binary_confusion_matrix parameter) (torchmetrics.functional.classification.multiclass_confusion_matrix parameter) (torchmetrics.functional.classification.multilabel_confusion_matrix parameter) (torchmetrics.functional.image.learned_perceptual_image_patch_similarity parameter) (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.text.translation_edit_rate parameter) (torchmetrics.image.fid.FrechetInceptionDistance parameter) (torchmetrics.image.lpip.LearnedPerceptualImagePatchSimilarity parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.text.TranslationEditRate parameter) normalized_mutual_info_score() (in module torchmetrics.functional.clustering) normalized_root_mean_squared_error() (in module torchmetrics.functional) NormalizedMutualInfoScore (class in torchmetrics.clustering) NormalizedRootMeanSquaredError (class in torchmetrics) normalizer (torchmetrics.functional.text.rouge.rouge_score parameter) (torchmetrics.text.rouge.ROUGEScore parameter) num_bootstraps (torchmetrics.wrappers.BootStrapper parameter) num_classes (torchmetrics.classification.MulticlassAccuracy parameter) (torchmetrics.classification.MulticlassAUROC parameter) (torchmetrics.classification.MulticlassAveragePrecision parameter) (torchmetrics.classification.MulticlassCalibrationError parameter) (torchmetrics.classification.MulticlassCohenKappa parameter) (torchmetrics.classification.MulticlassConfusionMatrix parameter) (torchmetrics.classification.MulticlassExactMatch parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MulticlassFBetaScore parameter) (torchmetrics.classification.MulticlassHammingDistance parameter) (torchmetrics.classification.MulticlassHingeLoss parameter) (torchmetrics.classification.MulticlassJaccardIndex parameter) (torchmetrics.classification.MulticlassLogAUC parameter) (torchmetrics.classification.MulticlassMatthewsCorrCoef parameter) (torchmetrics.classification.MulticlassNegativePredictiveValue parameter) (torchmetrics.classification.MulticlassPrecision parameter) (torchmetrics.classification.MulticlassPrecisionAtFixedRecall parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve parameter) (torchmetrics.classification.MulticlassRecall parameter) (torchmetrics.classification.MulticlassRecallAtFixedPrecision parameter) (torchmetrics.classification.MulticlassROC parameter) (torchmetrics.classification.MulticlassSensitivityAtSpecificity parameter) (torchmetrics.classification.MulticlassSpecificity parameter) (torchmetrics.classification.MulticlassSpecificityAtSensitivity parameter) (torchmetrics.classification.MulticlassStatScores parameter) (torchmetrics.classification.MultilabelConfusionMatrix parameter) (torchmetrics.classification.MultilabelJaccardIndex parameter) (torchmetrics.Dice parameter) (torchmetrics.functional.classification.multiclass_accuracy parameter) (torchmetrics.functional.classification.multiclass_auroc parameter) (torchmetrics.functional.classification.multiclass_average_precision parameter) (torchmetrics.functional.classification.multiclass_calibration_error parameter) (torchmetrics.functional.classification.multiclass_cohen_kappa parameter) (torchmetrics.functional.classification.multiclass_confusion_matrix parameter) (torchmetrics.functional.classification.multiclass_exact_match parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_hamming_distance parameter) (torchmetrics.functional.classification.multiclass_hinge_loss parameter) (torchmetrics.functional.classification.multiclass_jaccard_index parameter) (torchmetrics.functional.classification.multiclass_logauc parameter) (torchmetrics.functional.classification.multiclass_matthews_corrcoef parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multiclass_precision_recall_curve parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multiclass_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multiclass_roc parameter) (torchmetrics.functional.classification.multiclass_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multiclass_stat_scores parameter) (torchmetrics.functional.dice parameter) (torchmetrics.functional.segmentation.dice_score parameter) (torchmetrics.functional.segmentation.generalized_dice_score parameter) (torchmetrics.functional.segmentation.hausdorff_distance parameter) (torchmetrics.functional.segmentation.mean_iou parameter) (torchmetrics.image.perceptual_path_length.GeneratorType property) (torchmetrics.nominal.CramersV parameter) (torchmetrics.nominal.PearsonsContingencyCoefficient parameter) (torchmetrics.nominal.TheilsU parameter) (torchmetrics.nominal.TschuprowsT parameter) (torchmetrics.segmentation.DiceScore parameter) (torchmetrics.segmentation.GeneralizedDiceScore parameter) (torchmetrics.segmentation.HausdorffDistance parameter) (torchmetrics.segmentation.MeanIoU parameter) (torchmetrics.utilities.data.to_onehot parameter) num_groups (torchmetrics.classification.BinaryFairness parameter) (torchmetrics.classification.BinaryGroupStatRates parameter) (torchmetrics.functional.classification.binary_groups_stat_rates parameter) num_labels (torchmetrics.classification.MultilabelAccuracy parameter) (torchmetrics.classification.MultilabelAUROC parameter) (torchmetrics.classification.MultilabelAveragePrecision parameter) (torchmetrics.classification.MultilabelCoverageError parameter) (torchmetrics.classification.MultilabelExactMatch parameter) (torchmetrics.classification.MultilabelF1Score parameter) (torchmetrics.classification.MultilabelFBetaScore parameter) (torchmetrics.classification.MultilabelHammingDistance parameter) (torchmetrics.classification.MultilabelLogAUC parameter) (torchmetrics.classification.MultilabelMatthewsCorrCoef parameter) (torchmetrics.classification.MultilabelNegativePredictiveValue parameter) (torchmetrics.classification.MultilabelPrecision parameter) (torchmetrics.classification.MultilabelPrecisionAtFixedRecall parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve parameter) (torchmetrics.classification.MultilabelRankingAveragePrecision parameter) (torchmetrics.classification.MultilabelRankingLoss parameter) (torchmetrics.classification.MultilabelRecall parameter) (torchmetrics.classification.MultilabelRecallAtFixedPrecision parameter) (torchmetrics.classification.MultilabelROC parameter) (torchmetrics.classification.MultilabelSensitivityAtSpecificity parameter) (torchmetrics.classification.MultilabelSpecificity parameter) (torchmetrics.classification.MultilabelSpecificityAtSensitivity parameter) (torchmetrics.classification.MultilabelStatScores parameter) (torchmetrics.functional.classification.multilabel_accuracy parameter) (torchmetrics.functional.classification.multilabel_auroc parameter) (torchmetrics.functional.classification.multilabel_average_precision parameter) (torchmetrics.functional.classification.multilabel_confusion_matrix parameter) (torchmetrics.functional.classification.multilabel_coverage_error parameter) (torchmetrics.functional.classification.multilabel_exact_match parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_hamming_distance parameter) (torchmetrics.functional.classification.multilabel_jaccard_index parameter) (torchmetrics.functional.classification.multilabel_logauc parameter) (torchmetrics.functional.classification.multilabel_matthews_corrcoef parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multilabel_precision_recall_curve parameter) (torchmetrics.functional.classification.multilabel_ranking_average_precision parameter) (torchmetrics.functional.classification.multilabel_ranking_loss parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.classification.multilabel_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multilabel_roc parameter) (torchmetrics.functional.classification.multilabel_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multilabel_stat_scores parameter) num_layers (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) num_outputs (torchmetrics.ConcordanceCorrCoef parameter) (torchmetrics.functional.mean_absolute_error parameter) (torchmetrics.functional.mean_squared_error parameter) (torchmetrics.functional.normalized_root_mean_squared_error parameter) (torchmetrics.KendallRankCorrCoef parameter) (torchmetrics.LogCoshError parameter) (torchmetrics.MeanAbsoluteError parameter) (torchmetrics.MeanSquaredError parameter) (torchmetrics.NormalizedRootMeanSquaredError parameter) (torchmetrics.PearsonCorrCoef parameter) (torchmetrics.R2Score parameter) (torchmetrics.RelativeSquaredError parameter) (torchmetrics.SpearmanCorrCoef parameter) (torchmetrics.wrappers.MultioutputWrapper parameter) num_samples (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.image.perceptual_path_length.GeneratorType.sample parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) num_threads (torchmetrics.audio.dnsmos.DeepNoiseSuppressionMeanOpinionScore parameter) (torchmetrics.functional.audio.dnsmos.deep_noise_suppression_mean_opinion_score parameter) (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.text.bert.BERTScore parameter) (torchmetrics.text.infolm.InfoLM parameter) O output_dim (torchmetrics.wrappers.MultioutputWrapper parameter) P p (torchmetrics.functional.clustering.dunn_index parameter) (torchmetrics.functional.image.spectral_distortion_index parameter) (torchmetrics.functional.kl_divergence parameter) (torchmetrics.functional.minkowski_distance parameter) (torchmetrics.image.SpectralDistortionIndex parameter) (torchmetrics.MinkowskiDistance parameter) pairwise_cosine_similarity() (in module torchmetrics.functional) pairwise_euclidean_distance() (in module torchmetrics.functional) pairwise_linear_similarity() (in module torchmetrics.functional) pairwise_manhattan_distance() (in module torchmetrics.functional) pairwise_minkowski_distance() (in module torchmetrics.functional) pan (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.image.spatial_distortion_index parameter) pan_lr (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.image.spatial_distortion_index parameter) panoptic_quality() (in module torchmetrics.functional.detection) PanopticQuality (class in torchmetrics.detection) peak_signal_noise_ratio() (in module torchmetrics.functional.image) peak_signal_noise_ratio_with_blocked_effect() (in module torchmetrics.functional.image) PeakSignalNoiseRatio (class in torchmetrics.image) PeakSignalNoiseRatioWithBlockedEffect (class in torchmetrics.image) pearson_corrcoef() (in module torchmetrics.functional) PearsonCorrCoef (class in torchmetrics) pearsons_contingency_coefficient() (in module torchmetrics.functional.nominal) pearsons_contingency_coefficient_matrix() (in module torchmetrics.functional.nominal) PearsonsContingencyCoefficient (class in torchmetrics.nominal) per_class (torchmetrics.functional.segmentation.generalized_dice_score parameter) (torchmetrics.functional.segmentation.mean_iou parameter) (torchmetrics.segmentation.GeneralizedDiceScore parameter) (torchmetrics.segmentation.MeanIoU parameter) perceptual_evaluation_speech_quality() (in module torchmetrics.functional.audio.pesq) perceptual_path_length() (in module torchmetrics.functional.image.perceptual_path_length) PerceptualEvaluationSpeechQuality (class in torchmetrics.audio.pesq) PerceptualPathLength (class in torchmetrics.image.perceptual_path_length) permutation_invariant_training() (in module torchmetrics.functional.audio) PermutationInvariantTraining (class in torchmetrics.audio) Perplexity (class in torchmetrics.text.perplexity) perplexity() (in module torchmetrics.functional.text.perplexity) persistent (torchmetrics.Metric.add_state parameter), [1] persistent() (torchmetrics.Metric method) (torchmetrics.MetricCollection method) personalized (torchmetrics.audio.dnsmos.DeepNoiseSuppressionMeanOpinionScore parameter) (torchmetrics.functional.audio.dnsmos.deep_noise_suppression_mean_opinion_score parameter) plot() (torchmetrics.aggregation.MaxMetric method) (torchmetrics.aggregation.MeanMetric method) (torchmetrics.aggregation.MinMetric method) (torchmetrics.aggregation.SumMetric method) (torchmetrics.audio.ComplexScaleInvariantSignalNoiseRatio method) (torchmetrics.audio.dnsmos.DeepNoiseSuppressionMeanOpinionScore method) (torchmetrics.audio.nisqa.NonIntrusiveSpeechQualityAssessment method) (torchmetrics.audio.PermutationInvariantTraining method) (torchmetrics.audio.pesq.PerceptualEvaluationSpeechQuality method) (torchmetrics.audio.ScaleInvariantSignalDistortionRatio method) (torchmetrics.audio.ScaleInvariantSignalNoiseRatio method) (torchmetrics.audio.sdr.SourceAggregatedSignalDistortionRatio method) (torchmetrics.audio.SignalDistortionRatio method) (torchmetrics.audio.SignalNoiseRatio method) (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio method) (torchmetrics.audio.stoi.ShortTimeObjectiveIntelligibility method) (torchmetrics.classification.BinaryAccuracy method) (torchmetrics.classification.BinaryAUROC method) (torchmetrics.classification.BinaryAveragePrecision method) (torchmetrics.classification.BinaryCalibrationError method) (torchmetrics.classification.BinaryCohenKappa method) (torchmetrics.classification.BinaryConfusionMatrix method) (torchmetrics.classification.BinaryF1Score method) (torchmetrics.classification.BinaryFairness method) (torchmetrics.classification.BinaryFBetaScore method) (torchmetrics.classification.BinaryHammingDistance method) (torchmetrics.classification.BinaryHingeLoss method) (torchmetrics.classification.BinaryJaccardIndex method) (torchmetrics.classification.BinaryLogAUC method) (torchmetrics.classification.BinaryMatthewsCorrCoef method) (torchmetrics.classification.BinaryNegativePredictiveValue method) (torchmetrics.classification.BinaryPrecision method) (torchmetrics.classification.BinaryPrecisionAtFixedRecall method) (torchmetrics.classification.BinaryPrecisionRecallCurve method) (torchmetrics.classification.BinaryRecall method) (torchmetrics.classification.BinaryRecallAtFixedPrecision method) (torchmetrics.classification.BinaryROC method) (torchmetrics.classification.BinarySpecificity method) (torchmetrics.classification.MulticlassAccuracy method) (torchmetrics.classification.MulticlassAUROC method) (torchmetrics.classification.MulticlassAveragePrecision method) (torchmetrics.classification.MulticlassCalibrationError method) (torchmetrics.classification.MulticlassCohenKappa method) (torchmetrics.classification.MulticlassConfusionMatrix method) (torchmetrics.classification.MulticlassExactMatch method) (torchmetrics.classification.MulticlassF1Score method) (torchmetrics.classification.MulticlassFBetaScore method) (torchmetrics.classification.MulticlassHammingDistance method) (torchmetrics.classification.MulticlassHingeLoss method) (torchmetrics.classification.MulticlassJaccardIndex method) (torchmetrics.classification.MulticlassLogAUC method) (torchmetrics.classification.MulticlassMatthewsCorrCoef method) (torchmetrics.classification.MulticlassNegativePredictiveValue method) (torchmetrics.classification.MulticlassPrecision method) (torchmetrics.classification.MulticlassPrecisionAtFixedRecall method) (torchmetrics.classification.MulticlassPrecisionRecallCurve method) (torchmetrics.classification.MulticlassRecall method) (torchmetrics.classification.MulticlassRecallAtFixedPrecision method) (torchmetrics.classification.MulticlassROC method) (torchmetrics.classification.MulticlassSpecificity method) (torchmetrics.classification.MultilabelAccuracy method) (torchmetrics.classification.MultilabelAUROC method) (torchmetrics.classification.MultilabelAveragePrecision method) (torchmetrics.classification.MultilabelConfusionMatrix method) (torchmetrics.classification.MultilabelCoverageError method) (torchmetrics.classification.MultilabelExactMatch method) (torchmetrics.classification.MultilabelF1Score method) (torchmetrics.classification.MultilabelFBetaScore method) (torchmetrics.classification.MultilabelHammingDistance method) (torchmetrics.classification.MultilabelJaccardIndex method) (torchmetrics.classification.MultilabelLogAUC method) (torchmetrics.classification.MultilabelMatthewsCorrCoef method) (torchmetrics.classification.MultilabelNegativePredictiveValue method) (torchmetrics.classification.MultilabelPrecision method) (torchmetrics.classification.MultilabelPrecisionAtFixedRecall method) (torchmetrics.classification.MultilabelPrecisionRecallCurve method) (torchmetrics.classification.MultilabelRankingAveragePrecision method) (torchmetrics.classification.MultilabelRankingLoss method) (torchmetrics.classification.MultilabelRecall method) (torchmetrics.classification.MultilabelRecallAtFixedPrecision method) (torchmetrics.classification.MultilabelROC method) (torchmetrics.classification.MultilabelSpecificity method) (torchmetrics.clustering.AdjustedMutualInfoScore method) (torchmetrics.clustering.AdjustedRandScore method) (torchmetrics.clustering.CalinskiHarabaszScore method) (torchmetrics.clustering.CompletenessScore method) (torchmetrics.clustering.DaviesBouldinScore method) (torchmetrics.clustering.DunnIndex method) (torchmetrics.clustering.FowlkesMallowsIndex method) (torchmetrics.clustering.HomogeneityScore method) (torchmetrics.clustering.MutualInfoScore method) (torchmetrics.clustering.NormalizedMutualInfoScore method) (torchmetrics.clustering.RandScore method) (torchmetrics.clustering.VMeasureScore method) (torchmetrics.ConcordanceCorrCoef method) (torchmetrics.CosineSimilarity method) (torchmetrics.detection.ciou.CompleteIntersectionOverUnion method) (torchmetrics.detection.diou.DistanceIntersectionOverUnion method) (torchmetrics.detection.giou.GeneralizedIntersectionOverUnion method) (torchmetrics.detection.iou.IntersectionOverUnion method) (torchmetrics.detection.mean_ap.MeanAveragePrecision method) (torchmetrics.detection.ModifiedPanopticQuality method) (torchmetrics.detection.PanopticQuality method) (torchmetrics.Dice method) (torchmetrics.ExplainedVariance method) (torchmetrics.image.ErrorRelativeGlobalDimensionlessSynthesis method) (torchmetrics.image.fid.FrechetInceptionDistance method) (torchmetrics.image.inception.InceptionScore method) (torchmetrics.image.kid.KernelInceptionDistance method) (torchmetrics.image.lpip.LearnedPerceptualImagePatchSimilarity method) (torchmetrics.image.mifid.MemorizationInformedFrechetInceptionDistance method) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure method) (torchmetrics.image.PeakSignalNoiseRatio method) (torchmetrics.image.PeakSignalNoiseRatioWithBlockedEffect method) (torchmetrics.image.QualityWithNoReference method) (torchmetrics.image.RelativeAverageSpectralError method) (torchmetrics.image.RootMeanSquaredErrorUsingSlidingWindow method) (torchmetrics.image.SpatialDistortionIndex method) (torchmetrics.image.SpectralAngleMapper method) (torchmetrics.image.SpectralDistortionIndex method) (torchmetrics.image.StructuralSimilarityIndexMeasure method) (torchmetrics.image.TotalVariation method) (torchmetrics.image.UniversalImageQualityIndex method) (torchmetrics.KendallRankCorrCoef method) (torchmetrics.KLDivergence method) (torchmetrics.LogCoshError method) (torchmetrics.MeanAbsoluteError method) (torchmetrics.MeanAbsolutePercentageError method) (torchmetrics.MeanSquaredError method) (torchmetrics.MeanSquaredLogError method) (torchmetrics.Metric method) (torchmetrics.MetricCollection method) (torchmetrics.MinkowskiDistance method) (torchmetrics.multimodal.clip_score.CLIPScore method) (torchmetrics.nominal.CramersV method) (torchmetrics.nominal.FleissKappa method) (torchmetrics.nominal.PearsonsContingencyCoefficient method) (torchmetrics.nominal.TheilsU method) (torchmetrics.nominal.TschuprowsT method) (torchmetrics.NormalizedRootMeanSquaredError method) (torchmetrics.PearsonCorrCoef method) (torchmetrics.R2Score method) (torchmetrics.RelativeSquaredError method) (torchmetrics.retrieval.RetrievalAUROC method) (torchmetrics.retrieval.RetrievalFallOut method) (torchmetrics.retrieval.RetrievalHitRate method) (torchmetrics.retrieval.RetrievalMAP method) (torchmetrics.retrieval.RetrievalMRR method) (torchmetrics.retrieval.RetrievalNormalizedDCG method) (torchmetrics.retrieval.RetrievalPrecision method) (torchmetrics.retrieval.RetrievalPrecisionRecallCurve method) (torchmetrics.retrieval.RetrievalRecall method) (torchmetrics.retrieval.RetrievalRPrecision method) (torchmetrics.segmentation.HausdorffDistance method) (torchmetrics.segmentation.MeanIoU method) (torchmetrics.shape.ProcrustesDisparity method) (torchmetrics.SpearmanCorrCoef method) (torchmetrics.SymmetricMeanAbsolutePercentageError method) (torchmetrics.text.bert.BERTScore method) (torchmetrics.text.BLEUScore method) (torchmetrics.text.CharErrorRate method) (torchmetrics.text.CHRFScore method) (torchmetrics.text.EditDistance method) (torchmetrics.text.ExtendedEditDistance method) (torchmetrics.text.infolm.InfoLM method) (torchmetrics.text.MatchErrorRate method) (torchmetrics.text.perplexity.Perplexity method) (torchmetrics.text.rouge.ROUGEScore method) (torchmetrics.text.SacreBLEUScore method) (torchmetrics.text.SQuAD method) (torchmetrics.text.TranslationEditRate method) (torchmetrics.text.WordErrorRate method) (torchmetrics.text.WordInfoLost method) (torchmetrics.text.WordInfoPreserved method) (torchmetrics.TweedieDevianceScore method) (torchmetrics.WeightedMeanAbsolutePercentageError method) (torchmetrics.wrappers.BootStrapper method) (torchmetrics.wrappers.ClasswiseWrapper method) (torchmetrics.wrappers.MetricTracker method) (torchmetrics.wrappers.MinMaxMetric method) (torchmetrics.wrappers.MultioutputWrapper method) (torchmetrics.wrappers.MultitaskWrapper method) (torchmetrics.wrappers.Running method) point_cloud1 (torchmetrics.functional.shape.procrustes_disparity parameter) point_cloud2 (torchmetrics.functional.shape.procrustes_disparity parameter) postfix (torchmetrics.MetricCollection parameter) (torchmetrics.MetricCollection.clone parameter) (torchmetrics.wrappers.ClasswiseWrapper parameter) (torchmetrics.wrappers.MultitaskWrapper parameter) (torchmetrics.wrappers.MultitaskWrapper.clone parameter) power (torchmetrics.functional.tweedie_deviance_score parameter) (torchmetrics.TweedieDevianceScore parameter) Precision (class in torchmetrics) precision() (in module torchmetrics.functional) precision_recall_curve() (in module torchmetrics.functional) PrecisionAtFixedRecall (class in torchmetrics) PrecisionRecallCurve (class in torchmetrics) preds (torchmetrics.audio.sdr.SourceAggregatedSignalDistortionRatio parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve parameter) (torchmetrics.classification.MultilabelRankingLoss parameter) (torchmetrics.functional.audio.complex_scale_invariant_signal_noise_ratio parameter) (torchmetrics.functional.audio.dnsmos.deep_noise_suppression_mean_opinion_score parameter) (torchmetrics.functional.audio.nisqa.non_intrusive_speech_quality_assessment parameter) (torchmetrics.functional.audio.permutation_invariant_training parameter) (torchmetrics.functional.audio.pesq.perceptual_evaluation_speech_quality parameter) (torchmetrics.functional.audio.scale_invariant_signal_distortion_ratio parameter) (torchmetrics.functional.audio.scale_invariant_signal_noise_ratio parameter) (torchmetrics.functional.audio.sdr.source_aggregated_signal_distortion_ratio parameter) (torchmetrics.functional.audio.signal_distortion_ratio parameter) (torchmetrics.functional.audio.signal_noise_ratio parameter) (torchmetrics.functional.audio.srmr.speech_reverberation_modulation_energy_ratio parameter) (torchmetrics.functional.audio.stoi.short_time_objective_intelligibility parameter) (torchmetrics.functional.classification.binary_accuracy parameter) (torchmetrics.functional.classification.binary_auroc parameter) (torchmetrics.functional.classification.binary_average_precision parameter) (torchmetrics.functional.classification.binary_calibration_error parameter) (torchmetrics.functional.classification.binary_cohen_kappa parameter) (torchmetrics.functional.classification.binary_confusion_matrix parameter) (torchmetrics.functional.classification.binary_f1_score parameter) (torchmetrics.functional.classification.binary_fairness parameter) (torchmetrics.functional.classification.binary_fbeta_score parameter) (torchmetrics.functional.classification.binary_groups_stat_rates parameter) (torchmetrics.functional.classification.binary_hamming_distance parameter) (torchmetrics.functional.classification.binary_hinge_loss parameter) (torchmetrics.functional.classification.binary_jaccard_index parameter) (torchmetrics.functional.classification.binary_logauc parameter) (torchmetrics.functional.classification.binary_matthews_corrcoef parameter) (torchmetrics.functional.classification.binary_negative_predictive_value parameter) (torchmetrics.functional.classification.binary_precision parameter) (torchmetrics.functional.classification.binary_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.binary_precision_recall_curve parameter) (torchmetrics.functional.classification.binary_recall parameter) (torchmetrics.functional.classification.binary_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.binary_roc parameter) (torchmetrics.functional.classification.binary_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.binary_specificity parameter) (torchmetrics.functional.classification.binary_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.binary_stat_scores parameter) (torchmetrics.functional.classification.demographic_parity parameter) (torchmetrics.functional.classification.equal_opportunity parameter) (torchmetrics.functional.classification.multiclass_accuracy parameter) (torchmetrics.functional.classification.multiclass_auroc parameter) (torchmetrics.functional.classification.multiclass_average_precision parameter) (torchmetrics.functional.classification.multiclass_calibration_error parameter) (torchmetrics.functional.classification.multiclass_cohen_kappa parameter) (torchmetrics.functional.classification.multiclass_confusion_matrix parameter) (torchmetrics.functional.classification.multiclass_exact_match parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_hamming_distance parameter) (torchmetrics.functional.classification.multiclass_hinge_loss parameter) (torchmetrics.functional.classification.multiclass_jaccard_index parameter) (torchmetrics.functional.classification.multiclass_logauc parameter) (torchmetrics.functional.classification.multiclass_matthews_corrcoef parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multiclass_precision_recall_curve parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multiclass_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multiclass_roc parameter) (torchmetrics.functional.classification.multiclass_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multiclass_stat_scores parameter) (torchmetrics.functional.classification.multilabel_accuracy parameter) (torchmetrics.functional.classification.multilabel_auroc parameter) (torchmetrics.functional.classification.multilabel_average_precision parameter) (torchmetrics.functional.classification.multilabel_confusion_matrix parameter) (torchmetrics.functional.classification.multilabel_coverage_error parameter) (torchmetrics.functional.classification.multilabel_exact_match parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_hamming_distance parameter) (torchmetrics.functional.classification.multilabel_jaccard_index parameter) (torchmetrics.functional.classification.multilabel_logauc parameter) (torchmetrics.functional.classification.multilabel_matthews_corrcoef parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multilabel_precision_recall_curve parameter) (torchmetrics.functional.classification.multilabel_ranking_average_precision parameter) (torchmetrics.functional.classification.multilabel_ranking_loss parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.classification.multilabel_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multilabel_roc parameter) (torchmetrics.functional.classification.multilabel_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multilabel_stat_scores parameter) (torchmetrics.functional.clustering.adjusted_mutual_info_score parameter) (torchmetrics.functional.clustering.adjusted_rand_score parameter) (torchmetrics.functional.clustering.completeness_score parameter) (torchmetrics.functional.clustering.fowlkes_mallows_index parameter) (torchmetrics.functional.clustering.homogeneity_score parameter) (torchmetrics.functional.clustering.mutual_info_score parameter) (torchmetrics.functional.clustering.normalized_mutual_info_score parameter) (torchmetrics.functional.clustering.rand_score parameter) (torchmetrics.functional.clustering.v_measure_score parameter) (torchmetrics.functional.concordance_corrcoef parameter) (torchmetrics.functional.cosine_similarity parameter) (torchmetrics.functional.detection.ciou.complete_intersection_over_union parameter) (torchmetrics.functional.detection.diou.distance_intersection_over_union parameter) (torchmetrics.functional.detection.giou.generalized_intersection_over_union parameter) (torchmetrics.functional.detection.iou.intersection_over_union parameter) (torchmetrics.functional.detection.modified_panoptic_quality parameter) (torchmetrics.functional.detection.panoptic_quality parameter) (torchmetrics.functional.dice parameter) (torchmetrics.functional.explained_variance parameter) (torchmetrics.functional.image.error_relative_global_dimensionless_synthesis parameter) (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.peak_signal_noise_ratio parameter) (torchmetrics.functional.image.peak_signal_noise_ratio_with_blocked_effect parameter) (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.image.relative_average_spectral_error parameter) (torchmetrics.functional.image.root_mean_squared_error_using_sliding_window parameter) (torchmetrics.functional.image.spatial_correlation_coefficient parameter) (torchmetrics.functional.image.spatial_distortion_index parameter) (torchmetrics.functional.image.spectral_angle_mapper parameter) (torchmetrics.functional.image.spectral_distortion_index parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.functional.image.universal_image_quality_index parameter) (torchmetrics.functional.image.visual_information_fidelity parameter) (torchmetrics.functional.kendall_rank_corrcoef parameter) (torchmetrics.functional.log_cosh_error parameter) (torchmetrics.functional.mean_absolute_error parameter) (torchmetrics.functional.mean_absolute_percentage_error parameter) (torchmetrics.functional.mean_squared_error parameter) (torchmetrics.functional.mean_squared_log_error parameter) (torchmetrics.functional.minkowski_distance parameter) (torchmetrics.functional.nominal.cramers_v parameter) (torchmetrics.functional.nominal.pearsons_contingency_coefficient parameter) (torchmetrics.functional.nominal.theils_u parameter) (torchmetrics.functional.nominal.tschuprows_t parameter) (torchmetrics.functional.normalized_root_mean_squared_error parameter) (torchmetrics.functional.pearson_corrcoef parameter) (torchmetrics.functional.r2_score parameter) (torchmetrics.functional.regression.critical_success_index parameter) (torchmetrics.functional.relative_squared_error parameter) (torchmetrics.functional.retrieval.retrieval_auroc parameter) (torchmetrics.functional.retrieval.retrieval_average_precision parameter) (torchmetrics.functional.retrieval.retrieval_fall_out parameter) (torchmetrics.functional.retrieval.retrieval_hit_rate parameter) (torchmetrics.functional.retrieval.retrieval_normalized_dcg parameter) (torchmetrics.functional.retrieval.retrieval_precision parameter) (torchmetrics.functional.retrieval.retrieval_precision_recall_curve parameter) (torchmetrics.functional.retrieval.retrieval_r_precision parameter) (torchmetrics.functional.retrieval.retrieval_recall parameter) (torchmetrics.functional.retrieval.retrieval_reciprocal_rank parameter) (torchmetrics.functional.segmentation.dice_score parameter) (torchmetrics.functional.segmentation.generalized_dice_score parameter) (torchmetrics.functional.segmentation.hausdorff_distance parameter) (torchmetrics.functional.segmentation.mean_iou parameter) (torchmetrics.functional.spearman_corrcoef parameter) (torchmetrics.functional.symmetric_mean_absolute_percentage_error parameter) (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.bleu_score parameter) (torchmetrics.functional.text.char_error_rate parameter) (torchmetrics.functional.text.chrf_score parameter) (torchmetrics.functional.text.edit_distance parameter) (torchmetrics.functional.text.extended_edit_distance parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.functional.text.match_error_rate parameter) (torchmetrics.functional.text.perplexity.perplexity parameter) (torchmetrics.functional.text.rouge.rouge_score parameter) (torchmetrics.functional.text.sacre_bleu_score parameter) (torchmetrics.functional.text.squad parameter) (torchmetrics.functional.text.translation_edit_rate parameter) (torchmetrics.functional.text.word_error_rate parameter) (torchmetrics.functional.text.word_information_lost parameter) (torchmetrics.functional.text.word_information_preserved parameter) (torchmetrics.functional.tweedie_deviance_score parameter) (torchmetrics.functional.weighted_mean_absolute_percentage_error parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) (torchmetrics.text.bert.BERTScore parameter) prefix (torchmetrics.Metric.state_dict parameter), [1] (torchmetrics.MetricCollection parameter) (torchmetrics.MetricCollection.clone parameter) (torchmetrics.wrappers.ClasswiseWrapper parameter) (torchmetrics.wrappers.MultitaskWrapper parameter) (torchmetrics.wrappers.MultitaskWrapper.clone parameter) prob_tensor (torchmetrics.utilities.data.select_topk parameter) process_group (torchmetrics.Metric.sync parameter), [1] (torchmetrics.Metric.sync_context parameter), [1] procrustes_disparity() (in module torchmetrics.functional.shape) ProcrustesDisparity (class in torchmetrics.shape) prompts (torchmetrics.functional.multimodal.clip_image_quality_assessment parameter) (torchmetrics.multimodal.CLIPImageQualityAssessment parameter) Q q (torchmetrics.functional.kl_divergence parameter) quality_with_no_reference() (in module torchmetrics.functional.image) QualityWithNoReference (class in torchmetrics.image) quantile (torchmetrics.wrappers.BootStrapper parameter) R r2_score() (in module torchmetrics.functional) R2Score (class in torchmetrics) rand_score() (in module torchmetrics.functional.clustering) RandScore (class in torchmetrics.clustering) ratings (torchmetrics.functional.nominal.fleiss_kappa parameter) ratio (torchmetrics.functional.image.error_relative_global_dimensionless_synthesis parameter) (torchmetrics.image.ErrorRelativeGlobalDimensionlessSynthesis parameter) raw (torchmetrics.wrappers.BootStrapper parameter) rec_thresholds (torchmetrics.detection.mean_ap.MeanAveragePrecision parameter) Recall (class in torchmetrics) recall() (in module torchmetrics.functional) RecallAtFixedPrecision (class in torchmetrics) reduction (torchmetrics.CosineSimilarity parameter) (torchmetrics.functional.cosine_similarity parameter) (torchmetrics.functional.image.error_relative_global_dimensionless_synthesis parameter) (torchmetrics.functional.image.learned_perceptual_image_patch_similarity parameter) (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.peak_signal_noise_ratio parameter) (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.image.spatial_correlation_coefficient parameter) (torchmetrics.functional.image.spatial_distortion_index parameter) (torchmetrics.functional.image.spectral_angle_mapper parameter) (torchmetrics.functional.image.spectral_distortion_index parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.functional.image.total_variation parameter) (torchmetrics.functional.image.universal_image_quality_index parameter) (torchmetrics.functional.kl_divergence parameter) (torchmetrics.functional.pairwise_cosine_similarity parameter) (torchmetrics.functional.pairwise_euclidean_distance parameter) (torchmetrics.functional.pairwise_linear_similarity parameter) (torchmetrics.functional.pairwise_manhattan_distance parameter) (torchmetrics.functional.pairwise_minkowski_distance parameter) (torchmetrics.functional.text.edit_distance parameter) (torchmetrics.image.ErrorRelativeGlobalDimensionlessSynthesis parameter) (torchmetrics.image.lpip.LearnedPerceptualImagePatchSimilarity parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.image.PeakSignalNoiseRatio parameter) (torchmetrics.image.QualityWithNoReference parameter) (torchmetrics.image.SpatialDistortionIndex parameter) (torchmetrics.image.SpectralAngleMapper parameter) (torchmetrics.image.SpectralDistortionIndex parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) (torchmetrics.image.TotalVariation parameter) (torchmetrics.image.UniversalImageQualityIndex parameter) (torchmetrics.KLDivergence parameter) (torchmetrics.shape.ProcrustesDisparity parameter) (torchmetrics.text.EditDistance parameter) relative_average_spectral_error() (in module torchmetrics.functional.image) relative_squared_error() (in module torchmetrics.functional) RelativeAverageSpectralError (class in torchmetrics.image) RelativeSquaredError (class in torchmetrics) remove_nans (torchmetrics.wrappers.MultioutputWrapper parameter) replacement_val (torchmetrics.functional.detection.ciou.complete_intersection_over_union parameter) (torchmetrics.functional.detection.diou.distance_intersection_over_union parameter) (torchmetrics.functional.detection.giou.generalized_intersection_over_union parameter) (torchmetrics.functional.detection.iou.intersection_over_union parameter) rescale_with_baseline (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) reset() (torchmetrics.image.fid.FrechetInceptionDistance method) (torchmetrics.image.kid.KernelInceptionDistance method) (torchmetrics.image.mifid.MemorizationInformedFrechetInceptionDistance method) (torchmetrics.Metric method) (torchmetrics.MetricCollection method) (torchmetrics.wrappers.BootStrapper method) (torchmetrics.wrappers.ClasswiseWrapper method) (torchmetrics.wrappers.MetricTracker method) (torchmetrics.wrappers.MinMaxMetric method) (torchmetrics.wrappers.MultioutputWrapper method) (torchmetrics.wrappers.MultitaskWrapper method) (torchmetrics.wrappers.Running method) reset_all() (torchmetrics.wrappers.MetricTracker method) reset_real_features (torchmetrics.image.fid.FrechetInceptionDistance parameter) (torchmetrics.image.kid.KernelInceptionDistance parameter) (torchmetrics.image.mifid.MemorizationInformedFrechetInceptionDistance parameter) resize (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) respect_labels (torchmetrics.detection.ciou.CompleteIntersectionOverUnion parameter) (torchmetrics.detection.diou.DistanceIntersectionOverUnion parameter) (torchmetrics.detection.giou.GeneralizedIntersectionOverUnion parameter) (torchmetrics.detection.iou.IntersectionOverUnion parameter) result (torchmetrics.utilities.distributed.gather_all_tensors parameter) retrieval_auroc() (in module torchmetrics.functional.retrieval) retrieval_average_precision() (in module torchmetrics.functional.retrieval) retrieval_fall_out() (in module torchmetrics.functional.retrieval) retrieval_hit_rate() (in module torchmetrics.functional.retrieval) retrieval_normalized_dcg() (in module torchmetrics.functional.retrieval) retrieval_precision() (in module torchmetrics.functional.retrieval) retrieval_precision_recall_curve() (in module torchmetrics.functional.retrieval) retrieval_r_precision() (in module torchmetrics.functional.retrieval) retrieval_recall() (in module torchmetrics.functional.retrieval) retrieval_reciprocal_rank() (in module torchmetrics.functional.retrieval) RetrievalAUROC (class in torchmetrics.retrieval) RetrievalFallOut (class in torchmetrics.retrieval) RetrievalHitRate (class in torchmetrics.retrieval) RetrievalMAP (class in torchmetrics.retrieval) RetrievalMRR (class in torchmetrics.retrieval) RetrievalNormalizedDCG (class in torchmetrics.retrieval) RetrievalPrecision (class in torchmetrics.retrieval) RetrievalPrecisionRecallCurve (class in torchmetrics.retrieval) RetrievalRecall (class in torchmetrics.retrieval) RetrievalRPrecision (class in torchmetrics.retrieval) return_all (torchmetrics.functional.shape.procrustes_disparity parameter) return_contrast_sensitivity (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) return_full_image (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) return_hash (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) return_per_class (torchmetrics.detection.PanopticQuality parameter) (torchmetrics.functional.detection.panoptic_quality parameter) return_rmse_map (torchmetrics.functional.image.root_mean_squared_error_using_sliding_window parameter) return_sentence_level_score (torchmetrics.functional.text.chrf_score parameter) (torchmetrics.functional.text.extended_edit_distance parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.functional.text.translation_edit_rate parameter) (torchmetrics.text.CHRFScore parameter) (torchmetrics.text.ExtendedEditDistance parameter) (torchmetrics.text.infolm.InfoLM parameter) (torchmetrics.text.TranslationEditRate parameter) return_sq_and_rq (torchmetrics.detection.PanopticQuality parameter) (torchmetrics.functional.detection.panoptic_quality parameter) return_step (torchmetrics.wrappers.MetricTracker.best_metric parameter) rho (torchmetrics.functional.text.extended_edit_distance parameter) (torchmetrics.text.ExtendedEditDistance parameter) ROC (class in torchmetrics) roc() (in module torchmetrics.functional) root_mean_squared_error_using_sliding_window() (in module torchmetrics.functional.image) RootMeanSquaredErrorUsingSlidingWindow (class in torchmetrics.image) rouge_keys (torchmetrics.functional.text.rouge.rouge_score parameter) (torchmetrics.text.rouge.ROUGEScore parameter) rouge_score() (in module torchmetrics.functional.text.rouge) ROUGEScore (class in torchmetrics.text.rouge) Running (class in torchmetrics.wrappers) RunningMean (class in torchmetrics.aggregation) RunningSum (class in torchmetrics.aggregation) S sacre_bleu_score() (in module torchmetrics.functional.text) SacreBLEUScore (class in torchmetrics.text) sample() (torchmetrics.image.perceptual_path_length.GeneratorType method) sampling_strategy (torchmetrics.wrappers.BootStrapper parameter) scale_invariant (torchmetrics.audio.sdr.SourceAggregatedSignalDistortionRatio parameter) (torchmetrics.functional.audio.sdr.source_aggregated_signal_distortion_ratio parameter) scale_invariant_signal_distortion_ratio() (in module torchmetrics.functional.audio) scale_invariant_signal_noise_ratio() (in module torchmetrics.functional.audio) ScaleInvariantSignalDistortionRatio (class in torchmetrics.audio) ScaleInvariantSignalNoiseRatio (class in torchmetrics.audio) score (torchmetrics.classification.BinaryPrecisionRecallCurve.plot parameter) (torchmetrics.classification.BinaryROC.plot parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve.plot parameter) (torchmetrics.classification.MulticlassROC.plot parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve.plot parameter) (torchmetrics.classification.MultilabelROC.plot parameter) select_topk() (in module torchmetrics.utilities.data) sensitivity_at_specificity() (in module torchmetrics.functional.classification) SensitivityAtSpecificity (class in torchmetrics) set_dtype() (torchmetrics.image.fid.FrechetInceptionDistance method) (torchmetrics.Metric method) (torchmetrics.MetricCollection method) short_time_objective_intelligibility() (in module torchmetrics.functional.audio.stoi) ShortTimeObjectiveIntelligibility (class in torchmetrics.audio.stoi) should_sync (torchmetrics.Metric.sync parameter), [1] (torchmetrics.Metric.sync_context parameter), [1] should_unsync (torchmetrics.Metric.sync_context parameter), [1] (torchmetrics.Metric.unsync parameter), [1] sigma (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.functional.image.universal_image_quality_index parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) (torchmetrics.image.UniversalImageQualityIndex parameter) sigma_n_sq (torchmetrics.functional.image.visual_information_fidelity parameter) (torchmetrics.image.VisualInformationFidelity parameter) signal_distortion_ratio() (in module torchmetrics.functional.audio) signal_noise_ratio() (in module torchmetrics.functional.audio) SignalDistortionRatio (class in torchmetrics.audio) SignalNoiseRatio (class in torchmetrics.audio) sim_net (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) smooth (torchmetrics.functional.text.bleu_score parameter) (torchmetrics.functional.text.sacre_bleu_score parameter) (torchmetrics.text.BLEUScore parameter) (torchmetrics.text.SacreBLEUScore parameter) source_aggregated_signal_distortion_ratio() (in module torchmetrics.functional.audio.sdr) SourceAggregatedSignalDistortionRatio (class in torchmetrics.audio.sdr) spacing (torchmetrics.functional.segmentation.hausdorff_distance parameter) (torchmetrics.segmentation.HausdorffDistance parameter) spatial_correlation_coefficient() (in module torchmetrics.functional.image) spatial_distortion_index() (in module torchmetrics.functional.image) SpatialCorrelationCoefficient (class in torchmetrics.image) SpatialDistortionIndex (class in torchmetrics.image) spearman_corrcoef() (in module torchmetrics.functional) SpearmanCorrCoef (class in torchmetrics) Specificity (class in torchmetrics) specificity() (in module torchmetrics.functional) SpecificityAtSensitivity (class in torchmetrics) spectral_angle_mapper() (in module torchmetrics.functional.image) spectral_distortion_index() (in module torchmetrics.functional.image) SpectralAngleMapper (class in torchmetrics.image) SpectralDistortionIndex (class in torchmetrics.image) speech_reverberation_modulation_energy_ratio() (in module torchmetrics.functional.audio.srmr) SpeechReverberationModulationEnergyRatio (class in torchmetrics.audio.srmr) splits (torchmetrics.image.inception.InceptionScore parameter) SQuAD (class in torchmetrics.text) squad() (in module torchmetrics.functional.text) squared (torchmetrics.classification.BinaryHingeLoss parameter) (torchmetrics.classification.MulticlassHingeLoss parameter) (torchmetrics.functional.classification.binary_hinge_loss parameter) (torchmetrics.functional.classification.multiclass_hinge_loss parameter) (torchmetrics.functional.mean_squared_error parameter) (torchmetrics.functional.relative_squared_error parameter) (torchmetrics.MeanSquaredError parameter) (torchmetrics.RelativeSquaredError parameter) squeeze_outputs (torchmetrics.wrappers.MultioutputWrapper parameter) stat_scores() (in module torchmetrics.functional) state_dict() (torchmetrics.Metric method) StatScores (class in torchmetrics) std (torchmetrics.wrappers.BootStrapper parameter) structural_similarity_index_measure() (in module torchmetrics.functional.image) StructuralSimilarityIndexMeasure (class in torchmetrics.image) stuffs (torchmetrics.detection.ModifiedPanopticQuality parameter) (torchmetrics.detection.PanopticQuality parameter) (torchmetrics.functional.detection.modified_panoptic_quality parameter) (torchmetrics.functional.detection.panoptic_quality parameter) subset_size (torchmetrics.image.kid.KernelInceptionDistance parameter) subsets (torchmetrics.image.kid.KernelInceptionDistance parameter) substitution_cost (torchmetrics.functional.text.edit_distance parameter) (torchmetrics.text.EditDistance parameter) SumMetric (class in torchmetrics.aggregation) symmetric_mean_absolute_percentage_error() (in module torchmetrics.functional) SymmetricMeanAbsolutePercentageError (class in torchmetrics) sync() (torchmetrics.Metric method) sync_context() (torchmetrics.Metric method) T t_test (torchmetrics.functional.kendall_rank_corrcoef parameter) (torchmetrics.KendallRankCorrCoef parameter) target (torchmetrics.audio.sdr.SourceAggregatedSignalDistortionRatio parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve parameter) (torchmetrics.classification.MultilabelRankingLoss parameter) (torchmetrics.functional.audio.complex_scale_invariant_signal_noise_ratio parameter) (torchmetrics.functional.audio.permutation_invariant_training parameter) (torchmetrics.functional.audio.pesq.perceptual_evaluation_speech_quality parameter) (torchmetrics.functional.audio.scale_invariant_signal_distortion_ratio parameter) (torchmetrics.functional.audio.scale_invariant_signal_noise_ratio parameter) (torchmetrics.functional.audio.sdr.source_aggregated_signal_distortion_ratio parameter) (torchmetrics.functional.audio.signal_distortion_ratio parameter) (torchmetrics.functional.audio.signal_noise_ratio parameter) (torchmetrics.functional.audio.stoi.short_time_objective_intelligibility parameter) (torchmetrics.functional.classification.binary_accuracy parameter) (torchmetrics.functional.classification.binary_auroc parameter) (torchmetrics.functional.classification.binary_average_precision parameter) (torchmetrics.functional.classification.binary_calibration_error parameter) (torchmetrics.functional.classification.binary_cohen_kappa parameter) (torchmetrics.functional.classification.binary_confusion_matrix parameter) (torchmetrics.functional.classification.binary_f1_score parameter) (torchmetrics.functional.classification.binary_fairness parameter) (torchmetrics.functional.classification.binary_fbeta_score parameter) (torchmetrics.functional.classification.binary_groups_stat_rates parameter) (torchmetrics.functional.classification.binary_hamming_distance parameter) (torchmetrics.functional.classification.binary_hinge_loss parameter) (torchmetrics.functional.classification.binary_jaccard_index parameter) (torchmetrics.functional.classification.binary_logauc parameter) (torchmetrics.functional.classification.binary_matthews_corrcoef parameter) (torchmetrics.functional.classification.binary_negative_predictive_value parameter) (torchmetrics.functional.classification.binary_precision parameter) (torchmetrics.functional.classification.binary_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.binary_precision_recall_curve parameter) (torchmetrics.functional.classification.binary_recall parameter) (torchmetrics.functional.classification.binary_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.binary_roc parameter) (torchmetrics.functional.classification.binary_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.binary_specificity parameter) (torchmetrics.functional.classification.binary_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.binary_stat_scores parameter) (torchmetrics.functional.classification.equal_opportunity parameter) (torchmetrics.functional.classification.multiclass_accuracy parameter) (torchmetrics.functional.classification.multiclass_auroc parameter) (torchmetrics.functional.classification.multiclass_average_precision parameter) (torchmetrics.functional.classification.multiclass_calibration_error parameter) (torchmetrics.functional.classification.multiclass_cohen_kappa parameter) (torchmetrics.functional.classification.multiclass_confusion_matrix parameter) (torchmetrics.functional.classification.multiclass_exact_match parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_hamming_distance parameter) (torchmetrics.functional.classification.multiclass_hinge_loss parameter) (torchmetrics.functional.classification.multiclass_jaccard_index parameter) (torchmetrics.functional.classification.multiclass_logauc parameter) (torchmetrics.functional.classification.multiclass_matthews_corrcoef parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multiclass_precision_recall_curve parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multiclass_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multiclass_roc parameter) (torchmetrics.functional.classification.multiclass_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multiclass_stat_scores parameter) (torchmetrics.functional.classification.multilabel_accuracy parameter) (torchmetrics.functional.classification.multilabel_auroc parameter) (torchmetrics.functional.classification.multilabel_average_precision parameter) (torchmetrics.functional.classification.multilabel_confusion_matrix parameter) (torchmetrics.functional.classification.multilabel_coverage_error parameter) (torchmetrics.functional.classification.multilabel_exact_match parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_hamming_distance parameter) (torchmetrics.functional.classification.multilabel_jaccard_index parameter) (torchmetrics.functional.classification.multilabel_logauc parameter) (torchmetrics.functional.classification.multilabel_matthews_corrcoef parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multilabel_precision_recall_curve parameter) (torchmetrics.functional.classification.multilabel_ranking_average_precision parameter) (torchmetrics.functional.classification.multilabel_ranking_loss parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.classification.multilabel_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multilabel_roc parameter) (torchmetrics.functional.classification.multilabel_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multilabel_stat_scores parameter) (torchmetrics.functional.clustering.adjusted_mutual_info_score parameter) (torchmetrics.functional.clustering.adjusted_rand_score parameter) (torchmetrics.functional.clustering.completeness_score parameter) (torchmetrics.functional.clustering.fowlkes_mallows_index parameter) (torchmetrics.functional.clustering.homogeneity_score parameter) (torchmetrics.functional.clustering.mutual_info_score parameter) (torchmetrics.functional.clustering.normalized_mutual_info_score parameter) (torchmetrics.functional.clustering.rand_score parameter) (torchmetrics.functional.clustering.v_measure_score parameter) (torchmetrics.functional.concordance_corrcoef parameter) (torchmetrics.functional.cosine_similarity parameter) (torchmetrics.functional.detection.ciou.complete_intersection_over_union parameter) (torchmetrics.functional.detection.diou.distance_intersection_over_union parameter) (torchmetrics.functional.detection.giou.generalized_intersection_over_union parameter) (torchmetrics.functional.detection.iou.intersection_over_union parameter) (torchmetrics.functional.detection.modified_panoptic_quality parameter) (torchmetrics.functional.detection.panoptic_quality parameter) (torchmetrics.functional.dice parameter) (torchmetrics.functional.explained_variance parameter) (torchmetrics.functional.image.error_relative_global_dimensionless_synthesis parameter) (torchmetrics.functional.image.multiscale_structural_similarity_index_measure parameter) (torchmetrics.functional.image.peak_signal_noise_ratio parameter) (torchmetrics.functional.image.peak_signal_noise_ratio_with_blocked_effect parameter) (torchmetrics.functional.image.relative_average_spectral_error parameter) (torchmetrics.functional.image.root_mean_squared_error_using_sliding_window parameter) (torchmetrics.functional.image.spatial_correlation_coefficient parameter) (torchmetrics.functional.image.spectral_angle_mapper parameter) (torchmetrics.functional.image.spectral_distortion_index parameter) (torchmetrics.functional.image.structural_similarity_index_measure parameter) (torchmetrics.functional.image.universal_image_quality_index parameter) (torchmetrics.functional.image.visual_information_fidelity parameter) (torchmetrics.functional.kendall_rank_corrcoef parameter) (torchmetrics.functional.log_cosh_error parameter) (torchmetrics.functional.mean_absolute_error parameter) (torchmetrics.functional.mean_absolute_percentage_error parameter) (torchmetrics.functional.mean_squared_error parameter) (torchmetrics.functional.mean_squared_log_error parameter) (torchmetrics.functional.nominal.cramers_v parameter) (torchmetrics.functional.nominal.pearsons_contingency_coefficient parameter) (torchmetrics.functional.nominal.theils_u parameter) (torchmetrics.functional.nominal.tschuprows_t parameter) (torchmetrics.functional.normalized_root_mean_squared_error parameter) (torchmetrics.functional.pearson_corrcoef parameter) (torchmetrics.functional.r2_score parameter) (torchmetrics.functional.regression.critical_success_index parameter) (torchmetrics.functional.relative_squared_error parameter) (torchmetrics.functional.retrieval.retrieval_auroc parameter) (torchmetrics.functional.retrieval.retrieval_average_precision parameter) (torchmetrics.functional.retrieval.retrieval_fall_out parameter) (torchmetrics.functional.retrieval.retrieval_hit_rate parameter) (torchmetrics.functional.retrieval.retrieval_normalized_dcg parameter) (torchmetrics.functional.retrieval.retrieval_precision parameter) (torchmetrics.functional.retrieval.retrieval_precision_recall_curve parameter) (torchmetrics.functional.retrieval.retrieval_r_precision parameter) (torchmetrics.functional.retrieval.retrieval_recall parameter) (torchmetrics.functional.retrieval.retrieval_reciprocal_rank parameter) (torchmetrics.functional.segmentation.dice_score parameter) (torchmetrics.functional.segmentation.generalized_dice_score parameter) (torchmetrics.functional.segmentation.hausdorff_distance parameter) (torchmetrics.functional.segmentation.mean_iou parameter) (torchmetrics.functional.spearman_corrcoef parameter) (torchmetrics.functional.symmetric_mean_absolute_percentage_error parameter) (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.bleu_score parameter) (torchmetrics.functional.text.char_error_rate parameter) (torchmetrics.functional.text.chrf_score parameter) (torchmetrics.functional.text.edit_distance parameter) (torchmetrics.functional.text.extended_edit_distance parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.functional.text.match_error_rate parameter) (torchmetrics.functional.text.perplexity.perplexity parameter) (torchmetrics.functional.text.rouge.rouge_score parameter) (torchmetrics.functional.text.sacre_bleu_score parameter) (torchmetrics.functional.text.squad parameter) (torchmetrics.functional.text.translation_edit_rate parameter) (torchmetrics.functional.text.word_error_rate parameter) (torchmetrics.functional.text.word_information_lost parameter) (torchmetrics.functional.text.word_information_preserved parameter) (torchmetrics.functional.weighted_mean_absolute_percentage_error parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure parameter) (torchmetrics.text.bert.BERTScore parameter) targets (torchmetrics.functional.minkowski_distance parameter) (torchmetrics.functional.tweedie_deviance_score parameter) task (torchmetrics.classification.BinaryFairness parameter) (torchmetrics.functional.classification.binary_fairness parameter) task_metrics (torchmetrics.wrappers.MultitaskWrapper parameter) task_preds (torchmetrics.wrappers.MultitaskWrapper.update parameter) task_targets (torchmetrics.wrappers.MultitaskWrapper.update parameter) temperature (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.text.infolm.InfoLM parameter) text (torchmetrics.functional.multimodal.clip_score.clip_score parameter) (torchmetrics.multimodal.clip_score.CLIPScore.update parameter) theils_u() (in module torchmetrics.functional.nominal) theils_u_matrix() (in module torchmetrics.functional.nominal) TheilsU (class in torchmetrics.nominal) things (torchmetrics.detection.ModifiedPanopticQuality parameter) (torchmetrics.detection.PanopticQuality parameter) (torchmetrics.functional.detection.modified_panoptic_quality parameter) (torchmetrics.functional.detection.panoptic_quality parameter) threshold (torchmetrics.classification.BinaryAccuracy parameter) (torchmetrics.classification.BinaryCohenKappa parameter) (torchmetrics.classification.BinaryConfusionMatrix parameter) (torchmetrics.classification.BinaryF1Score parameter) (torchmetrics.classification.BinaryFairness parameter) (torchmetrics.classification.BinaryFBetaScore parameter) (torchmetrics.classification.BinaryGroupStatRates parameter) (torchmetrics.classification.BinaryHammingDistance parameter) (torchmetrics.classification.BinaryJaccardIndex parameter) (torchmetrics.classification.BinaryMatthewsCorrCoef parameter) (torchmetrics.classification.BinaryNegativePredictiveValue parameter) (torchmetrics.classification.BinaryPrecision parameter) (torchmetrics.classification.BinaryRecall parameter) (torchmetrics.classification.BinarySpecificity parameter) (torchmetrics.classification.BinaryStatScores parameter) (torchmetrics.classification.MultilabelAccuracy parameter) (torchmetrics.classification.MultilabelConfusionMatrix parameter) (torchmetrics.classification.MultilabelExactMatch parameter) (torchmetrics.classification.MultilabelF1Score parameter) (torchmetrics.classification.MultilabelFBetaScore parameter) (torchmetrics.classification.MultilabelHammingDistance parameter) (torchmetrics.classification.MultilabelJaccardIndex parameter) (torchmetrics.classification.MultilabelMatthewsCorrCoef parameter) (torchmetrics.classification.MultilabelNegativePredictiveValue parameter) (torchmetrics.classification.MultilabelPrecision parameter) (torchmetrics.classification.MultilabelRecall parameter) (torchmetrics.classification.MultilabelSpecificity parameter) (torchmetrics.classification.MultilabelStatScores parameter) (torchmetrics.Dice parameter) (torchmetrics.functional.classification.binary_accuracy parameter) (torchmetrics.functional.classification.binary_cohen_kappa parameter) (torchmetrics.functional.classification.binary_confusion_matrix parameter) (torchmetrics.functional.classification.binary_f1_score parameter) (torchmetrics.functional.classification.binary_fairness parameter) (torchmetrics.functional.classification.binary_fbeta_score parameter) (torchmetrics.functional.classification.binary_groups_stat_rates parameter) (torchmetrics.functional.classification.binary_hamming_distance parameter) (torchmetrics.functional.classification.binary_jaccard_index parameter) (torchmetrics.functional.classification.binary_matthews_corrcoef parameter) (torchmetrics.functional.classification.binary_negative_predictive_value parameter) (torchmetrics.functional.classification.binary_precision parameter) (torchmetrics.functional.classification.binary_recall parameter) (torchmetrics.functional.classification.binary_specificity parameter) (torchmetrics.functional.classification.binary_stat_scores parameter) (torchmetrics.functional.classification.demographic_parity parameter) (torchmetrics.functional.classification.equal_opportunity parameter) (torchmetrics.functional.classification.multilabel_accuracy parameter) (torchmetrics.functional.classification.multilabel_confusion_matrix parameter) (torchmetrics.functional.classification.multilabel_exact_match parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_hamming_distance parameter) (torchmetrics.functional.classification.multilabel_jaccard_index parameter) (torchmetrics.functional.classification.multilabel_matthews_corrcoef parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.classification.multilabel_specificity parameter) (torchmetrics.functional.classification.multilabel_stat_scores parameter) (torchmetrics.functional.dice parameter) (torchmetrics.functional.regression.critical_success_index parameter) (torchmetrics.regression.CriticalSuccessIndex parameter) (torchmetrics.wrappers.BinaryTargetTransformer parameter) thresholds (torchmetrics.classification.BinaryAUROC parameter) (torchmetrics.classification.BinaryAveragePrecision parameter) (torchmetrics.classification.BinaryLogAUC parameter) (torchmetrics.classification.BinaryPrecisionAtFixedRecall parameter) (torchmetrics.classification.BinaryPrecisionRecallCurve parameter) (torchmetrics.classification.BinaryRecallAtFixedPrecision parameter) (torchmetrics.classification.BinaryROC parameter) (torchmetrics.classification.BinarySensitivityAtSpecificity parameter) (torchmetrics.classification.BinarySpecificityAtSensitivity parameter) (torchmetrics.classification.MulticlassAUROC parameter) (torchmetrics.classification.MulticlassAveragePrecision parameter) (torchmetrics.classification.MulticlassLogAUC parameter) (torchmetrics.classification.MulticlassPrecisionAtFixedRecall parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve parameter) (torchmetrics.classification.MulticlassRecallAtFixedPrecision parameter) (torchmetrics.classification.MulticlassROC parameter) (torchmetrics.classification.MulticlassSensitivityAtSpecificity parameter) (torchmetrics.classification.MulticlassSpecificityAtSensitivity parameter) (torchmetrics.classification.MultilabelAUROC parameter) (torchmetrics.classification.MultilabelAveragePrecision parameter) (torchmetrics.classification.MultilabelLogAUC parameter) (torchmetrics.classification.MultilabelPrecisionAtFixedRecall parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve parameter) (torchmetrics.classification.MultilabelRecallAtFixedPrecision parameter) (torchmetrics.classification.MultilabelROC parameter) (torchmetrics.classification.MultilabelSensitivityAtSpecificity parameter) (torchmetrics.classification.MultilabelSpecificityAtSensitivity parameter) (torchmetrics.functional.classification.binary_auroc parameter) (torchmetrics.functional.classification.binary_average_precision parameter) (torchmetrics.functional.classification.binary_logauc parameter) (torchmetrics.functional.classification.binary_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.binary_precision_recall_curve parameter) (torchmetrics.functional.classification.binary_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.binary_roc parameter) (torchmetrics.functional.classification.binary_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.binary_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multiclass_auroc parameter) (torchmetrics.functional.classification.multiclass_average_precision parameter) (torchmetrics.functional.classification.multiclass_logauc parameter) (torchmetrics.functional.classification.multiclass_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multiclass_precision_recall_curve parameter) (torchmetrics.functional.classification.multiclass_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multiclass_roc parameter) (torchmetrics.functional.classification.multiclass_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multilabel_auroc parameter) (torchmetrics.functional.classification.multilabel_average_precision parameter) (torchmetrics.functional.classification.multilabel_logauc parameter) (torchmetrics.functional.classification.multilabel_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multilabel_precision_recall_curve parameter) (torchmetrics.functional.classification.multilabel_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multilabel_roc parameter) (torchmetrics.functional.classification.multilabel_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity_at_sensitivity parameter) tm_to_coco() (torchmetrics.detection.mean_ap.MeanAveragePrecision method) to_categorical() (in module torchmetrics.utilities.data) to_onehot() (in module torchmetrics.utilities.data) together (torchmetrics.MetricCollection.plot parameter) tokenize (torchmetrics.functional.text.sacre_bleu_score parameter) (torchmetrics.text.SacreBLEUScore parameter) tokenizer (torchmetrics.functional.text.rouge.rouge_score parameter) (torchmetrics.text.rouge.ROUGEScore parameter) top_k (torchmetrics.classification.MulticlassAccuracy parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MulticlassFBetaScore parameter) (torchmetrics.classification.MulticlassHammingDistance parameter) (torchmetrics.classification.MulticlassNegativePredictiveValue parameter) (torchmetrics.classification.MulticlassPrecision parameter) (torchmetrics.classification.MulticlassRecall parameter) (torchmetrics.classification.MulticlassSpecificity parameter) (torchmetrics.classification.MulticlassStatScores parameter) (torchmetrics.Dice parameter) (torchmetrics.functional.classification.multiclass_accuracy parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_hamming_distance parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multiclass_specificity parameter) (torchmetrics.functional.classification.multiclass_stat_scores parameter) (torchmetrics.functional.dice parameter) (torchmetrics.functional.retrieval.retrieval_auroc parameter) (torchmetrics.functional.retrieval.retrieval_average_precision parameter) (torchmetrics.functional.retrieval.retrieval_fall_out parameter) (torchmetrics.functional.retrieval.retrieval_hit_rate parameter) (torchmetrics.functional.retrieval.retrieval_normalized_dcg parameter) (torchmetrics.functional.retrieval.retrieval_precision parameter) (torchmetrics.functional.retrieval.retrieval_recall parameter) (torchmetrics.functional.retrieval.retrieval_reciprocal_rank parameter) (torchmetrics.retrieval.RetrievalAUROC parameter) (torchmetrics.retrieval.RetrievalFallOut parameter) (torchmetrics.retrieval.RetrievalHitRate parameter) (torchmetrics.retrieval.RetrievalMAP parameter) (torchmetrics.retrieval.RetrievalMRR parameter) (torchmetrics.retrieval.RetrievalNormalizedDCG parameter) (torchmetrics.retrieval.RetrievalPrecision parameter) (torchmetrics.retrieval.RetrievalRecall parameter) topk (torchmetrics.utilities.data.select_topk parameter) TorchMetricsUserError (class in torchmetrics.utilities.exceptions) TorchMetricsUserWarning (class in torchmetrics.utilities.exceptions) total_variation() (in module torchmetrics.functional.image) TotalVariation (class in torchmetrics.image) transform_pred (torchmetrics.wrappers.LambdaInputTransformer parameter) transform_pred() (torchmetrics.wrappers.MetricInputTransformer method) transform_target (torchmetrics.wrappers.LambdaInputTransformer parameter) transform_target() (torchmetrics.wrappers.BinaryTargetTransformer method) (torchmetrics.wrappers.MetricInputTransformer method) translation_edit_rate() (in module torchmetrics.functional.text) TranslationEditRate (class in torchmetrics.text) truncation (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) tschuprows_t() (in module torchmetrics.functional.nominal) tschuprows_t_matrix() (in module torchmetrics.functional.nominal) TschuprowsT (class in torchmetrics.nominal) tweedie_deviance_score() (in module torchmetrics.functional) TweedieDevianceScore (class in torchmetrics) type() (torchmetrics.Metric method) U universal_image_quality_index() (in module torchmetrics.functional.image) UniversalImageQualityIndex (class in torchmetrics.image) unsync() (torchmetrics.Metric method) update() (torchmetrics.audio.stoi.ShortTimeObjectiveIntelligibility method) (torchmetrics.Metric method) (torchmetrics.multimodal.clip_score.CLIPScore method) (torchmetrics.wrappers.BootStrapper method) (torchmetrics.wrappers.ClasswiseWrapper method) (torchmetrics.wrappers.MetricInputTransformer method) (torchmetrics.wrappers.MinMaxMetric method) (torchmetrics.wrappers.MultioutputWrapper method) (torchmetrics.wrappers.MultitaskWrapper method) update_called (torchmetrics.Metric property) update_count (torchmetrics.Metric property) upper_discard (torchmetrics.functional.image.perceptual_path_length.perceptual_path_length parameter) (torchmetrics.image.perceptual_path_length.PerceptualPathLength parameter) use_cg_iter (torchmetrics.audio.SignalDistortionRatio parameter) (torchmetrics.functional.audio.signal_distortion_ratio parameter) use_stemmer (torchmetrics.functional.text.rouge.rouge_score parameter) (torchmetrics.text.rouge.ROUGEScore parameter) user_forward_fn (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) user_tokenizer (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.text.bert.BERTScore parameter) V v_measure_score() (in module torchmetrics.functional.clustering) val (torchmetrics.aggregation.MaxMetric.plot parameter) (torchmetrics.aggregation.MeanMetric.plot parameter) (torchmetrics.aggregation.MinMetric.plot parameter) (torchmetrics.aggregation.SumMetric.plot parameter) (torchmetrics.audio.ComplexScaleInvariantSignalNoiseRatio.plot parameter) (torchmetrics.audio.dnsmos.DeepNoiseSuppressionMeanOpinionScore.plot parameter) (torchmetrics.audio.nisqa.NonIntrusiveSpeechQualityAssessment.plot parameter) (torchmetrics.audio.PermutationInvariantTraining.plot parameter) (torchmetrics.audio.pesq.PerceptualEvaluationSpeechQuality.plot parameter) (torchmetrics.audio.ScaleInvariantSignalDistortionRatio.plot parameter) (torchmetrics.audio.ScaleInvariantSignalNoiseRatio.plot parameter) (torchmetrics.audio.sdr.SourceAggregatedSignalDistortionRatio.plot parameter) (torchmetrics.audio.SignalDistortionRatio.plot parameter) (torchmetrics.audio.SignalNoiseRatio.plot parameter) (torchmetrics.audio.srmr.SpeechReverberationModulationEnergyRatio.plot parameter) (torchmetrics.audio.stoi.ShortTimeObjectiveIntelligibility.plot parameter) (torchmetrics.classification.BinaryAccuracy.plot parameter) (torchmetrics.classification.BinaryAUROC.plot parameter) (torchmetrics.classification.BinaryAveragePrecision.plot parameter) (torchmetrics.classification.BinaryCalibrationError.plot parameter) (torchmetrics.classification.BinaryCohenKappa.plot parameter) (torchmetrics.classification.BinaryConfusionMatrix.plot parameter) (torchmetrics.classification.BinaryF1Score.plot parameter) (torchmetrics.classification.BinaryFairness.plot parameter) (torchmetrics.classification.BinaryFBetaScore.plot parameter) (torchmetrics.classification.BinaryHammingDistance.plot parameter) (torchmetrics.classification.BinaryHingeLoss.plot parameter) (torchmetrics.classification.BinaryJaccardIndex.plot parameter) (torchmetrics.classification.BinaryLogAUC.plot parameter) (torchmetrics.classification.BinaryMatthewsCorrCoef.plot parameter) (torchmetrics.classification.BinaryNegativePredictiveValue.plot parameter) (torchmetrics.classification.BinaryPrecision.plot parameter) (torchmetrics.classification.BinaryPrecisionAtFixedRecall.plot parameter) (torchmetrics.classification.BinaryRecall.plot parameter) (torchmetrics.classification.BinaryRecallAtFixedPrecision.plot parameter) (torchmetrics.classification.BinarySpecificity.plot parameter) (torchmetrics.classification.MulticlassAccuracy.plot parameter) (torchmetrics.classification.MulticlassAUROC.plot parameter) (torchmetrics.classification.MulticlassAveragePrecision.plot parameter) (torchmetrics.classification.MulticlassCalibrationError.plot parameter) (torchmetrics.classification.MulticlassCohenKappa.plot parameter) (torchmetrics.classification.MulticlassConfusionMatrix.plot parameter) (torchmetrics.classification.MulticlassExactMatch.plot parameter) (torchmetrics.classification.MulticlassF1Score.plot parameter) (torchmetrics.classification.MulticlassFBetaScore.plot parameter) (torchmetrics.classification.MulticlassHammingDistance.plot parameter) (torchmetrics.classification.MulticlassHingeLoss.plot parameter) (torchmetrics.classification.MulticlassJaccardIndex.plot parameter) (torchmetrics.classification.MulticlassLogAUC.plot parameter) (torchmetrics.classification.MulticlassMatthewsCorrCoef.plot parameter) (torchmetrics.classification.MulticlassNegativePredictiveValue.plot parameter) (torchmetrics.classification.MulticlassPrecision.plot parameter) (torchmetrics.classification.MulticlassPrecisionAtFixedRecall.plot parameter) (torchmetrics.classification.MulticlassRecall.plot parameter) (torchmetrics.classification.MulticlassRecallAtFixedPrecision.plot parameter) (torchmetrics.classification.MulticlassSpecificity.plot parameter) (torchmetrics.classification.MultilabelAccuracy.plot parameter) (torchmetrics.classification.MultilabelAUROC.plot parameter) (torchmetrics.classification.MultilabelAveragePrecision.plot parameter) (torchmetrics.classification.MultilabelConfusionMatrix.plot parameter) (torchmetrics.classification.MultilabelCoverageError.plot parameter) (torchmetrics.classification.MultilabelExactMatch.plot parameter) (torchmetrics.classification.MultilabelF1Score.plot parameter) (torchmetrics.classification.MultilabelFBetaScore.plot parameter) (torchmetrics.classification.MultilabelHammingDistance.plot parameter) (torchmetrics.classification.MultilabelJaccardIndex.plot parameter) (torchmetrics.classification.MultilabelLogAUC.plot parameter) (torchmetrics.classification.MultilabelMatthewsCorrCoef.plot parameter) (torchmetrics.classification.MultilabelNegativePredictiveValue.plot parameter) (torchmetrics.classification.MultilabelPrecision.plot parameter) (torchmetrics.classification.MultilabelPrecisionAtFixedRecall.plot parameter) (torchmetrics.classification.MultilabelRankingAveragePrecision.plot parameter) (torchmetrics.classification.MultilabelRankingLoss.plot parameter) (torchmetrics.classification.MultilabelRecall.plot parameter) (torchmetrics.classification.MultilabelRecallAtFixedPrecision.plot parameter) (torchmetrics.classification.MultilabelSpecificity.plot parameter) (torchmetrics.clustering.AdjustedMutualInfoScore.plot parameter) (torchmetrics.clustering.AdjustedRandScore.plot parameter) (torchmetrics.clustering.CalinskiHarabaszScore.plot parameter) (torchmetrics.clustering.CompletenessScore.plot parameter) (torchmetrics.clustering.DaviesBouldinScore.plot parameter) (torchmetrics.clustering.DunnIndex.plot parameter) (torchmetrics.clustering.FowlkesMallowsIndex.plot parameter) (torchmetrics.clustering.HomogeneityScore.plot parameter) (torchmetrics.clustering.MutualInfoScore.plot parameter) (torchmetrics.clustering.NormalizedMutualInfoScore.plot parameter) (torchmetrics.clustering.RandScore.plot parameter) (torchmetrics.clustering.VMeasureScore.plot parameter) (torchmetrics.ConcordanceCorrCoef.plot parameter) (torchmetrics.CosineSimilarity.plot parameter) (torchmetrics.detection.ciou.CompleteIntersectionOverUnion.plot parameter) (torchmetrics.detection.diou.DistanceIntersectionOverUnion.plot parameter) (torchmetrics.detection.giou.GeneralizedIntersectionOverUnion.plot parameter) (torchmetrics.detection.iou.IntersectionOverUnion.plot parameter) (torchmetrics.detection.mean_ap.MeanAveragePrecision.plot parameter) (torchmetrics.detection.ModifiedPanopticQuality.plot parameter) (torchmetrics.detection.PanopticQuality.plot parameter) (torchmetrics.Dice.plot parameter) (torchmetrics.ExplainedVariance.plot parameter) (torchmetrics.image.ErrorRelativeGlobalDimensionlessSynthesis.plot parameter) (torchmetrics.image.fid.FrechetInceptionDistance.plot parameter) (torchmetrics.image.inception.InceptionScore.plot parameter) (torchmetrics.image.kid.KernelInceptionDistance.plot parameter) (torchmetrics.image.lpip.LearnedPerceptualImagePatchSimilarity.plot parameter) (torchmetrics.image.mifid.MemorizationInformedFrechetInceptionDistance.plot parameter) (torchmetrics.image.MultiScaleStructuralSimilarityIndexMeasure.plot parameter) (torchmetrics.image.PeakSignalNoiseRatio.plot parameter) (torchmetrics.image.PeakSignalNoiseRatioWithBlockedEffect.plot parameter) (torchmetrics.image.QualityWithNoReference.plot parameter) (torchmetrics.image.RelativeAverageSpectralError.plot parameter) (torchmetrics.image.RootMeanSquaredErrorUsingSlidingWindow.plot parameter) (torchmetrics.image.SpatialDistortionIndex.plot parameter) (torchmetrics.image.SpectralAngleMapper.plot parameter) (torchmetrics.image.SpectralDistortionIndex.plot parameter) (torchmetrics.image.StructuralSimilarityIndexMeasure.plot parameter) (torchmetrics.image.TotalVariation.plot parameter) (torchmetrics.image.UniversalImageQualityIndex.plot parameter) (torchmetrics.KendallRankCorrCoef.plot parameter) (torchmetrics.KLDivergence.plot parameter) (torchmetrics.LogCoshError.plot parameter) (torchmetrics.MeanAbsoluteError.plot parameter) (torchmetrics.MeanAbsolutePercentageError.plot parameter) (torchmetrics.MeanSquaredError.plot parameter) (torchmetrics.MeanSquaredLogError.plot parameter) (torchmetrics.MetricCollection.plot parameter) (torchmetrics.MinkowskiDistance.plot parameter) (torchmetrics.multimodal.clip_score.CLIPScore.plot parameter) (torchmetrics.multimodal.CLIPImageQualityAssessment.plot parameter) (torchmetrics.nominal.CramersV.plot parameter) (torchmetrics.nominal.FleissKappa.plot parameter) (torchmetrics.nominal.PearsonsContingencyCoefficient.plot parameter) (torchmetrics.nominal.TheilsU.plot parameter) (torchmetrics.nominal.TschuprowsT.plot parameter) (torchmetrics.NormalizedRootMeanSquaredError.plot parameter) (torchmetrics.PearsonCorrCoef.plot parameter) (torchmetrics.R2Score.plot parameter) (torchmetrics.RelativeSquaredError.plot parameter) (torchmetrics.retrieval.RetrievalAUROC.plot parameter) (torchmetrics.retrieval.RetrievalFallOut.plot parameter) (torchmetrics.retrieval.RetrievalHitRate.plot parameter) (torchmetrics.retrieval.RetrievalMAP.plot parameter) (torchmetrics.retrieval.RetrievalMRR.plot parameter) (torchmetrics.retrieval.RetrievalNormalizedDCG.plot parameter) (torchmetrics.retrieval.RetrievalPrecision.plot parameter) (torchmetrics.retrieval.RetrievalRecall.plot parameter) (torchmetrics.retrieval.RetrievalRPrecision.plot parameter) (torchmetrics.segmentation.DiceScore.plot parameter) (torchmetrics.segmentation.GeneralizedDiceScore.plot parameter) (torchmetrics.segmentation.HausdorffDistance.plot parameter) (torchmetrics.segmentation.MeanIoU.plot parameter) (torchmetrics.shape.ProcrustesDisparity.plot parameter) (torchmetrics.SpearmanCorrCoef.plot parameter) (torchmetrics.SymmetricMeanAbsolutePercentageError.plot parameter) (torchmetrics.text.bert.BERTScore.plot parameter) (torchmetrics.text.BLEUScore.plot parameter) (torchmetrics.text.CharErrorRate.plot parameter) (torchmetrics.text.CHRFScore.plot parameter) (torchmetrics.text.EditDistance.plot parameter) (torchmetrics.text.ExtendedEditDistance.plot parameter) (torchmetrics.text.infolm.InfoLM.plot parameter) (torchmetrics.text.MatchErrorRate.plot parameter) (torchmetrics.text.perplexity.Perplexity.plot parameter) (torchmetrics.text.rouge.ROUGEScore.plot parameter) (torchmetrics.text.SacreBLEUScore.plot parameter) (torchmetrics.text.SQuAD.plot parameter) (torchmetrics.text.TranslationEditRate.plot parameter) (torchmetrics.text.WordErrorRate.plot parameter) (torchmetrics.text.WordInfoLost.plot parameter) (torchmetrics.text.WordInfoPreserved.plot parameter) (torchmetrics.TweedieDevianceScore.plot parameter) (torchmetrics.WeightedMeanAbsolutePercentageError.plot parameter) (torchmetrics.wrappers.BootStrapper.plot parameter) (torchmetrics.wrappers.ClasswiseWrapper.plot parameter) (torchmetrics.wrappers.MetricTracker.plot parameter) (torchmetrics.wrappers.MinMaxMetric.plot parameter) (torchmetrics.wrappers.MultioutputWrapper.plot parameter) (torchmetrics.wrappers.MultitaskWrapper.plot parameter) (torchmetrics.wrappers.Running.plot parameter) validate_args (torchmetrics.classification.BinaryAccuracy parameter) (torchmetrics.classification.BinaryAUROC parameter) (torchmetrics.classification.BinaryAveragePrecision parameter) (torchmetrics.classification.BinaryCalibrationError parameter) (torchmetrics.classification.BinaryCohenKappa parameter) (torchmetrics.classification.BinaryConfusionMatrix parameter) (torchmetrics.classification.BinaryF1Score parameter) (torchmetrics.classification.BinaryFairness parameter) (torchmetrics.classification.BinaryFBetaScore parameter) (torchmetrics.classification.BinaryGroupStatRates parameter) (torchmetrics.classification.BinaryHammingDistance parameter) (torchmetrics.classification.BinaryHingeLoss parameter) (torchmetrics.classification.BinaryJaccardIndex parameter) (torchmetrics.classification.BinaryLogAUC parameter) (torchmetrics.classification.BinaryMatthewsCorrCoef parameter) (torchmetrics.classification.BinaryNegativePredictiveValue parameter) (torchmetrics.classification.BinaryPrecision parameter) (torchmetrics.classification.BinaryPrecisionAtFixedRecall parameter) (torchmetrics.classification.BinaryPrecisionRecallCurve parameter) (torchmetrics.classification.BinaryRecall parameter) (torchmetrics.classification.BinaryRecallAtFixedPrecision parameter) (torchmetrics.classification.BinaryROC parameter) (torchmetrics.classification.BinarySensitivityAtSpecificity parameter) (torchmetrics.classification.BinarySpecificity parameter) (torchmetrics.classification.BinarySpecificityAtSensitivity parameter) (torchmetrics.classification.BinaryStatScores parameter) (torchmetrics.classification.MulticlassAccuracy parameter) (torchmetrics.classification.MulticlassAUROC parameter) (torchmetrics.classification.MulticlassAveragePrecision parameter) (torchmetrics.classification.MulticlassCalibrationError parameter) (torchmetrics.classification.MulticlassCohenKappa parameter) (torchmetrics.classification.MulticlassConfusionMatrix parameter) (torchmetrics.classification.MulticlassExactMatch parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MulticlassFBetaScore parameter) (torchmetrics.classification.MulticlassHammingDistance parameter) (torchmetrics.classification.MulticlassHingeLoss parameter) (torchmetrics.classification.MulticlassJaccardIndex parameter) (torchmetrics.classification.MulticlassLogAUC parameter) (torchmetrics.classification.MulticlassMatthewsCorrCoef parameter) (torchmetrics.classification.MulticlassNegativePredictiveValue parameter) (torchmetrics.classification.MulticlassPrecision parameter) (torchmetrics.classification.MulticlassPrecisionAtFixedRecall parameter) (torchmetrics.classification.MulticlassPrecisionRecallCurve parameter) (torchmetrics.classification.MulticlassRecall parameter) (torchmetrics.classification.MulticlassRecallAtFixedPrecision parameter) (torchmetrics.classification.MulticlassROC parameter) (torchmetrics.classification.MulticlassSensitivityAtSpecificity parameter) (torchmetrics.classification.MulticlassSpecificity parameter) (torchmetrics.classification.MulticlassSpecificityAtSensitivity parameter) (torchmetrics.classification.MulticlassStatScores parameter) (torchmetrics.classification.MultilabelAccuracy parameter) (torchmetrics.classification.MultilabelAUROC parameter) (torchmetrics.classification.MultilabelAveragePrecision parameter) (torchmetrics.classification.MultilabelConfusionMatrix parameter) (torchmetrics.classification.MultilabelCoverageError parameter) (torchmetrics.classification.MultilabelExactMatch parameter) (torchmetrics.classification.MultilabelF1Score parameter) (torchmetrics.classification.MultilabelFBetaScore parameter) (torchmetrics.classification.MultilabelHammingDistance parameter) (torchmetrics.classification.MultilabelJaccardIndex parameter) (torchmetrics.classification.MultilabelLogAUC parameter) (torchmetrics.classification.MultilabelMatthewsCorrCoef parameter) (torchmetrics.classification.MultilabelNegativePredictiveValue parameter) (torchmetrics.classification.MultilabelPrecision parameter) (torchmetrics.classification.MultilabelPrecisionAtFixedRecall parameter) (torchmetrics.classification.MultilabelPrecisionRecallCurve parameter) (torchmetrics.classification.MultilabelRankingAveragePrecision parameter) (torchmetrics.classification.MultilabelRankingLoss parameter) (torchmetrics.classification.MultilabelRecall parameter) (torchmetrics.classification.MultilabelRecallAtFixedPrecision parameter) (torchmetrics.classification.MultilabelROC parameter) (torchmetrics.classification.MultilabelSensitivityAtSpecificity parameter) (torchmetrics.classification.MultilabelSpecificity parameter) (torchmetrics.classification.MultilabelSpecificityAtSensitivity parameter) (torchmetrics.classification.MultilabelStatScores parameter) (torchmetrics.functional.classification.binary_accuracy parameter) (torchmetrics.functional.classification.binary_auroc parameter) (torchmetrics.functional.classification.binary_average_precision parameter) (torchmetrics.functional.classification.binary_calibration_error parameter) (torchmetrics.functional.classification.binary_cohen_kappa parameter) (torchmetrics.functional.classification.binary_confusion_matrix parameter) (torchmetrics.functional.classification.binary_f1_score parameter) (torchmetrics.functional.classification.binary_fairness parameter) (torchmetrics.functional.classification.binary_fbeta_score parameter) (torchmetrics.functional.classification.binary_groups_stat_rates parameter) (torchmetrics.functional.classification.binary_hamming_distance parameter) (torchmetrics.functional.classification.binary_hinge_loss parameter) (torchmetrics.functional.classification.binary_jaccard_index parameter) (torchmetrics.functional.classification.binary_logauc parameter) (torchmetrics.functional.classification.binary_matthews_corrcoef parameter) (torchmetrics.functional.classification.binary_negative_predictive_value parameter) (torchmetrics.functional.classification.binary_precision parameter) (torchmetrics.functional.classification.binary_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.binary_precision_recall_curve parameter) (torchmetrics.functional.classification.binary_recall parameter) (torchmetrics.functional.classification.binary_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.binary_roc parameter) (torchmetrics.functional.classification.binary_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.binary_specificity parameter) (torchmetrics.functional.classification.binary_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.binary_stat_scores parameter) (torchmetrics.functional.classification.demographic_parity parameter) (torchmetrics.functional.classification.equal_opportunity parameter) (torchmetrics.functional.classification.multiclass_accuracy parameter) (torchmetrics.functional.classification.multiclass_auroc parameter) (torchmetrics.functional.classification.multiclass_average_precision parameter) (torchmetrics.functional.classification.multiclass_calibration_error parameter) (torchmetrics.functional.classification.multiclass_cohen_kappa parameter) (torchmetrics.functional.classification.multiclass_confusion_matrix parameter) (torchmetrics.functional.classification.multiclass_exact_match parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_hamming_distance parameter) (torchmetrics.functional.classification.multiclass_hinge_loss parameter) (torchmetrics.functional.classification.multiclass_jaccard_index parameter) (torchmetrics.functional.classification.multiclass_logauc parameter) (torchmetrics.functional.classification.multiclass_matthews_corrcoef parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multiclass_precision_recall_curve parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multiclass_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multiclass_roc parameter) (torchmetrics.functional.classification.multiclass_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity parameter) (torchmetrics.functional.classification.multiclass_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multiclass_stat_scores parameter) (torchmetrics.functional.classification.multilabel_accuracy parameter) (torchmetrics.functional.classification.multilabel_auroc parameter) (torchmetrics.functional.classification.multilabel_average_precision parameter) (torchmetrics.functional.classification.multilabel_confusion_matrix parameter) (torchmetrics.functional.classification.multilabel_coverage_error parameter) (torchmetrics.functional.classification.multilabel_exact_match parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_hamming_distance parameter) (torchmetrics.functional.classification.multilabel_jaccard_index parameter) (torchmetrics.functional.classification.multilabel_logauc parameter) (torchmetrics.functional.classification.multilabel_matthews_corrcoef parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_precision_at_fixed_recall parameter) (torchmetrics.functional.classification.multilabel_precision_recall_curve parameter) (torchmetrics.functional.classification.multilabel_ranking_average_precision parameter) (torchmetrics.functional.classification.multilabel_ranking_loss parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.classification.multilabel_recall_at_fixed_precision parameter) (torchmetrics.functional.classification.multilabel_roc parameter) (torchmetrics.functional.classification.multilabel_sensitivity_at_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity parameter) (torchmetrics.functional.classification.multilabel_specificity_at_sensitivity parameter) (torchmetrics.functional.classification.multilabel_stat_scores parameter) values() (torchmetrics.MetricCollection method) (torchmetrics.wrappers.MultitaskWrapper method) variant (torchmetrics.functional.kendall_rank_corrcoef parameter) (torchmetrics.KendallRankCorrCoef parameter) verbose (torchmetrics.functional.text.bert.bert_score parameter) (torchmetrics.functional.text.infolm.infolm parameter) (torchmetrics.text.bert.BERTScore parameter) (torchmetrics.text.infolm.InfoLM parameter) visual_information_fidelity() (in module torchmetrics.functional.image) VisualInformationFidelity (class in torchmetrics.image) VMeasureScore (class in torchmetrics.clustering) W weight_type (torchmetrics.functional.segmentation.generalized_dice_score parameter) (torchmetrics.segmentation.GeneralizedDiceScore parameter) weighted_mean_absolute_percentage_error() (in module torchmetrics.functional) WeightedMeanAbsolutePercentageError (class in torchmetrics) weights (torchmetrics.classification.BinaryCohenKappa parameter) (torchmetrics.classification.MulticlassCohenKappa parameter) (torchmetrics.functional.classification.binary_cohen_kappa parameter) (torchmetrics.functional.classification.multiclass_cohen_kappa parameter) (torchmetrics.functional.text.bleu_score parameter) (torchmetrics.functional.text.sacre_bleu_score parameter) (torchmetrics.text.BLEUScore parameter) (torchmetrics.text.SacreBLEUScore parameter) whitespace (torchmetrics.functional.text.chrf_score parameter) (torchmetrics.text.CHRFScore parameter) window (torchmetrics.aggregation.RunningMean parameter) (torchmetrics.aggregation.RunningSum parameter) (torchmetrics.wrappers.Running parameter) window_size (torchmetrics.functional.image.quality_with_no_reference parameter) (torchmetrics.functional.image.relative_average_spectral_error parameter) (torchmetrics.functional.image.root_mean_squared_error_using_sliding_window parameter) (torchmetrics.functional.image.spatial_correlation_coefficient parameter) (torchmetrics.functional.image.spatial_distortion_index parameter) (torchmetrics.image.QualityWithNoReference parameter) (torchmetrics.image.RelativeAverageSpectralError parameter) (torchmetrics.image.RootMeanSquaredErrorUsingSlidingWindow parameter) (torchmetrics.image.SpatialCorrelationCoefficient parameter) (torchmetrics.image.SpatialDistortionIndex parameter) word_error_rate() (in module torchmetrics.functional.text) word_information_lost() (in module torchmetrics.functional.text) word_information_preserved() (in module torchmetrics.functional.text) WordErrorRate (class in torchmetrics.text) WordInfoLost (class in torchmetrics.text) WordInfoPreserved (class in torchmetrics.text) wrapped_metric (torchmetrics.wrappers.BinaryTargetTransformer parameter) (torchmetrics.wrappers.LambdaInputTransformer parameter) X x (torchmetrics.functional.pairwise_cosine_similarity parameter) (torchmetrics.functional.pairwise_euclidean_distance parameter) (torchmetrics.functional.pairwise_linear_similarity parameter) (torchmetrics.functional.pairwise_manhattan_distance parameter) (torchmetrics.functional.pairwise_minkowski_distance parameter) (torchmetrics.utilities.data.to_categorical parameter) Y y (torchmetrics.functional.pairwise_cosine_similarity parameter) (torchmetrics.functional.pairwise_euclidean_distance parameter) (torchmetrics.functional.pairwise_linear_similarity parameter) (torchmetrics.functional.pairwise_manhattan_distance parameter) (torchmetrics.functional.pairwise_minkowski_distance parameter) Z zero_diagonal (torchmetrics.functional.pairwise_cosine_similarity parameter) (torchmetrics.functional.pairwise_euclidean_distance parameter) (torchmetrics.functional.pairwise_linear_similarity parameter) (torchmetrics.functional.pairwise_manhattan_distance parameter) (torchmetrics.functional.pairwise_minkowski_distance parameter) zero_division (torchmetrics.classification.BinaryF1Score parameter) (torchmetrics.classification.BinaryFBetaScore parameter) (torchmetrics.classification.BinaryJaccardIndex parameter) (torchmetrics.classification.BinaryPrecision parameter) (torchmetrics.classification.BinaryRecall parameter) (torchmetrics.classification.MulticlassF1Score parameter) (torchmetrics.classification.MulticlassFBetaScore parameter) (torchmetrics.classification.MulticlassJaccardIndex parameter) (torchmetrics.classification.MulticlassPrecision parameter) (torchmetrics.classification.MulticlassRecall parameter) (torchmetrics.classification.MultilabelF1Score parameter) (torchmetrics.classification.MultilabelFBetaScore parameter) (torchmetrics.classification.MultilabelJaccardIndex parameter) (torchmetrics.classification.MultilabelPrecision parameter) (torchmetrics.classification.MultilabelRecall parameter) (torchmetrics.Dice parameter) (torchmetrics.functional.classification.binary_f1_score parameter) (torchmetrics.functional.classification.binary_fbeta_score parameter) (torchmetrics.functional.classification.binary_jaccard_index parameter) (torchmetrics.functional.classification.binary_negative_predictive_value parameter) (torchmetrics.functional.classification.binary_precision parameter) (torchmetrics.functional.classification.binary_recall parameter) (torchmetrics.functional.classification.multiclass_f1_score parameter) (torchmetrics.functional.classification.multiclass_fbeta_score parameter) (torchmetrics.functional.classification.multiclass_jaccard_index parameter) (torchmetrics.functional.classification.multiclass_negative_predictive_value parameter) (torchmetrics.functional.classification.multiclass_precision parameter) (torchmetrics.functional.classification.multiclass_recall parameter) (torchmetrics.functional.classification.multilabel_f1_score parameter) (torchmetrics.functional.classification.multilabel_fbeta_score parameter) (torchmetrics.functional.classification.multilabel_jaccard_index parameter) (torchmetrics.functional.classification.multilabel_negative_predictive_value parameter) (torchmetrics.functional.classification.multilabel_precision parameter) (torchmetrics.functional.classification.multilabel_recall parameter) (torchmetrics.functional.dice parameter) zero_mean (torchmetrics.audio.ComplexScaleInvariantSignalNoiseRatio parameter) (torchmetrics.audio.ScaleInvariantSignalDistortionRatio parameter) (torchmetrics.audio.sdr.SourceAggregatedSignalDistortionRatio parameter) (torchmetrics.audio.SignalDistortionRatio parameter) (torchmetrics.audio.SignalNoiseRatio parameter) (torchmetrics.functional.audio.complex_scale_invariant_signal_noise_ratio parameter) (torchmetrics.functional.audio.scale_invariant_signal_distortion_ratio parameter) (torchmetrics.functional.audio.sdr.source_aggregated_signal_distortion_ratio parameter) (torchmetrics.functional.audio.signal_distortion_ratio parameter) (torchmetrics.functional.audio.signal_noise_ratio parameter)