alibi_detect package
Subpackages
- alibi_detect.ad package
- alibi_detect.cd package
CVMDrift
CVMDriftOnline
ChiSquareDrift
ClassifierDrift
ClassifierUncertaintyDrift
ContextMMDDrift
FETDrift
FETDriftOnline
KSDrift
LSDDDrift
LSDDDriftOnline
LearnedKernelDrift
MMDDrift
MMDDriftOnline
RegressorUncertaintyDrift
SpotTheDiffDrift
TabularDrift
- Subpackages
- alibi_detect.cd.keops package
- alibi_detect.cd.pytorch package
HiddenOutput
UAE
preprocess_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
HiddenOutput
UAE
preprocess_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
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.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
IForest
LLR
Mahalanobis
OutlierAE
OutlierAEGMM
OutlierProphet
OutlierSeq2Seq
OutlierVAE
OutlierVAEGMM
SpectralResidual
- Subpackages
- alibi_detect.od.pytorch package
- Submodules
- alibi_detect.od.sklearn package
- alibi_detect.od.pytorch package
- 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
CVMDriftConfig
CVMDriftConfigResolved
CVMDriftOnlineConfig
CVMDriftOnlineConfigResolved
ChiSquareDriftConfig
ChiSquareDriftConfigResolved
ClassifierDriftConfig
ClassifierDriftConfig.backend
ClassifierDriftConfig.batch_size
ClassifierDriftConfig.binarize_preds
ClassifierDriftConfig.calibration_kwargs
ClassifierDriftConfig.dataloader
ClassifierDriftConfig.dataset
ClassifierDriftConfig.device
ClassifierDriftConfig.epochs
ClassifierDriftConfig.learning_rate
ClassifierDriftConfig.model
ClassifierDriftConfig.n_folds
ClassifierDriftConfig.optimizer
ClassifierDriftConfig.p_val
ClassifierDriftConfig.preds_type
ClassifierDriftConfig.preprocess_at_init
ClassifierDriftConfig.preprocess_batch_fn
ClassifierDriftConfig.reg_loss_fn
ClassifierDriftConfig.retrain_from_scratch
ClassifierDriftConfig.seed
ClassifierDriftConfig.train_kwargs
ClassifierDriftConfig.train_size
ClassifierDriftConfig.update_x_ref
ClassifierDriftConfig.use_calibration
ClassifierDriftConfig.use_oob
ClassifierDriftConfig.verbose
ClassifierDriftConfigResolved
ClassifierDriftConfigResolved.backend
ClassifierDriftConfigResolved.batch_size
ClassifierDriftConfigResolved.binarize_preds
ClassifierDriftConfigResolved.calibration_kwargs
ClassifierDriftConfigResolved.dataloader
ClassifierDriftConfigResolved.dataset
ClassifierDriftConfigResolved.device
ClassifierDriftConfigResolved.epochs
ClassifierDriftConfigResolved.learning_rate
ClassifierDriftConfigResolved.model
ClassifierDriftConfigResolved.n_folds
ClassifierDriftConfigResolved.optimizer
ClassifierDriftConfigResolved.p_val
ClassifierDriftConfigResolved.preds_type
ClassifierDriftConfigResolved.preprocess_at_init
ClassifierDriftConfigResolved.preprocess_batch_fn
ClassifierDriftConfigResolved.reg_loss_fn
ClassifierDriftConfigResolved.retrain_from_scratch
ClassifierDriftConfigResolved.seed
ClassifierDriftConfigResolved.train_kwargs
ClassifierDriftConfigResolved.train_size
ClassifierDriftConfigResolved.update_x_ref
ClassifierDriftConfigResolved.use_calibration
ClassifierDriftConfigResolved.use_oob
ClassifierDriftConfigResolved.verbose
ClassifierUncertaintyDriftConfig
ClassifierUncertaintyDriftConfig.backend
ClassifierUncertaintyDriftConfig.batch_size
ClassifierUncertaintyDriftConfig.data_type
ClassifierUncertaintyDriftConfig.device
ClassifierUncertaintyDriftConfig.input_shape
ClassifierUncertaintyDriftConfig.margin_width
ClassifierUncertaintyDriftConfig.max_len
ClassifierUncertaintyDriftConfig.model
ClassifierUncertaintyDriftConfig.p_val
ClassifierUncertaintyDriftConfig.preds_type
ClassifierUncertaintyDriftConfig.preprocess_batch_fn
ClassifierUncertaintyDriftConfig.tokenizer
ClassifierUncertaintyDriftConfig.uncertainty_type
ClassifierUncertaintyDriftConfig.update_x_ref
ClassifierUncertaintyDriftConfig.x_ref
ClassifierUncertaintyDriftConfig.x_ref_preprocessed
ClassifierUncertaintyDriftConfigResolved
ClassifierUncertaintyDriftConfigResolved.backend
ClassifierUncertaintyDriftConfigResolved.batch_size
ClassifierUncertaintyDriftConfigResolved.data_type
ClassifierUncertaintyDriftConfigResolved.device
ClassifierUncertaintyDriftConfigResolved.input_shape
ClassifierUncertaintyDriftConfigResolved.margin_width
ClassifierUncertaintyDriftConfigResolved.max_len
ClassifierUncertaintyDriftConfigResolved.model
ClassifierUncertaintyDriftConfigResolved.p_val
ClassifierUncertaintyDriftConfigResolved.preds_type
ClassifierUncertaintyDriftConfigResolved.preprocess_batch_fn
ClassifierUncertaintyDriftConfigResolved.tokenizer
ClassifierUncertaintyDriftConfigResolved.uncertainty_type
ClassifierUncertaintyDriftConfigResolved.update_x_ref
ClassifierUncertaintyDriftConfigResolved.x_ref
ClassifierUncertaintyDriftConfigResolved.x_ref_preprocessed
ContextMMDDriftConfig
ContextMMDDriftConfig.backend
ContextMMDDriftConfig.batch_size
ContextMMDDriftConfig.c_kernel
ContextMMDDriftConfig.c_ref
ContextMMDDriftConfig.device
ContextMMDDriftConfig.n_folds
ContextMMDDriftConfig.n_permutations
ContextMMDDriftConfig.p_val
ContextMMDDriftConfig.preprocess_at_init
ContextMMDDriftConfig.prop_c_held
ContextMMDDriftConfig.update_ref
ContextMMDDriftConfig.verbose
ContextMMDDriftConfig.x_kernel
ContextMMDDriftConfigResolved
ContextMMDDriftConfigResolved.backend
ContextMMDDriftConfigResolved.batch_size
ContextMMDDriftConfigResolved.c_kernel
ContextMMDDriftConfigResolved.c_ref
ContextMMDDriftConfigResolved.device
ContextMMDDriftConfigResolved.n_folds
ContextMMDDriftConfigResolved.n_permutations
ContextMMDDriftConfigResolved.p_val
ContextMMDDriftConfigResolved.preprocess_at_init
ContextMMDDriftConfigResolved.prop_c_held
ContextMMDDriftConfigResolved.update_ref
ContextMMDDriftConfigResolved.verbose
ContextMMDDriftConfigResolved.x_kernel
CustomBaseModel
CustomBaseModelWithKwargs
DeepKernelConfig
DetectorConfig
DriftDetectorConfig
DriftDetectorConfigResolved
EmbeddingConfig
FETDriftConfig
FETDriftConfigResolved
FETDriftOnlineConfig
FETDriftOnlineConfigResolved
FETDriftOnlineConfigResolved.alternative
FETDriftOnlineConfigResolved.ert
FETDriftOnlineConfigResolved.lam
FETDriftOnlineConfigResolved.n_bootstraps
FETDriftOnlineConfigResolved.n_features
FETDriftOnlineConfigResolved.t_max
FETDriftOnlineConfigResolved.verbose
FETDriftOnlineConfigResolved.window_sizes
KSDriftConfig
KSDriftConfigResolved
KernelConfig
LSDDDriftConfig
LSDDDriftConfigResolved
LSDDDriftConfigResolved.backend
LSDDDriftConfigResolved.device
LSDDDriftConfigResolved.lambda_rd_max
LSDDDriftConfigResolved.n_kernel_centers
LSDDDriftConfigResolved.n_permutations
LSDDDriftConfigResolved.p_val
LSDDDriftConfigResolved.preprocess_at_init
LSDDDriftConfigResolved.sigma
LSDDDriftConfigResolved.update_x_ref
LSDDDriftOnlineConfig
LSDDDriftOnlineConfigResolved
LSDDDriftOnlineConfigResolved.backend
LSDDDriftOnlineConfigResolved.device
LSDDDriftOnlineConfigResolved.ert
LSDDDriftOnlineConfigResolved.lambda_rd_max
LSDDDriftOnlineConfigResolved.n_bootstraps
LSDDDriftOnlineConfigResolved.n_kernel_centers
LSDDDriftOnlineConfigResolved.sigma
LSDDDriftOnlineConfigResolved.verbose
LSDDDriftOnlineConfigResolved.window_size
LearnedKernelDriftConfig
LearnedKernelDriftConfig.backend
LearnedKernelDriftConfig.batch_size
LearnedKernelDriftConfig.batch_size_permutations
LearnedKernelDriftConfig.batch_size_predict
LearnedKernelDriftConfig.dataloader
LearnedKernelDriftConfig.dataset
LearnedKernelDriftConfig.device
LearnedKernelDriftConfig.epochs
LearnedKernelDriftConfig.kernel
LearnedKernelDriftConfig.learning_rate
LearnedKernelDriftConfig.n_permutations
LearnedKernelDriftConfig.num_workers
LearnedKernelDriftConfig.optimizer
LearnedKernelDriftConfig.p_val
LearnedKernelDriftConfig.preprocess_at_init
LearnedKernelDriftConfig.preprocess_batch_fn
LearnedKernelDriftConfig.reg_loss_fn
LearnedKernelDriftConfig.retrain_from_scratch
LearnedKernelDriftConfig.train_kwargs
LearnedKernelDriftConfig.train_size
LearnedKernelDriftConfig.update_x_ref
LearnedKernelDriftConfig.var_reg
LearnedKernelDriftConfig.verbose
LearnedKernelDriftConfigResolved
LearnedKernelDriftConfigResolved.backend
LearnedKernelDriftConfigResolved.batch_size
LearnedKernelDriftConfigResolved.batch_size_permutations
LearnedKernelDriftConfigResolved.batch_size_predict
LearnedKernelDriftConfigResolved.dataloader
LearnedKernelDriftConfigResolved.dataset
LearnedKernelDriftConfigResolved.device
LearnedKernelDriftConfigResolved.epochs
LearnedKernelDriftConfigResolved.kernel
LearnedKernelDriftConfigResolved.learning_rate
LearnedKernelDriftConfigResolved.n_permutations
LearnedKernelDriftConfigResolved.num_workers
LearnedKernelDriftConfigResolved.optimizer
LearnedKernelDriftConfigResolved.p_val
LearnedKernelDriftConfigResolved.preprocess_at_init
LearnedKernelDriftConfigResolved.preprocess_batch_fn
LearnedKernelDriftConfigResolved.reg_loss_fn
LearnedKernelDriftConfigResolved.retrain_from_scratch
LearnedKernelDriftConfigResolved.train_kwargs
LearnedKernelDriftConfigResolved.train_size
LearnedKernelDriftConfigResolved.update_x_ref
LearnedKernelDriftConfigResolved.var_reg
LearnedKernelDriftConfigResolved.verbose
MMDDriftConfig
MMDDriftConfigResolved
MMDDriftConfigResolved.backend
MMDDriftConfigResolved.batch_size_permutations
MMDDriftConfigResolved.configure_kernel_from_x_ref
MMDDriftConfigResolved.device
MMDDriftConfigResolved.kernel
MMDDriftConfigResolved.n_permutations
MMDDriftConfigResolved.p_val
MMDDriftConfigResolved.preprocess_at_init
MMDDriftConfigResolved.sigma
MMDDriftConfigResolved.update_x_ref
MMDDriftOnlineConfig
MMDDriftOnlineConfigResolved
MetaData
ModelConfig
OptimizerConfig
PreprocessConfig
RegressorUncertaintyDriftConfig
RegressorUncertaintyDriftConfig.backend
RegressorUncertaintyDriftConfig.batch_size
RegressorUncertaintyDriftConfig.data_type
RegressorUncertaintyDriftConfig.device
RegressorUncertaintyDriftConfig.input_shape
RegressorUncertaintyDriftConfig.max_len
RegressorUncertaintyDriftConfig.model
RegressorUncertaintyDriftConfig.n_evals
RegressorUncertaintyDriftConfig.p_val
RegressorUncertaintyDriftConfig.preprocess_batch_fn
RegressorUncertaintyDriftConfig.tokenizer
RegressorUncertaintyDriftConfig.uncertainty_type
RegressorUncertaintyDriftConfig.update_x_ref
RegressorUncertaintyDriftConfig.x_ref
RegressorUncertaintyDriftConfig.x_ref_preprocessed
RegressorUncertaintyDriftConfigResolved
RegressorUncertaintyDriftConfigResolved.backend
RegressorUncertaintyDriftConfigResolved.batch_size
RegressorUncertaintyDriftConfigResolved.data_type
RegressorUncertaintyDriftConfigResolved.device
RegressorUncertaintyDriftConfigResolved.input_shape
RegressorUncertaintyDriftConfigResolved.max_len
RegressorUncertaintyDriftConfigResolved.model
RegressorUncertaintyDriftConfigResolved.n_evals
RegressorUncertaintyDriftConfigResolved.p_val
RegressorUncertaintyDriftConfigResolved.preprocess_batch_fn
RegressorUncertaintyDriftConfigResolved.tokenizer
RegressorUncertaintyDriftConfigResolved.uncertainty_type
RegressorUncertaintyDriftConfigResolved.update_x_ref
RegressorUncertaintyDriftConfigResolved.x_ref
RegressorUncertaintyDriftConfigResolved.x_ref_preprocessed
SpotTheDiffDriftConfig
SpotTheDiffDriftConfig.backend
SpotTheDiffDriftConfig.batch_size
SpotTheDiffDriftConfig.binarize_preds
SpotTheDiffDriftConfig.dataloader
SpotTheDiffDriftConfig.dataset
SpotTheDiffDriftConfig.device
SpotTheDiffDriftConfig.epochs
SpotTheDiffDriftConfig.initial_diffs
SpotTheDiffDriftConfig.kernel
SpotTheDiffDriftConfig.l1_reg
SpotTheDiffDriftConfig.learning_rate
SpotTheDiffDriftConfig.n_diffs
SpotTheDiffDriftConfig.n_folds
SpotTheDiffDriftConfig.optimizer
SpotTheDiffDriftConfig.p_val
SpotTheDiffDriftConfig.preprocess_batch_fn
SpotTheDiffDriftConfig.retrain_from_scratch
SpotTheDiffDriftConfig.seed
SpotTheDiffDriftConfig.train_kwargs
SpotTheDiffDriftConfig.train_size
SpotTheDiffDriftConfig.verbose
SpotTheDiffDriftConfigResolved
SpotTheDiffDriftConfigResolved.backend
SpotTheDiffDriftConfigResolved.batch_size
SpotTheDiffDriftConfigResolved.binarize_preds
SpotTheDiffDriftConfigResolved.dataloader
SpotTheDiffDriftConfigResolved.dataset
SpotTheDiffDriftConfigResolved.device
SpotTheDiffDriftConfigResolved.epochs
SpotTheDiffDriftConfigResolved.initial_diffs
SpotTheDiffDriftConfigResolved.kernel
SpotTheDiffDriftConfigResolved.l1_reg
SpotTheDiffDriftConfigResolved.learning_rate
SpotTheDiffDriftConfigResolved.n_diffs
SpotTheDiffDriftConfigResolved.n_folds
SpotTheDiffDriftConfigResolved.optimizer
SpotTheDiffDriftConfigResolved.p_val
SpotTheDiffDriftConfigResolved.preprocess_batch_fn
SpotTheDiffDriftConfigResolved.retrain_from_scratch
SpotTheDiffDriftConfigResolved.seed
SpotTheDiffDriftConfigResolved.train_kwargs
SpotTheDiffDriftConfigResolved.train_size
SpotTheDiffDriftConfigResolved.verbose
SupportedDevice
SupportedModel
SupportedOptimizer
TabularDriftConfig
TabularDriftConfigResolved
TokenizerConfig
- 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
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
- alibi_detect.utils.state package
- 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
- 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