alibi-detect
v0.3.1
Overview
Getting Started
Algorithm Overview
Roadmap
Methods
Mahalanobis Outlier Detector
Isolation Forest Outlier Detector
Variational Auto-Encoder Outlier Detector
Auto-Encoder Outlier Detector
Variational Auto-Encoding Gaussian Mixture Model Outlier Detector
Auto-Encoding Gaussian Mixture Model Outlier Detector
Prophet Outlier Detector
Spectral Residual Outlier Detector
Sequence-to-Sequence (Seq2Seq) Outlier Detector
Adversarial Auto-Encoder Detector
Examples
Mahalanobis outlier detection on KDD Cup ‘99 dataset
Isolation Forest outlier detection on KDD Cup ‘99 dataset
VAE outlier detection on KDD Cup ‘99 dataset
VAE outlier detection on CIFAR10
AE outlier detection on CIFAR10
AEGMM and VAEGMM outlier detection on KDD Cup ‘99 dataset
Time-series outlier detection using Prophet on weather data
Time series outlier detection with Spectral Residuals on synthetic data
Time series outlier detection with Seq2Seq models on synthetic data
Seq2Seq time series outlier detection on ECG data
Adversarial AE detection and correction on CIFAR-10
API reference
API reference
alibi-detect
Docs
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Index
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Index
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B
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C
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D
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E
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__init__() (alibi_detect.ad.AdversarialAE method)
(alibi_detect.ad.adversarialae.AdversarialAE method)
(alibi_detect.ad.adversarialae.DenseHidden method)
(alibi_detect.models.autoencoder.AE method)
(alibi_detect.models.autoencoder.AEGMM method)
(alibi_detect.models.autoencoder.Decoder method)
(alibi_detect.models.autoencoder.DecoderLSTM method)
(alibi_detect.models.autoencoder.EncoderAE method)
(alibi_detect.models.autoencoder.EncoderLSTM method)
(alibi_detect.models.autoencoder.EncoderVAE method)
(alibi_detect.models.autoencoder.Seq2Seq method)
(alibi_detect.models.autoencoder.VAE method)
(alibi_detect.models.autoencoder.VAEGMM method)
(alibi_detect.od.ae.OutlierAE method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAE method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierProphet method)
(alibi_detect.od.OutlierSeq2Seq method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.prophet.OutlierProphet method)
(alibi_detect.od.seq2seq.OutlierSeq2Seq method)
(alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
(alibi_detect.utils.discretizer.Discretizer method)
A
abdm() (in module alibi_detect.utils.distance)
add_est_points() (alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
adversarial_correction_dict() (in module alibi_detect.base)
adversarial_prediction_dict() (in module alibi_detect.base)
AdversarialAE (class in alibi_detect.ad)
(class in alibi_detect.ad.adversarialae)
AE (class in alibi_detect.models.autoencoder)
AEGMM (class in alibi_detect.models.autoencoder)
alibi_detect (module)
alibi_detect.ad (module)
alibi_detect.ad.adversarialae (module)
alibi_detect.base (module)
alibi_detect.cd (module)
alibi_detect.metrics (module)
alibi_detect.metrics.data (module)
alibi_detect.metrics.utils (module)
alibi_detect.models (module)
alibi_detect.models.autoencoder (module)
alibi_detect.models.gmm (module)
alibi_detect.models.losses (module)
alibi_detect.models.trainer (module)
alibi_detect.od (module)
alibi_detect.od.ae (module)
alibi_detect.od.aegmm (module)
alibi_detect.od.isolationforest (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.utils (module)
alibi_detect.utils.data (module)
alibi_detect.utils.discretizer (module)
alibi_detect.utils.distance (module)
alibi_detect.utils.mapping (module)
alibi_detect.utils.perturbation (module)
alibi_detect.utils.prediction (module)
alibi_detect.utils.saving (module)
alibi_detect.utils.visualize (module)
alibi_detect.version (module)
apply_mask() (in module alibi_detect.utils.perturbation)
B
BaseDetector (class in alibi_detect.base)
bins() (alibi_detect.utils.discretizer.Discretizer method)
Bunch (class in alibi_detect.utils.data)
C
call() (alibi_detect.ad.adversarialae.DenseHidden method)
(alibi_detect.models.autoencoder.AE method)
(alibi_detect.models.autoencoder.AEGMM method)
(alibi_detect.models.autoencoder.Decoder method)
(alibi_detect.models.autoencoder.DecoderLSTM method)
(alibi_detect.models.autoencoder.EncoderAE method)
(alibi_detect.models.autoencoder.EncoderLSTM method)
(alibi_detect.models.autoencoder.EncoderVAE method)
(alibi_detect.models.autoencoder.Sampling method)
(alibi_detect.models.autoencoder.Seq2Seq method)
(alibi_detect.models.autoencoder.VAE method)
(alibi_detect.models.autoencoder.VAEGMM method)
cat2num() (alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
cityblock_batch() (in module alibi_detect.utils.distance)
compute_grads() (alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
correct() (alibi_detect.ad.AdversarialAE method)
(alibi_detect.ad.adversarialae.AdversarialAE method)
create_outlier_batch() (in module alibi_detect.utils.data)
creme_hist_to_dict() (in module alibi_detect.metrics.utils)
D
DataTracker (class in alibi_detect.metrics)
(class in alibi_detect.metrics.data)
decode_seq() (alibi_detect.models.autoencoder.Seq2Seq method)
Decoder (class in alibi_detect.models.autoencoder)
DecoderLSTM (class in alibi_detect.models.autoencoder)
default() (alibi_detect.metrics.utils.NumpyEncoder method)
DenseHidden (class in alibi_detect.ad.adversarialae)
discretize() (alibi_detect.utils.discretizer.Discretizer method)
Discretizer (class in alibi_detect.utils.discretizer)
E
elbo() (in module alibi_detect.models.losses)
EncoderAE (class in alibi_detect.models.autoencoder)
EncoderLSTM (class in alibi_detect.models.autoencoder)
EncoderVAE (class in alibi_detect.models.autoencoder)
eucl_cosim_features() (in module alibi_detect.models.autoencoder)
F
feature_score() (alibi_detect.od.ae.OutlierAE method)
(alibi_detect.od.OutlierAE method)
(alibi_detect.od.OutlierSeq2Seq method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.seq2seq.OutlierSeq2Seq method)
(alibi_detect.od.vae.OutlierVAE method)
fit() (alibi_detect.ad.AdversarialAE method)
(alibi_detect.ad.adversarialae.AdversarialAE method)
(alibi_detect.base.FitMixin method)
(alibi_detect.od.ae.OutlierAE method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAE method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierProphet method)
(alibi_detect.od.OutlierSeq2Seq method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.prophet.OutlierProphet method)
(alibi_detect.od.seq2seq.OutlierSeq2Seq method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
FitMixin (class in alibi_detect.base)
G
get() (alibi_detect.metrics.data.DataTracker method)
(alibi_detect.metrics.DataTracker method)
get_creme_value() (in module alibi_detect.metrics.utils)
gmm_energy() (in module alibi_detect.models.gmm)
gmm_params() (in module alibi_detect.models.gmm)
I
IForest (class in alibi_detect.od)
(class in alibi_detect.od.isolationforest)
infer_threshold() (alibi_detect.ad.AdversarialAE method)
(alibi_detect.ad.adversarialae.AdversarialAE method)
(alibi_detect.base.ThresholdMixin method)
(alibi_detect.od.ae.OutlierAE method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAE method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierSeq2Seq method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.seq2seq.OutlierSeq2Seq method)
(alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
init_ad_ae() (in module alibi_detect.utils.saving)
init_od_ae() (in module alibi_detect.utils.saving)
init_od_aegmm() (in module alibi_detect.utils.saving)
init_od_iforest() (in module alibi_detect.utils.saving)
init_od_mahalanobis() (in module alibi_detect.utils.saving)
init_od_prophet() (in module alibi_detect.utils.saving)
init_od_s2s() (in module alibi_detect.utils.saving)
init_od_sr() (in module alibi_detect.utils.saving)
init_od_vae() (in module alibi_detect.utils.saving)
init_od_vaegmm() (in module alibi_detect.utils.saving)
inject_outlier_categorical() (in module alibi_detect.utils.perturbation)
inject_outlier_tabular() (in module alibi_detect.utils.perturbation)
inject_outlier_ts() (in module alibi_detect.utils.perturbation)
instance_score() (alibi_detect.od.ae.OutlierAE method)
(alibi_detect.od.OutlierAE method)
(alibi_detect.od.OutlierSeq2Seq method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.seq2seq.OutlierSeq2Seq method)
(alibi_detect.od.vae.OutlierVAE method)
L
load_detector() (in module alibi_detect.utils.saving)
load_tf_ae() (in module alibi_detect.utils.saving)
load_tf_aegmm() (in module alibi_detect.utils.saving)
load_tf_hl() (in module alibi_detect.utils.saving)
load_tf_model() (in module alibi_detect.utils.saving)
load_tf_s2s() (in module alibi_detect.utils.saving)
load_tf_vae() (in module alibi_detect.utils.saving)
load_tf_vaegmm() (in module alibi_detect.utils.saving)
loss_adv_ae() (in module alibi_detect.models.losses)
loss_aegmm() (in module alibi_detect.models.losses)
loss_vaegmm() (in module alibi_detect.models.losses)
M
Mahalanobis (class in alibi_detect.od)
(class in alibi_detect.od.mahalanobis)
map_nested_dicts() (in module alibi_detect.metrics.utils)
meta() (alibi_detect.base.BaseDetector property)
multidim_scaling() (in module alibi_detect.utils.distance)
mvdm() (in module alibi_detect.utils.distance)
N
num2ord() (in module alibi_detect.utils.mapping)
NumpyEncoder (class in alibi_detect.metrics.utils)
O
ohe2ord() (in module alibi_detect.utils.mapping)
ohe2ord_shape() (in module alibi_detect.utils.mapping)
ord2num() (in module alibi_detect.utils.mapping)
ord2ohe() (in module alibi_detect.utils.mapping)
outlier_prediction_dict() (in module alibi_detect.base)
OutlierAE (class in alibi_detect.od)
(class in alibi_detect.od.ae)
OutlierAEGMM (class in alibi_detect.od)
(class in alibi_detect.od.aegmm)
OutlierProphet (class in alibi_detect.od)
(class in alibi_detect.od.prophet)
OutlierSeq2Seq (class in alibi_detect.od)
(class in alibi_detect.od.seq2seq)
OutlierVAE (class in alibi_detect.od)
(class in alibi_detect.od.vae)
OutlierVAEGMM (class in alibi_detect.od)
(class in alibi_detect.od.vaegmm)
P
plot_feature_outlier_image() (in module alibi_detect.utils.visualize)
plot_feature_outlier_tabular() (in module alibi_detect.utils.visualize)
plot_feature_outlier_ts() (in module alibi_detect.utils.visualize)
plot_instance_score() (in module alibi_detect.utils.visualize)
plot_roc() (in module alibi_detect.utils.visualize)
predict() (alibi_detect.ad.AdversarialAE method)
(alibi_detect.ad.adversarialae.AdversarialAE method)
(alibi_detect.base.BaseDetector method)
(alibi_detect.od.ae.OutlierAE method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAE method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierProphet method)
(alibi_detect.od.OutlierSeq2Seq method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.prophet.OutlierProphet method)
(alibi_detect.od.seq2seq.OutlierSeq2Seq method)
(alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
predict_batch() (in module alibi_detect.utils.prediction)
R
relative_euclidean_distance() (in module alibi_detect.utils.distance)
S
saliency_map() (alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
sample_df() (in module alibi_detect.utils.data)
Sampling (class in alibi_detect.models.autoencoder)
save_detector() (in module alibi_detect.utils.saving)
save_tf_ae() (in module alibi_detect.utils.saving)
save_tf_aegmm() (in module alibi_detect.utils.saving)
save_tf_hl() (in module alibi_detect.utils.saving)
save_tf_model() (in module alibi_detect.utils.saving)
save_tf_s2s() (in module alibi_detect.utils.saving)
save_tf_vae() (in module alibi_detect.utils.saving)
save_tf_vaegmm() (in module alibi_detect.utils.saving)
score() (alibi_detect.ad.AdversarialAE method)
(alibi_detect.ad.adversarialae.AdversarialAE method)
(alibi_detect.base.BaseDetector method)
(alibi_detect.od.ae.OutlierAE method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAE method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierProphet method)
(alibi_detect.od.OutlierSeq2Seq method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.prophet.OutlierProphet method)
(alibi_detect.od.seq2seq.OutlierSeq2Seq method)
(alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
Seq2Seq (class in alibi_detect.models.autoencoder)
SpectralResidual (class in alibi_detect.od)
(class in alibi_detect.od.sr)
state_adv_ae() (in module alibi_detect.utils.saving)
state_ae() (in module alibi_detect.utils.saving)
state_aegmm() (in module alibi_detect.utils.saving)
state_iforest() (in module alibi_detect.utils.saving)
state_mahalanobis() (in module alibi_detect.utils.saving)
state_prophet() (in module alibi_detect.utils.saving)
state_s2s() (in module alibi_detect.utils.saving)
state_sr() (in module alibi_detect.utils.saving)
state_vae() (in module alibi_detect.utils.saving)
state_vaegmm() (in module alibi_detect.utils.saving)
T
ThresholdMixin (class in alibi_detect.base)
trainer() (in module alibi_detect.models.trainer)
U
update() (alibi_detect.metrics.data.DataTracker method)
(alibi_detect.metrics.DataTracker method)
V
VAE (class in alibi_detect.models.autoencoder)
VAEGMM (class in alibi_detect.models.autoencoder)
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