alibi_detect package
Subpackages
- alibi_detect.ad package
- alibi_detect.cd package
CVMDriftCVMDriftOnlineChiSquareDriftClassifierDriftClassifierUncertaintyDriftContextMMDDriftFETDriftFETDriftOnlineKSDriftLSDDDriftLSDDDriftOnlineLearnedKernelDriftMMDDriftMMDDriftOnlineRegressorUncertaintyDriftSpotTheDiffDriftTabularDrift- Subpackages
- alibi_detect.cd.keops package
- alibi_detect.cd.pytorch package
HiddenOutputUAEpreprocess_drift()- Submodules
- alibi_detect.cd.pytorch.classifier module
- alibi_detect.cd.pytorch.context_aware module
- alibi_detect.cd.pytorch.learned_kernel module
- alibi_detect.cd.pytorch.lsdd module
- alibi_detect.cd.pytorch.lsdd_online module
- alibi_detect.cd.pytorch.mmd module
- alibi_detect.cd.pytorch.mmd_online module
- alibi_detect.cd.pytorch.preprocess module
- alibi_detect.cd.pytorch.spot_the_diff module
- alibi_detect.cd.pytorch.utils module
- alibi_detect.cd.sklearn package
- alibi_detect.cd.tensorflow package
HiddenOutputUAEpreprocess_drift()- Submodules
- alibi_detect.cd.tensorflow.classifier module
- alibi_detect.cd.tensorflow.context_aware module
- alibi_detect.cd.tensorflow.learned_kernel module
- alibi_detect.cd.tensorflow.lsdd module
- alibi_detect.cd.tensorflow.lsdd_online module
- alibi_detect.cd.tensorflow.mmd module
- alibi_detect.cd.tensorflow.mmd_online module
- alibi_detect.cd.tensorflow.preprocess module
- alibi_detect.cd.tensorflow.spot_the_diff module
- alibi_detect.cd.tensorflow.utils module
- Submodules
- alibi_detect.cd.base module
- alibi_detect.cd.base_online module
- alibi_detect.cd.chisquare module
- alibi_detect.cd.classifier module
- alibi_detect.cd.context_aware module
- alibi_detect.cd.cvm module
- alibi_detect.cd.cvm_online module
- alibi_detect.cd.fet module
- alibi_detect.cd.fet_online module
- alibi_detect.cd.ks module
- alibi_detect.cd.learned_kernel module
- alibi_detect.cd.lsdd module
- alibi_detect.cd.lsdd_online module
- alibi_detect.cd.mmd module
- alibi_detect.cd.mmd_online module
- alibi_detect.cd.model_uncertainty module
- alibi_detect.cd.preprocess module
- alibi_detect.cd.spot_the_diff module
- alibi_detect.cd.tabular module
- alibi_detect.cd.utils module
- alibi_detect.models package
- Subpackages
- alibi_detect.models.pytorch package
- alibi_detect.models.tensorflow package
AEAEGMMPixelCNNSeq2SeqTransformerEmbeddingVAEVAEGMMelbo()eucl_cosim_features()loss_adv_ae()loss_aegmm()loss_distillation()loss_vaegmm()resnet()scale_by_instance()trainer()- Submodules
- alibi_detect.models.tensorflow.autoencoder module
- alibi_detect.models.tensorflow.embedding module
- alibi_detect.models.tensorflow.gmm module
- alibi_detect.models.tensorflow.losses module
- alibi_detect.models.tensorflow.pixelcnn module
- alibi_detect.models.tensorflow.resnet module
- alibi_detect.models.tensorflow.trainer module
- Subpackages
- alibi_detect.od package
IForestLLRMahalanobisOutlierAEOutlierAEGMMOutlierProphetOutlierSeq2SeqOutlierVAEOutlierVAEGMMSpectralResidual- Subpackages
- Submodules
- alibi_detect.od.ae module
- alibi_detect.od.aegmm module
- alibi_detect.od.base module
- alibi_detect.od.isolationforest module
- alibi_detect.od.llr module
- alibi_detect.od.mahalanobis module
- alibi_detect.od.prophet module
- alibi_detect.od.seq2seq module
- alibi_detect.od.sr module
- alibi_detect.od.vae module
- alibi_detect.od.vaegmm module
- alibi_detect.saving package
load_detector()read_config()resolve_config()save_detector()validate_config()write_config()- Submodules
- alibi_detect.saving.loading module
- alibi_detect.saving.registry module
- alibi_detect.saving.saving module
- alibi_detect.saving.schemas module
CVMDriftConfigCVMDriftConfigResolvedCVMDriftOnlineConfigCVMDriftOnlineConfigResolvedChiSquareDriftConfigChiSquareDriftConfigResolvedClassifierDriftConfigClassifierDriftConfig.backendClassifierDriftConfig.batch_sizeClassifierDriftConfig.binarize_predsClassifierDriftConfig.calibration_kwargsClassifierDriftConfig.dataloaderClassifierDriftConfig.datasetClassifierDriftConfig.deviceClassifierDriftConfig.epochsClassifierDriftConfig.learning_rateClassifierDriftConfig.modelClassifierDriftConfig.n_foldsClassifierDriftConfig.optimizerClassifierDriftConfig.p_valClassifierDriftConfig.preds_typeClassifierDriftConfig.preprocess_at_initClassifierDriftConfig.preprocess_batch_fnClassifierDriftConfig.reg_loss_fnClassifierDriftConfig.retrain_from_scratchClassifierDriftConfig.seedClassifierDriftConfig.train_kwargsClassifierDriftConfig.train_sizeClassifierDriftConfig.update_x_refClassifierDriftConfig.use_calibrationClassifierDriftConfig.use_oobClassifierDriftConfig.verbose
ClassifierDriftConfigResolvedClassifierDriftConfigResolved.backendClassifierDriftConfigResolved.batch_sizeClassifierDriftConfigResolved.binarize_predsClassifierDriftConfigResolved.calibration_kwargsClassifierDriftConfigResolved.dataloaderClassifierDriftConfigResolved.datasetClassifierDriftConfigResolved.deviceClassifierDriftConfigResolved.epochsClassifierDriftConfigResolved.learning_rateClassifierDriftConfigResolved.modelClassifierDriftConfigResolved.n_foldsClassifierDriftConfigResolved.optimizerClassifierDriftConfigResolved.p_valClassifierDriftConfigResolved.preds_typeClassifierDriftConfigResolved.preprocess_at_initClassifierDriftConfigResolved.preprocess_batch_fnClassifierDriftConfigResolved.reg_loss_fnClassifierDriftConfigResolved.retrain_from_scratchClassifierDriftConfigResolved.seedClassifierDriftConfigResolved.train_kwargsClassifierDriftConfigResolved.train_sizeClassifierDriftConfigResolved.update_x_refClassifierDriftConfigResolved.use_calibrationClassifierDriftConfigResolved.use_oobClassifierDriftConfigResolved.verbose
ClassifierUncertaintyDriftConfigClassifierUncertaintyDriftConfig.backendClassifierUncertaintyDriftConfig.batch_sizeClassifierUncertaintyDriftConfig.data_typeClassifierUncertaintyDriftConfig.deviceClassifierUncertaintyDriftConfig.input_shapeClassifierUncertaintyDriftConfig.margin_widthClassifierUncertaintyDriftConfig.max_lenClassifierUncertaintyDriftConfig.modelClassifierUncertaintyDriftConfig.p_valClassifierUncertaintyDriftConfig.preds_typeClassifierUncertaintyDriftConfig.preprocess_batch_fnClassifierUncertaintyDriftConfig.tokenizerClassifierUncertaintyDriftConfig.uncertainty_typeClassifierUncertaintyDriftConfig.update_x_refClassifierUncertaintyDriftConfig.x_refClassifierUncertaintyDriftConfig.x_ref_preprocessed
ClassifierUncertaintyDriftConfigResolvedClassifierUncertaintyDriftConfigResolved.backendClassifierUncertaintyDriftConfigResolved.batch_sizeClassifierUncertaintyDriftConfigResolved.data_typeClassifierUncertaintyDriftConfigResolved.deviceClassifierUncertaintyDriftConfigResolved.input_shapeClassifierUncertaintyDriftConfigResolved.margin_widthClassifierUncertaintyDriftConfigResolved.max_lenClassifierUncertaintyDriftConfigResolved.modelClassifierUncertaintyDriftConfigResolved.p_valClassifierUncertaintyDriftConfigResolved.preds_typeClassifierUncertaintyDriftConfigResolved.preprocess_batch_fnClassifierUncertaintyDriftConfigResolved.tokenizerClassifierUncertaintyDriftConfigResolved.uncertainty_typeClassifierUncertaintyDriftConfigResolved.update_x_refClassifierUncertaintyDriftConfigResolved.x_refClassifierUncertaintyDriftConfigResolved.x_ref_preprocessed
ContextMMDDriftConfigContextMMDDriftConfig.backendContextMMDDriftConfig.batch_sizeContextMMDDriftConfig.c_kernelContextMMDDriftConfig.c_refContextMMDDriftConfig.deviceContextMMDDriftConfig.n_foldsContextMMDDriftConfig.n_permutationsContextMMDDriftConfig.p_valContextMMDDriftConfig.preprocess_at_initContextMMDDriftConfig.prop_c_heldContextMMDDriftConfig.update_refContextMMDDriftConfig.verboseContextMMDDriftConfig.x_kernel
ContextMMDDriftConfigResolvedContextMMDDriftConfigResolved.backendContextMMDDriftConfigResolved.batch_sizeContextMMDDriftConfigResolved.c_kernelContextMMDDriftConfigResolved.c_refContextMMDDriftConfigResolved.deviceContextMMDDriftConfigResolved.n_foldsContextMMDDriftConfigResolved.n_permutationsContextMMDDriftConfigResolved.p_valContextMMDDriftConfigResolved.preprocess_at_initContextMMDDriftConfigResolved.prop_c_heldContextMMDDriftConfigResolved.update_refContextMMDDriftConfigResolved.verboseContextMMDDriftConfigResolved.x_kernel
CustomBaseModelCustomBaseModelWithKwargsDeepKernelConfigDetectorConfigDriftDetectorConfigDriftDetectorConfigResolvedEmbeddingConfigFETDriftConfigFETDriftConfigResolvedFETDriftOnlineConfigFETDriftOnlineConfigResolvedFETDriftOnlineConfigResolved.alternativeFETDriftOnlineConfigResolved.ertFETDriftOnlineConfigResolved.lamFETDriftOnlineConfigResolved.n_bootstrapsFETDriftOnlineConfigResolved.n_featuresFETDriftOnlineConfigResolved.t_maxFETDriftOnlineConfigResolved.verboseFETDriftOnlineConfigResolved.window_sizes
KSDriftConfigKSDriftConfigResolvedKernelConfigLSDDDriftConfigLSDDDriftConfigResolvedLSDDDriftConfigResolved.backendLSDDDriftConfigResolved.deviceLSDDDriftConfigResolved.lambda_rd_maxLSDDDriftConfigResolved.n_kernel_centersLSDDDriftConfigResolved.n_permutationsLSDDDriftConfigResolved.p_valLSDDDriftConfigResolved.preprocess_at_initLSDDDriftConfigResolved.sigmaLSDDDriftConfigResolved.update_x_ref
LSDDDriftOnlineConfigLSDDDriftOnlineConfigResolvedLSDDDriftOnlineConfigResolved.backendLSDDDriftOnlineConfigResolved.deviceLSDDDriftOnlineConfigResolved.ertLSDDDriftOnlineConfigResolved.lambda_rd_maxLSDDDriftOnlineConfigResolved.n_bootstrapsLSDDDriftOnlineConfigResolved.n_kernel_centersLSDDDriftOnlineConfigResolved.sigmaLSDDDriftOnlineConfigResolved.verboseLSDDDriftOnlineConfigResolved.window_size
LearnedKernelDriftConfigLearnedKernelDriftConfig.backendLearnedKernelDriftConfig.batch_sizeLearnedKernelDriftConfig.batch_size_permutationsLearnedKernelDriftConfig.batch_size_predictLearnedKernelDriftConfig.dataloaderLearnedKernelDriftConfig.datasetLearnedKernelDriftConfig.deviceLearnedKernelDriftConfig.epochsLearnedKernelDriftConfig.kernelLearnedKernelDriftConfig.learning_rateLearnedKernelDriftConfig.n_permutationsLearnedKernelDriftConfig.num_workersLearnedKernelDriftConfig.optimizerLearnedKernelDriftConfig.p_valLearnedKernelDriftConfig.preprocess_at_initLearnedKernelDriftConfig.preprocess_batch_fnLearnedKernelDriftConfig.reg_loss_fnLearnedKernelDriftConfig.retrain_from_scratchLearnedKernelDriftConfig.train_kwargsLearnedKernelDriftConfig.train_sizeLearnedKernelDriftConfig.update_x_refLearnedKernelDriftConfig.var_regLearnedKernelDriftConfig.verbose
LearnedKernelDriftConfigResolvedLearnedKernelDriftConfigResolved.backendLearnedKernelDriftConfigResolved.batch_sizeLearnedKernelDriftConfigResolved.batch_size_permutationsLearnedKernelDriftConfigResolved.batch_size_predictLearnedKernelDriftConfigResolved.dataloaderLearnedKernelDriftConfigResolved.datasetLearnedKernelDriftConfigResolved.deviceLearnedKernelDriftConfigResolved.epochsLearnedKernelDriftConfigResolved.kernelLearnedKernelDriftConfigResolved.learning_rateLearnedKernelDriftConfigResolved.n_permutationsLearnedKernelDriftConfigResolved.num_workersLearnedKernelDriftConfigResolved.optimizerLearnedKernelDriftConfigResolved.p_valLearnedKernelDriftConfigResolved.preprocess_at_initLearnedKernelDriftConfigResolved.preprocess_batch_fnLearnedKernelDriftConfigResolved.reg_loss_fnLearnedKernelDriftConfigResolved.retrain_from_scratchLearnedKernelDriftConfigResolved.train_kwargsLearnedKernelDriftConfigResolved.train_sizeLearnedKernelDriftConfigResolved.update_x_refLearnedKernelDriftConfigResolved.var_regLearnedKernelDriftConfigResolved.verbose
MMDDriftConfigMMDDriftConfigResolvedMMDDriftConfigResolved.backendMMDDriftConfigResolved.batch_size_permutationsMMDDriftConfigResolved.configure_kernel_from_x_refMMDDriftConfigResolved.deviceMMDDriftConfigResolved.kernelMMDDriftConfigResolved.n_permutationsMMDDriftConfigResolved.p_valMMDDriftConfigResolved.preprocess_at_initMMDDriftConfigResolved.sigmaMMDDriftConfigResolved.update_x_ref
MMDDriftOnlineConfigMMDDriftOnlineConfigResolvedMetaDataModelConfigOptimizerConfigPreprocessConfigRegressorUncertaintyDriftConfigRegressorUncertaintyDriftConfig.backendRegressorUncertaintyDriftConfig.batch_sizeRegressorUncertaintyDriftConfig.data_typeRegressorUncertaintyDriftConfig.deviceRegressorUncertaintyDriftConfig.input_shapeRegressorUncertaintyDriftConfig.max_lenRegressorUncertaintyDriftConfig.modelRegressorUncertaintyDriftConfig.n_evalsRegressorUncertaintyDriftConfig.p_valRegressorUncertaintyDriftConfig.preprocess_batch_fnRegressorUncertaintyDriftConfig.tokenizerRegressorUncertaintyDriftConfig.uncertainty_typeRegressorUncertaintyDriftConfig.update_x_refRegressorUncertaintyDriftConfig.x_refRegressorUncertaintyDriftConfig.x_ref_preprocessed
RegressorUncertaintyDriftConfigResolvedRegressorUncertaintyDriftConfigResolved.backendRegressorUncertaintyDriftConfigResolved.batch_sizeRegressorUncertaintyDriftConfigResolved.data_typeRegressorUncertaintyDriftConfigResolved.deviceRegressorUncertaintyDriftConfigResolved.input_shapeRegressorUncertaintyDriftConfigResolved.max_lenRegressorUncertaintyDriftConfigResolved.modelRegressorUncertaintyDriftConfigResolved.n_evalsRegressorUncertaintyDriftConfigResolved.p_valRegressorUncertaintyDriftConfigResolved.preprocess_batch_fnRegressorUncertaintyDriftConfigResolved.tokenizerRegressorUncertaintyDriftConfigResolved.uncertainty_typeRegressorUncertaintyDriftConfigResolved.update_x_refRegressorUncertaintyDriftConfigResolved.x_refRegressorUncertaintyDriftConfigResolved.x_ref_preprocessed
SpotTheDiffDriftConfigSpotTheDiffDriftConfig.backendSpotTheDiffDriftConfig.batch_sizeSpotTheDiffDriftConfig.binarize_predsSpotTheDiffDriftConfig.dataloaderSpotTheDiffDriftConfig.datasetSpotTheDiffDriftConfig.deviceSpotTheDiffDriftConfig.epochsSpotTheDiffDriftConfig.initial_diffsSpotTheDiffDriftConfig.kernelSpotTheDiffDriftConfig.l1_regSpotTheDiffDriftConfig.learning_rateSpotTheDiffDriftConfig.n_diffsSpotTheDiffDriftConfig.n_foldsSpotTheDiffDriftConfig.optimizerSpotTheDiffDriftConfig.p_valSpotTheDiffDriftConfig.preprocess_batch_fnSpotTheDiffDriftConfig.retrain_from_scratchSpotTheDiffDriftConfig.seedSpotTheDiffDriftConfig.train_kwargsSpotTheDiffDriftConfig.train_sizeSpotTheDiffDriftConfig.verbose
SpotTheDiffDriftConfigResolvedSpotTheDiffDriftConfigResolved.backendSpotTheDiffDriftConfigResolved.batch_sizeSpotTheDiffDriftConfigResolved.binarize_predsSpotTheDiffDriftConfigResolved.dataloaderSpotTheDiffDriftConfigResolved.datasetSpotTheDiffDriftConfigResolved.deviceSpotTheDiffDriftConfigResolved.epochsSpotTheDiffDriftConfigResolved.initial_diffsSpotTheDiffDriftConfigResolved.kernelSpotTheDiffDriftConfigResolved.l1_regSpotTheDiffDriftConfigResolved.learning_rateSpotTheDiffDriftConfigResolved.n_diffsSpotTheDiffDriftConfigResolved.n_foldsSpotTheDiffDriftConfigResolved.optimizerSpotTheDiffDriftConfigResolved.p_valSpotTheDiffDriftConfigResolved.preprocess_batch_fnSpotTheDiffDriftConfigResolved.retrain_from_scratchSpotTheDiffDriftConfigResolved.seedSpotTheDiffDriftConfigResolved.train_kwargsSpotTheDiffDriftConfigResolved.train_sizeSpotTheDiffDriftConfigResolved.verbose
SupportedModelSupportedOptimizerTabularDriftConfigTabularDriftConfigResolvedTokenizerConfig
- alibi_detect.saving.validate module
- alibi_detect.saving.validators module
- alibi_detect.tests package
- alibi_detect.utils package
- Subpackages
- alibi_detect.utils.fetching package
- alibi_detect.utils.keops package
- alibi_detect.utils.pytorch package
DeepKernelGaussianRBFTorchDatasetbatch_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
- alibi_detect.utils.state package
- alibi_detect.utils.tensorflow package
DeepKernelGaussianRBFTFDatasetbatch_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
- alibi_detect.utils.discretizer module
- alibi_detect.utils.distance module
- alibi_detect.utils.frameworks module
- alibi_detect.utils.mapping module
- alibi_detect.utils.metrics module
- alibi_detect.utils.misc module
- alibi_detect.utils.missing_optional_dependency module
- 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
- alibi_detect.utils.sampling module
- alibi_detect.utils.url module
- alibi_detect.utils.visualize module
- alibi_detect.utils.warnings module
- Subpackages
Submodules
- alibi_detect.base module
- alibi_detect.datasets module
- alibi_detect.exceptions module
- alibi_detect.version module