alibi_detect

• alibi_detect package
  • Subpackages
    • alibi_detect.ad package
      • AdversarialAE
        • AdversarialAE.__init__()
        • AdversarialAE.correct()
        • AdversarialAE.fit()
        • AdversarialAE.infer_threshold()
        • AdversarialAE.predict()
        • AdversarialAE.score()
      • ModelDistillation
        • ModelDistillation.__init__()
        • ModelDistillation.fit()
        • ModelDistillation.infer_threshold()
        • ModelDistillation.predict()
        • ModelDistillation.score()
      • Submodules
        • alibi_detect.ad.adversarialae module
          • AdversarialAE
          • DenseHidden
        • alibi_detect.ad.model_distillation module
          • ModelDistillation
    • alibi_detect.cd package
      • CVMDrift
        • CVMDrift.__init__()
        • CVMDrift.feature_score()
      • CVMDriftOnline
        • CVMDriftOnline.__init__()
        • CVMDriftOnline.online_state_keys
        • CVMDriftOnline.score()
      • ChiSquareDrift
        • ChiSquareDrift.__init__()
        • ChiSquareDrift.feature_score()
      • ClassifierDrift
        • ClassifierDrift.__init__()
        • ClassifierDrift.predict()
      • ClassifierUncertaintyDrift
        • ClassifierUncertaintyDrift.__init__()
        • ClassifierUncertaintyDrift.predict()
      • ContextMMDDrift
        • ContextMMDDrift.__init__()
        • ContextMMDDrift.predict()
        • ContextMMDDrift.score()
      • FETDrift
        • FETDrift.__init__()
        • FETDrift.feature_score()
      • FETDriftOnline
        • FETDriftOnline.__init__()
        • FETDriftOnline.online_state_keys
        • FETDriftOnline.score()
      • KSDrift
        • KSDrift.__init__()
        • KSDrift.feature_score()
      • LSDDDrift
        • LSDDDrift.__init__()
        • LSDDDrift.get_config()
        • LSDDDrift.predict()
        • LSDDDrift.score()
      • LSDDDriftOnline
        • LSDDDriftOnline.__init__()
        • LSDDDriftOnline.get_config()
        • LSDDDriftOnline.load_state()
        • LSDDDriftOnline.predict()
        • LSDDDriftOnline.reset_state()
        • LSDDDriftOnline.save_state()
        • LSDDDriftOnline.score()
        • LSDDDriftOnline.t
        • LSDDDriftOnline.test_stats
        • LSDDDriftOnline.thresholds
      • LearnedKernelDrift
        • LearnedKernelDrift.__init__()
        • LearnedKernelDrift.predict()
      • MMDDrift
        • MMDDrift.__init__()
        • MMDDrift.predict()
        • MMDDrift.score()
      • MMDDriftOnline
        • MMDDriftOnline.__init__()
        • MMDDriftOnline.get_config()
        • MMDDriftOnline.load_state()
        • MMDDriftOnline.predict()
        • MMDDriftOnline.reset_state()
        • MMDDriftOnline.save_state()
        • MMDDriftOnline.score()
        • MMDDriftOnline.t
        • MMDDriftOnline.test_stats
        • MMDDriftOnline.thresholds
      • RegressorUncertaintyDrift
        • RegressorUncertaintyDrift.__init__()
        • RegressorUncertaintyDrift.predict()
      • SpotTheDiffDrift
        • SpotTheDiffDrift.__init__()
        • SpotTheDiffDrift.predict()
      • TabularDrift
        • TabularDrift.__init__()
        • TabularDrift.feature_score()
      • Subpackages
        • alibi_detect.cd.keops package
          • Submodules
        • alibi_detect.cd.pytorch package
          • HiddenOutput
          • UAE
          • preprocess_drift()
          • Submodules
        • alibi_detect.cd.sklearn package
          • Submodules
        • alibi_detect.cd.tensorflow package
          • HiddenOutput
          • UAE
          • preprocess_drift()
          • Submodules
      • Submodules
        • alibi_detect.cd.base module
          • BaseClassifierDrift
          • BaseContextMMDDrift
          • BaseLSDDDrift
          • BaseLearnedKernelDrift
          • BaseMMDDrift
          • BaseUnivariateDrift
        • alibi_detect.cd.base_online module
          • BaseMultiDriftOnline
          • BaseUniDriftOnline
        • alibi_detect.cd.chisquare module
          • ChiSquareDrift
        • alibi_detect.cd.classifier module
          • ClassifierDrift
        • alibi_detect.cd.context_aware module
          • ContextMMDDrift
        • alibi_detect.cd.cvm module
          • CVMDrift
        • alibi_detect.cd.cvm_online module
          • CVMDriftOnline
        • alibi_detect.cd.fet module
          • FETDrift
        • alibi_detect.cd.fet_online module
          • FETDriftOnline
        • alibi_detect.cd.ks module
          • KSDrift
        • alibi_detect.cd.learned_kernel module
          • LearnedKernelDrift
        • alibi_detect.cd.lsdd module
          • LSDDDrift
        • alibi_detect.cd.lsdd_online module
          • LSDDDriftOnline
        • alibi_detect.cd.mmd module
          • MMDDrift
        • alibi_detect.cd.mmd_online module
          • MMDDriftOnline
        • alibi_detect.cd.model_uncertainty module
          • ClassifierUncertaintyDrift
          • RegressorUncertaintyDrift
        • alibi_detect.cd.preprocess module
          • classifier_uncertainty()
          • regressor_uncertainty()
        • alibi_detect.cd.spot_the_diff module
          • SpotTheDiffDrift
        • alibi_detect.cd.tabular module
          • TabularDrift
        • alibi_detect.cd.utils module
          • encompass_batching()
          • encompass_shuffling_and_batch_filling()
          • get_input_shape()
          • update_reference()
    • alibi_detect.models package
      • Subpackages
        • alibi_detect.models.pytorch package
          • TransformerEmbedding
          • trainer()
          • Submodules
        • alibi_detect.models.tensorflow package
          • AE
          • AEGMM
          • PixelCNN
          • Seq2Seq
          • TransformerEmbedding
          • VAE
          • VAEGMM
          • elbo()
          • eucl_cosim_features()
          • loss_adv_ae()
          • loss_aegmm()
          • loss_distillation()
          • loss_vaegmm()
          • resnet()
          • scale_by_instance()
          • trainer()
          • Submodules
    • alibi_detect.od package
      • IForest
        • IForest.__init__()
        • IForest.fit()
        • IForest.infer_threshold()
        • IForest.predict()
        • IForest.score()
      • LLR
        • LLR.__init__()
        • LLR.feature_score()
        • LLR.fit()
        • LLR.infer_threshold()
        • LLR.instance_score()
        • LLR.llr()
        • LLR.logp()
        • LLR.logp_alt()
        • LLR.predict()
        • LLR.score()
      • Mahalanobis
        • Mahalanobis.__init__()
        • Mahalanobis.cat2num()
        • Mahalanobis.fit()
        • Mahalanobis.infer_threshold()
        • Mahalanobis.predict()
        • Mahalanobis.score()
      • OutlierAE
        • OutlierAE.__init__()
        • OutlierAE.feature_score()
        • OutlierAE.fit()
        • OutlierAE.infer_threshold()
        • OutlierAE.instance_score()
        • OutlierAE.predict()
        • OutlierAE.score()
      • OutlierAEGMM
        • OutlierAEGMM.__init__()
        • OutlierAEGMM.fit()
        • OutlierAEGMM.infer_threshold()
        • OutlierAEGMM.predict()
        • OutlierAEGMM.score()
      • OutlierProphet
        • OutlierProphet.__init__()
        • OutlierProphet.fit()
        • OutlierProphet.predict()
        • OutlierProphet.score()
      • OutlierSeq2Seq
        • OutlierSeq2Seq.__init__()
        • OutlierSeq2Seq.feature_score()
        • OutlierSeq2Seq.fit()
        • OutlierSeq2Seq.infer_threshold()
        • OutlierSeq2Seq.instance_score()
        • OutlierSeq2Seq.predict()
        • OutlierSeq2Seq.score()
      • OutlierVAE
        • OutlierVAE.__init__()
        • OutlierVAE.feature_score()
        • OutlierVAE.fit()
        • OutlierVAE.infer_threshold()
        • OutlierVAE.instance_score()
        • OutlierVAE.predict()
        • OutlierVAE.score()
      • OutlierVAEGMM
        • OutlierVAEGMM.__init__()
        • OutlierVAEGMM.fit()
        • OutlierVAEGMM.infer_threshold()
        • OutlierVAEGMM.predict()
        • OutlierVAEGMM.score()
      • SpectralResidual
        • SpectralResidual.__init__()
        • SpectralResidual.add_est_points()
        • SpectralResidual.compute_grads()
        • SpectralResidual.infer_threshold()
        • SpectralResidual.pad_same()
        • SpectralResidual.predict()
        • SpectralResidual.saliency_map()
        • SpectralResidual.score()
      • Subpackages
        • alibi_detect.od.pytorch package
          • Submodules
        • alibi_detect.od.sklearn package
          • Submodules
      • Submodules
        • alibi_detect.od.ae module
          • OutlierAE
        • alibi_detect.od.aegmm module
          • OutlierAEGMM
        • alibi_detect.od.base module
          • FittedTransformProtocol
          • TransformProtocol
          • get_aggregator()
          • get_normalizer()
        • alibi_detect.od.isolationforest module
          • IForest
        • alibi_detect.od.llr module
          • LLR
          • build_model()
        • alibi_detect.od.mahalanobis module
          • Mahalanobis
        • alibi_detect.od.prophet module
          • OutlierProphet
        • alibi_detect.od.seq2seq module
          • OutlierSeq2Seq
        • alibi_detect.od.sr module
          • Padding
          • Side
          • SpectralResidual
        • alibi_detect.od.vae module
          • OutlierVAE
        • alibi_detect.od.vaegmm module
          • OutlierVAEGMM
    • alibi_detect.saving package
      • load_detector()
      • read_config()
      • resolve_config()
      • save_detector()
      • validate_config()
      • write_config()
      • Submodules
        • alibi_detect.saving.loading module
          • load_detector()
          • read_config()
          • resolve_config()
        • alibi_detect.saving.registry module
        • alibi_detect.saving.saving module
          • save_detector()
          • write_config()
        • alibi_detect.saving.schemas module
          • CVMDriftConfig
          • CVMDriftConfigResolved
          • CVMDriftOnlineConfig
          • CVMDriftOnlineConfigResolved
          • ChiSquareDriftConfig
          • ChiSquareDriftConfigResolved
          • ClassifierDriftConfig
          • ClassifierDriftConfigResolved
          • ClassifierUncertaintyDriftConfig
          • ClassifierUncertaintyDriftConfigResolved
          • ContextMMDDriftConfig
          • ContextMMDDriftConfigResolved
          • CustomBaseModel
          • CustomBaseModelWithKwargs
          • DeepKernelConfig
          • DetectorConfig
          • DriftDetectorConfig
          • DriftDetectorConfigResolved
          • EmbeddingConfig
          • FETDriftConfig
          • FETDriftConfigResolved
          • FETDriftOnlineConfig
          • FETDriftOnlineConfigResolved
          • KSDriftConfig
          • KSDriftConfigResolved
          • KernelConfig
          • LSDDDriftConfig
          • LSDDDriftConfigResolved
          • LSDDDriftOnlineConfig
          • LSDDDriftOnlineConfigResolved
          • LearnedKernelDriftConfig
          • LearnedKernelDriftConfigResolved
          • MMDDriftConfig
          • MMDDriftConfigResolved
          • MMDDriftOnlineConfig
          • MMDDriftOnlineConfigResolved
          • MetaData
          • ModelConfig
          • OptimizerConfig
          • PreprocessConfig
          • RegressorUncertaintyDriftConfig
          • RegressorUncertaintyDriftConfigResolved
          • SpotTheDiffDriftConfig
          • SpotTheDiffDriftConfigResolved
          • SupportedDevice
          • SupportedModel
          • SupportedOptimizer
          • TabularDriftConfig
          • TabularDriftConfigResolved
          • TokenizerConfig
        • alibi_detect.saving.validate module
          • validate_config()
        • alibi_detect.saving.validators module
          • NDArray
          • coerce_2_tensor()
          • coerce_int2list()
          • validate_framework()
    • alibi_detect.tests package
    • alibi_detect.utils package
      • Subpackages
        • alibi_detect.utils.fetching package
          • fetch_detector()
          • fetch_tf_model()
          • Submodules
        • alibi_detect.utils.keops package
          • DeepKernel
          • GaussianRBF
          • Submodules
        • alibi_detect.utils.pytorch package
          • DeepKernel
          • GaussianRBF
          • TorchDataset
          • batch_compute_kernel_matrix()
          • get_device()
          • mmd2()
          • mmd2_from_kernel_matrix()
          • permed_lsdds()
          • predict_batch()
          • predict_batch_transformer()
          • quantile()
          • squared_pairwise_distance()
          • zero_diag()
          • Submodules
        • alibi_detect.utils.saving package
          • Submodules
        • alibi_detect.utils.state package
          • StateMixin
          • Submodules
        • alibi_detect.utils.tensorflow package
          • DeepKernel
          • GaussianRBF
          • TFDataset
          • batch_compute_kernel_matrix()
          • mmd2()
          • mmd2_from_kernel_matrix()
          • mutate_categorical()
          • permed_lsdds()
          • predict_batch()
          • predict_batch_transformer()
          • quantile()
          • relative_euclidean_distance()
          • squared_pairwise_distance()
          • subset_matrix()
          • zero_diag()
          • Submodules
      • Submodules
        • alibi_detect.utils.data module
          • Bunch
          • create_outlier_batch()
          • sample_df()
        • alibi_detect.utils.discretizer module
          • Discretizer
        • alibi_detect.utils.distance module
          • abdm()
          • cityblock_batch()
          • multidim_scaling()
          • mvdm()
          • norm()
          • pairwise_distance()
        • alibi_detect.utils.frameworks module
          • BackendValidator
          • Framework
        • alibi_detect.utils.mapping module
          • num2ord()
          • ohe2ord()
          • ohe2ord_shape()
          • ord2num()
          • ord2ohe()
        • alibi_detect.utils.metrics module
          • accuracy()
        • alibi_detect.utils.misc module
          • quantile()
        • alibi_detect.utils.missing_optional_dependency module
          • MissingDependency
          • err_msg_template
          • import_optional()
        • alibi_detect.utils.perturbation module
          • apply_mask()
          • brightness()
          • clipped_zoom()
          • contrast()
          • defocus_blur()
          • disk()
          • elastic_transform()
          • fog()
          • gaussian_blur()
          • gaussian_noise()
          • glass_blur()
          • impulse_noise()
          • inject_outlier_categorical()
          • inject_outlier_tabular()
          • inject_outlier_ts()
          • jpeg_compression()
          • pixelate()
          • plasma_fractal()
          • saturate()
          • scale_minmax()
          • shot_noise()
          • speckle_noise()
          • zoom_blur()
        • alibi_detect.utils.prediction module
          • tokenize_transformer()
        • alibi_detect.utils.sampling module
          • reservoir_sampling()
        • alibi_detect.utils.url module
        • alibi_detect.utils.visualize module
          • plot_feature_outlier_image()
          • plot_feature_outlier_tabular()
          • plot_feature_outlier_ts()
          • plot_instance_score()
          • plot_roc()
        • alibi_detect.utils.warnings module
          • deprecated_alias()
  • Submodules
    • alibi_detect.base module
      • BaseDetector
        • BaseDetector.meta
        • BaseDetector.predict()
        • BaseDetector.score()
      • ConfigurableDetector
        • ConfigurableDetector.from_config()
        • ConfigurableDetector.get_config()
      • Detector
        • Detector.meta
        • Detector.predict()
      • DriftConfigMixin
        • DriftConfigMixin.config
        • DriftConfigMixin.from_config()
        • DriftConfigMixin.get_config()
      • FitMixin
        • FitMixin.fit()
      • NumpyEncoder
        • NumpyEncoder.default()
      • StatefulDetectorOnline
        • StatefulDetectorOnline.load_state()
        • StatefulDetectorOnline.save_state()
        • StatefulDetectorOnline.t
      • ThresholdMixin
        • ThresholdMixin.infer_threshold()
      • adversarial_correction_dict()
      • adversarial_prediction_dict()
      • concept_drift_dict()
      • outlier_prediction_dict()
    • alibi_detect.datasets module
      • corruption_types_cifar10c()
      • fetch_attack()
      • fetch_cifar10c()
      • fetch_ecg()
      • fetch_genome()
      • fetch_kdd()
      • fetch_nab()
      • get_list_nab()
      • google_bucket_list()
      • load_genome_npz()
      • load_url_arff()
      • logger
    • alibi_detect.exceptions module
      • AlibiDetectException
        • AlibiDetectException.__init__()
      • NotFittedError
        • NotFittedError.__init__()
      • ThresholdNotInferredError
        • ThresholdNotInferredError.__init__()
    • alibi_detect.version module