Merlion
v1.0.2
Contents:
merlion: Time Series Intelligence
ts_datasets: Easy Data Loading
Tutorials & Example Code
Merlion
»
Index
Index
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A
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B
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C
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D
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E
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F
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G
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H
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I
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J
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L
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M
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N
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O
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P
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R
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S
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T
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U
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V
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W
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X
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Y
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Z
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__call__() (merlion.models.ensemble.combine.CombinerBase method)
__getitem__() (merlion.utils.time_series.TimeSeries method)
(merlion.utils.time_series.UnivariateTimeSeries method)
__iter__() (merlion.utils.time_series.TimeSeries method)
(merlion.utils.time_series.UnivariateTimeSeries method)
_invert() (merlion.transform.base.InvertibleTransformBase method)
(merlion.transform.base.TransformBase method)
A
abs_score (merlion.post_process.threshold.AggregateAlarms property)
AbsVal (class in merlion.transform.normalize)
acc_max_scale (merlion.models.forecast.smoother.DeltaEstimator property)
acceleration() (merlion.models.forecast.smoother.DeltaEstimator method)
accumulate_forecast_score() (in module merlion.evaluate.forecast)
accumulate_tsad_score() (in module merlion.evaluate.anomaly)
AdaptiveAggregateAlarms (class in merlion.post_process.threshold)
AdaptiveThreshold (class in merlion.post_process.threshold)
add() (merlion.models.anomaly.dbl.Segment method)
(merlion.models.anomaly.dbl.Segmenter method)
(merlion.utils.istat.IStat method)
(merlion.utils.istat.Mean method)
(merlion.utils.istat.Variance method)
add_batch() (merlion.utils.istat.IStat method)
add_seasonality (merlion.models.forecast.prophet.Prophet property)
adjust_z_scores (merlion.models.anomaly.zms.ZMS property)
AggregateAlarms (class in merlion.post_process.threshold)
aggregation_policy (merlion.transform.resample.TemporalResample property)
AggregationPolicy (class in merlion.utils.resample)
align() (merlion.utils.time_series.TimeSeries method)
AlignPolicy (class in merlion.utils.resample)
alm_threshold (merlion.post_process.threshold.AggregateAlarms property)
anchors (merlion.post_process.calibrate.AnomScoreCalibrator property)
anom_width_range (merlion.transform.anomalize.Shock property)
Anomalize (class in merlion.transform.anomalize)
anomaly_subsets (ts_datasets.anomaly.Synthetic attribute)
AnomScoreCalibrator (class in merlion.post_process.calibrate)
append() (merlion.transform.sequence.TransformSequence method)
Arima (class in merlion.models.forecast.arima)
ArimaConfig (class in merlion.models.forecast.arima)
ArimaDetector (class in merlion.models.anomaly.forecast_based.arima)
ArimaDetectorConfig (class in merlion.models.anomaly.forecast_based.arima)
assert_equal_timedeltas() (in module merlion.utils.time_series)
Auto (merlion.models.anomaly.change_point.bocpd.ChangeKind attribute)
AutodocABCMeta (class in merlion.utils.misc)
AutoEncoder (class in merlion.models.anomaly.autoencoder)
AutoEncoderConfig (class in merlion.models.anomaly.autoencoder)
AutoSarima (class in merlion.models.automl.autosarima)
AutoSarimaConfig (class in merlion.models.automl.autosarima)
B
backsteps (merlion.models.forecast.smoother.MSES property)
(merlion.models.forecast.smoother.MSESConfig property)
BaggingTreeForecaster (class in merlion.models.forecast.baggingtrees)
BaggingTreeForecasterConfig (class in merlion.models.forecast.baggingtrees)
base_ts_subsets (ts_datasets.anomaly.Synthetic attribute)
BaseDataset (class in ts_datasets.base)
batch_forecast() (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble method)
(merlion.models.forecast.base.ForecasterBase method)
batch_size (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble property)
BayesianLinReg (class in merlion.utils.conj_priors)
BayesianMVLinReg (class in merlion.utils.conj_priors)
BetaBernoulli (class in merlion.utils.conj_priors)
BFill (merlion.utils.resample.MissingValuePolicy attribute)
bin_sz (merlion.post_process.threshold.AdaptiveAggregateAlarms property)
bisect() (merlion.utils.time_series.TimeSeries method)
(merlion.utils.time_series.UnivariateTimeSeries method)
BOCPD (class in merlion.models.anomaly.change_point.bocpd)
BOCPDConfig (class in merlion.models.anomaly.change_point.bocpd)
BoostingTreeForecaster (class in merlion.models.forecast.boostingtrees)
BoostingTreeForecasterConfig (class in merlion.models.forecast.boostingtrees)
C
cadence (merlion.evaluate.base.EvaluatorBase property)
(merlion.evaluate.base.EvaluatorConfig property)
(merlion.evaluate.forecast.ForecastEvaluator property)
(merlion.evaluate.forecast.ForecastEvaluatorConfig property)
calibrator (merlion.models.anomaly.base.DetectorBase property)
(merlion.models.anomaly.base.NoCalibrationDetectorConfig property)
change_kind (merlion.models.anomaly.change_point.bocpd.BOCPD property)
(merlion.models.anomaly.change_point.bocpd.BOCPDConfig property)
ChangeKind (class in merlion.models.anomaly.change_point.bocpd)
check_before_eval() (merlion.evaluate.forecast.ForecastScoreAccumulator method)
check_dim() (merlion.models.anomaly.dbl.DynamicBaseline method)
combiner (merlion.models.ensemble.base.EnsembleBase property)
CombinerBase (class in merlion.models.ensemble.combine)
CombinerFactory (class in merlion.models.ensemble.combine)
compute_lag() (merlion.transform.moving_average.LagTransform method)
concat() (merlion.utils.time_series.UnivariateTimeSeries method)
Config (class in merlion.models.base)
config_class (merlion.evaluate.anomaly.TSADEvaluator attribute)
(merlion.evaluate.base.EvaluatorBase attribute)
(merlion.evaluate.forecast.ForecastEvaluator attribute)
(merlion.models.anomaly.autoencoder.AutoEncoder attribute)
(merlion.models.anomaly.base.DetectorBase attribute)
(merlion.models.anomaly.change_point.bocpd.BOCPD attribute)
(merlion.models.anomaly.dagmm.DAGMM attribute)
(merlion.models.anomaly.dbl.DynamicBaseline attribute)
(merlion.models.anomaly.deep_point_anomaly_detector.DeepPointAnomalyDetector attribute)
(merlion.models.anomaly.forecast_based.arima.ArimaDetector attribute)
(merlion.models.anomaly.forecast_based.ets.ETSDetector attribute)
(merlion.models.anomaly.forecast_based.lstm.LSTMDetector attribute)
(merlion.models.anomaly.forecast_based.mses.MSESDetector attribute)
(merlion.models.anomaly.forecast_based.prophet.ProphetDetector attribute)
(merlion.models.anomaly.forecast_based.sarima.SarimaDetector attribute)
(merlion.models.anomaly.isolation_forest.IsolationForest attribute)
(merlion.models.anomaly.lstm_ed.LSTMED attribute)
(merlion.models.anomaly.random_cut_forest.RandomCutForest attribute)
(merlion.models.anomaly.spectral_residual.SpectralResidual attribute)
(merlion.models.anomaly.stat_threshold.StatThreshold attribute)
(merlion.models.anomaly.vae.VAE attribute)
(merlion.models.anomaly.windstats.WindStats attribute)
(merlion.models.anomaly.zms.ZMS attribute)
(merlion.models.automl.autosarima.AutoSarima attribute)
(merlion.models.base.ModelBase attribute)
(merlion.models.defaults.DefaultDetector attribute)
(merlion.models.defaults.DefaultForecaster attribute)
(merlion.models.ensemble.anomaly.DetectorEnsemble attribute)
(merlion.models.ensemble.base.EnsembleBase attribute)
(merlion.models.ensemble.forecast.ForecasterEnsemble attribute)
(merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble attribute)
(merlion.models.forecast.arima.Arima attribute)
(merlion.models.forecast.baggingtrees.BaggingTreeForecaster attribute)
(merlion.models.forecast.baggingtrees.ExtraTreesForecaster attribute)
(merlion.models.forecast.baggingtrees.RandomForestForecaster attribute)
(merlion.models.forecast.base.ForecasterBase attribute)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster attribute)
(merlion.models.forecast.boostingtrees.LGBMForecaster attribute)
(merlion.models.forecast.ets.ETS attribute)
(merlion.models.forecast.lstm.LSTM attribute)
(merlion.models.forecast.prophet.Prophet attribute)
(merlion.models.forecast.sarima.Sarima attribute)
(merlion.models.forecast.smoother.MSES attribute)
(merlion.models.forecast.vector_ar.VectorAR attribute)
ConjPrior (class in merlion.utils.conj_priors)
copy() (merlion.utils.time_series.UnivariateTimeSeries method)
corrected_value (merlion.utils.istat.Variance property)
cp_prior (merlion.models.anomaly.change_point.bocpd.BOCPD property)
create() (merlion.models.ensemble.combine.CombinerFactory class method)
(merlion.models.factory.ModelFactory class method)
(merlion.post_process.factory.PostRuleFactory class method)
(merlion.transform.factory.TransformFactory class method)
D
DAGMM (class in merlion.models.anomaly.dagmm)
DAGMMConfig (class in merlion.models.anomaly.dagmm)
daily (merlion.models.anomaly.dbl.Trend attribute)
daily_seasonality (merlion.models.forecast.prophet.Prophet property)
damped_trend (merlion.models.forecast.ets.ETS property)
data (merlion.models.anomaly.dbl.DynamicBaseline property)
(merlion.models.forecast.smoother.DeltaEstimator property)
day_delta (merlion.models.anomaly.dbl.Segmenter attribute)
day_key() (merlion.models.anomaly.dbl.Segmenter method)
DeepPointAnomalyDetector (class in merlion.models.anomaly.deep_point_anomaly_detector)
DeepPointAnomalyDetectorConfig (class in merlion.models.anomaly.deep_point_anomaly_detector)
default_hist_gap_thres (merlion.post_process.threshold.AdaptiveAggregateAlarms property)
default_retrain_kwargs() (merlion.evaluate.anomaly.TSADEvaluator method)
(merlion.evaluate.base.EvaluatorBase method)
default_train_kwargs() (merlion.evaluate.base.EvaluatorBase method)
DefaultDetector (class in merlion.models.defaults)
DefaultDetectorConfig (class in merlion.models.defaults)
DefaultForecaster (class in merlion.models.defaults)
DefaultForecasterConfig (class in merlion.models.defaults)
DefaultModelConfig (class in merlion.models.defaults)
delta_hat() (merlion.models.forecast.smoother.DeltaEstimator method)
DeltaEstimator (class in merlion.models.forecast.smoother)
DeltaStats (class in merlion.models.forecast.smoother)
describe() (ts_datasets.anomaly.TSADBaseDataset method)
(ts_datasets.base.BaseDataset method)
DetectorBase (class in merlion.models.anomaly.base)
DetectorConfig (class in merlion.models.anomaly.base)
DetectorEnsemble (class in merlion.models.ensemble.anomaly)
DetectorEnsembleConfig (class in merlion.models.ensemble.anomaly)
determine_train_window() (merlion.models.anomaly.dbl.DynamicBaselineConfig method)
DifferenceTransform (class in merlion.transform.moving_average)
dim (merlion.models.forecast.base.ForecasterBase property)
(merlion.utils.time_series.TimeSeries property)
download() (ts_datasets.anomaly.NAB method)
(ts_datasets.anomaly.UCR method)
drop() (merlion.models.anomaly.dbl.Segment method)
(merlion.models.anomaly.dbl.Segmenter method)
(merlion.utils.istat.ExponentialMovingAverage method)
(merlion.utils.istat.IStat method)
(merlion.utils.istat.Mean method)
(merlion.utils.istat.RecencyWeightedVariance method)
(merlion.utils.istat.Variance method)
drop_batch() (merlion.utils.istat.IStat method)
dynamic_import() (in module merlion.utils.misc)
DynamicBaseline (class in merlion.models.anomaly.dbl)
DynamicBaselineConfig (class in merlion.models.anomaly.dbl)
E
empty() (merlion.utils.time_series.UnivariateTimeSeries class method)
enable_calibrator (merlion.models.anomaly.base.NoCalibrationDetectorConfig property)
EnergyPower (class in ts_datasets.forecast)
EnsembleBase (class in merlion.models.ensemble.base)
EnsembleConfig (class in merlion.models.ensemble.base)
EnsembleTrainConfig (class in merlion.models.ensemble.base)
epoch_max (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble property)
error (merlion.models.forecast.ets.ETS property)
ETS (class in merlion.models.forecast.ets)
ETSConfig (class in merlion.models.forecast.ets)
ETSDetector (class in merlion.models.anomaly.forecast_based.ets)
ETSDetectorConfig (class in merlion.models.anomaly.forecast_based.ets)
evaluate() (merlion.evaluate.anomaly.TSADEvaluator method)
(merlion.evaluate.base.EvaluatorBase method)
(merlion.evaluate.forecast.ForecastEvaluator method)
(merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble method)
evaluate_theta() (merlion.models.automl.autosarima.AutoSarima method)
(merlion.models.automl.layer_mixin.LayerMixIn method)
(merlion.models.automl.seasonality_mixin.SeasonalityLayer method)
EvaluatorBase (class in merlion.evaluate.base)
EvaluatorConfig (class in merlion.evaluate.base)
expert_prediction() (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble method)
ExponentialMovingAverage (class in merlion.transform.moving_average)
(class in merlion.utils.istat)
ExtraTreesForecaster (class in merlion.models.forecast.baggingtrees)
ExtraTreesForecasterConfig (class in merlion.models.forecast.baggingtrees)
F
F1 (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
f1() (merlion.evaluate.anomaly.TSADScoreAccumulator method)
F2 (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
F5 (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
f_beta() (merlion.evaluate.anomaly.TSADScoreAccumulator method)
FFill (merlion.utils.resample.MissingValuePolicy attribute)
Figure (class in merlion.plot)
filename (merlion.models.base.Config attribute)
(merlion.models.base.ModelBase attribute)
(merlion.models.base.ModelWrapper attribute)
(ts_datasets.anomaly.SMD attribute)
filter() (merlion.post_process.threshold.AggregateAlarms method)
finetune() (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble method)
First (merlion.utils.resample.AggregationPolicy attribute)
fixed_period (merlion.models.anomaly.dbl.DynamicBaseline property)
(merlion.models.anomaly.dbl.DynamicBaselineConfig property)
FixedGranularity (merlion.utils.resample.AlignPolicy attribute)
FixedReference (merlion.utils.resample.AlignPolicy attribute)
forecast() (merlion.models.anomaly.change_point.bocpd.BOCPD method)
(merlion.models.automl.forecasting_layer_base.ForecasterAutoMLBase method)
(merlion.models.defaults.DefaultForecaster method)
(merlion.models.ensemble.forecast.ForecasterEnsemble method)
(merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble method)
(merlion.models.forecast.baggingtrees.BaggingTreeForecaster method)
(merlion.models.forecast.base.ForecasterBase method)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster method)
(merlion.models.forecast.ets.ETS method)
(merlion.models.forecast.lstm.LSTM method)
(merlion.models.forecast.prophet.Prophet method)
(merlion.models.forecast.sarima.Sarima method)
(merlion.models.forecast.smoother.MSES method)
(merlion.models.forecast.vector_ar.VectorAR method)
(merlion.utils.conj_priors.BayesianLinReg method)
(merlion.utils.conj_priors.BayesianMVLinReg method)
(merlion.utils.conj_priors.BetaBernoulli method)
(merlion.utils.conj_priors.ConjPrior method)
(merlion.utils.conj_priors.MVNormInvWishart method)
(merlion.utils.conj_priors.NormInvGamma method)
forecast_to_anom_score() (merlion.models.anomaly.forecast_based.base.ForecastingDetectorBase method)
ForecasterAutoMLBase (class in merlion.models.automl.forecasting_layer_base)
ForecasterBase (class in merlion.models.forecast.base)
ForecasterConfig (class in merlion.models.forecast.base)
ForecasterEnsemble (class in merlion.models.ensemble.forecast)
ForecasterEnsembleConfig (class in merlion.models.ensemble.forecast)
ForecastEvaluator (class in merlion.evaluate.forecast)
ForecastEvaluatorConfig (class in merlion.evaluate.forecast)
ForecastingDetectorBase (class in merlion.models.anomaly.forecast_based.base)
ForecastMetric (class in merlion.evaluate.forecast)
ForecastScoreAccumulator (class in merlion.evaluate.forecast)
from_bytes() (merlion.models.base.ModelBase class method)
(merlion.models.base.ModelWrapper class method)
(merlion.models.ensemble.base.EnsembleBase class method)
from_dict() (merlion.models.anomaly.base.DetectorConfig class method)
(merlion.models.base.Config class method)
(merlion.models.ensemble.combine.CombinerBase class method)
(merlion.models.ensemble.combine.ModelSelector class method)
(merlion.models.forecast.base.ForecasterConfig class method)
(merlion.post_process.base.PostRuleBase class method)
(merlion.post_process.sequence.PostRuleSequence class method)
(merlion.transform.base.TransformBase class method)
(merlion.transform.sequence.TransformSequence class method)
(merlion.utils.conj_priors.ConjPrior class method)
(merlion.utils.time_series.UnivariateTimeSeries class method)
from_pd() (merlion.utils.time_series.TimeSeries class method)
(merlion.utils.time_series.UnivariateTimeSeries class method)
from_ts_list() (merlion.utils.time_series.TimeSeries class method)
full_transform (merlion.models.anomaly.zms.ZMSConfig property)
(merlion.models.base.NormalizingConfig property)
G
generate_theta() (merlion.models.automl.autosarima.AutoSarima method)
(merlion.models.automl.layer_mixin.LayerMixIn method)
(merlion.models.automl.seasonality_mixin.SeasonalityLayer method)
get_adaptive_thres() (in module merlion.post_process.threshold)
get_anomaly_label() (merlion.models.anomaly.base.DetectorBase method)
(merlion.models.defaults.DefaultDetector method)
get_anomaly_score() (merlion.models.anomaly.autoencoder.AutoEncoder method)
(merlion.models.anomaly.base.DetectorBase method)
(merlion.models.anomaly.change_point.bocpd.BOCPD method)
(merlion.models.anomaly.dagmm.DAGMM method)
(merlion.models.anomaly.dbl.DynamicBaseline method)
(merlion.models.anomaly.deep_point_anomaly_detector.DeepPointAnomalyDetector method)
(merlion.models.anomaly.forecast_based.base.ForecastingDetectorBase method)
(merlion.models.anomaly.forecast_based.mses.MSESDetector method)
(merlion.models.anomaly.isolation_forest.IsolationForest method)
(merlion.models.anomaly.lstm_ed.LSTMED method)
(merlion.models.anomaly.random_cut_forest.RandomCutForest method)
(merlion.models.anomaly.spectral_residual.SpectralResidual method)
(merlion.models.anomaly.stat_threshold.StatThreshold method)
(merlion.models.anomaly.vae.VAE method)
(merlion.models.anomaly.windstats.WindStats method)
(merlion.models.anomaly.zms.ZMS method)
(merlion.models.defaults.DefaultDetector method)
(merlion.models.ensemble.anomaly.DetectorEnsemble method)
get_baseline() (merlion.models.anomaly.dbl.DynamicBaseline method)
(merlion.models.anomaly.dbl.Segmenter method)
get_baseline_figure() (merlion.models.anomaly.dbl.DynamicBaseline method)
get_dataset() (in module ts_datasets.anomaly)
(in module ts_datasets.forecast)
get_figure() (merlion.models.anomaly.base.DetectorBase method)
(merlion.models.anomaly.change_point.bocpd.BOCPD method)
(merlion.models.anomaly.forecast_based.base.ForecastingDetectorBase method)
(merlion.models.forecast.base.ForecasterBase method)
get_gcd_timedelta() (in module merlion.utils.resample)
get_max_common_horizon() (merlion.models.ensemble.base.EnsembleBase method)
get_model_class() (merlion.models.factory.ModelFactory class method)
get_post_rule_class() (merlion.post_process.factory.PostRuleFactory class method)
get_predict() (merlion.evaluate.anomaly.TSADEvaluator method)
(merlion.evaluate.base.EvaluatorBase method)
get_relevant() (merlion.models.anomaly.dbl.DynamicBaseline method)
get_time_series_values() (merlion.utils.conj_priors.ConjPrior static method)
(merlion.utils.conj_priors.ScalarConjPrior static method)
get_transform_class() (merlion.transform.factory.TransformFactory class method)
get_y() (merlion.plot.Figure method)
(merlion.plot.MTSFigure method)
get_yhat() (merlion.plot.Figure method)
(merlion.plot.MTSFigure method)
get_yhat_iqr() (merlion.plot.Figure method)
(merlion.plot.MTSFigure method)
granularity (merlion.models.defaults.DefaultDetector property)
(merlion.models.defaults.DefaultForecaster property)
(merlion.transform.resample.TemporalResample property)
granularity_str_to_seconds() (in module merlion.utils.resample)
H
has_fixed_period (merlion.models.anomaly.dbl.DynamicBaseline property)
holidays (merlion.models.forecast.prophet.Prophet property)
horizon (merlion.evaluate.base.EvaluatorBase property)
(merlion.evaluate.base.EvaluatorConfig property)
(merlion.evaluate.forecast.ForecastEvaluator property)
(merlion.evaluate.forecast.ForecastEvaluatorConfig property)
hour_delta (merlion.models.anomaly.dbl.Segmenter attribute)
I
Identity (class in merlion.transform.base)
infer_granularity() (in module merlion.utils.resample)
initializer() (in module merlion.utils.misc)
InnerJoin (merlion.utils.resample.AlignPolicy attribute)
Interpolate (merlion.utils.resample.MissingValuePolicy attribute)
invert (merlion.models.ensemble.combine.ModelSelector property)
invert() (merlion.transform.base.TransformBase method)
(merlion.transform.sequence.TransformSequence method)
(merlion.transform.sequence.TransformStack method)
invert_transform() (merlion.models.forecast.base.ForecasterBase method)
InvertibleTransformBase (class in merlion.transform.base)
IOpsCompetition (class in ts_datasets.anomaly)
is_aligned (merlion.utils.time_series.TimeSeries property)
is_empty() (merlion.utils.time_series.TimeSeries method)
(merlion.utils.time_series.UnivariateTimeSeries method)
is_trained (merlion.transform.anomalize.Anomalize property)
(merlion.transform.normalize.Rescale property)
IsolationForest (class in merlion.models.anomaly.isolation_forest)
IsolationForestConfig (class in merlion.models.anomaly.isolation_forest)
IStat (class in merlion.utils.istat)
items() (merlion.utils.time_series.TimeSeries method)
J
java_params (merlion.models.anomaly.random_cut_forest.RandomCutForestConfig property)
JVMSingleton (class in merlion.models.anomaly.random_cut_forest)
L
lag (merlion.models.anomaly.change_point.bocpd.BOCPD property)
(merlion.models.forecast.smoother.DeltaStats property)
lag_inflation (merlion.models.anomaly.zms.ZMS property)
lag_scales (merlion.models.anomaly.zms.ZMS property)
LagTransform (class in merlion.transform.moving_average)
Last (merlion.utils.resample.AggregationPolicy attribute)
last_train_time (merlion.models.anomaly.change_point.bocpd.BOCPD property)
(merlion.models.base.ModelBase property)
LayerMixIn (class in merlion.models.automl.layer_mixin)
LevelShift (class in merlion.transform.anomalize)
(merlion.models.anomaly.change_point.bocpd.ChangeKind attribute)
LGBMForecaster (class in merlion.models.forecast.boostingtrees)
LGBMForecasterConfig (class in merlion.models.forecast.boostingtrees)
load() (merlion.models.automl.forecasting_layer_base.ForecasterAutoMLBase class method)
(merlion.models.base.ModelBase class method)
(merlion.models.base.ModelWrapper class method)
(merlion.models.ensemble.base.EnsembleBase class method)
(merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble class method)
(merlion.models.factory.ModelFactory class method)
load_bytes() (merlion.models.factory.ModelFactory class method)
load_labels() (ts_datasets.anomaly.NAB static method)
lookback_len (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble property)
loss_err() (merlion.models.forecast.smoother.DeltaEstimator method)
LowerUpperClip (class in merlion.transform.bound)
lr (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble property)
LSTM (class in merlion.models.forecast.lstm)
LSTMConfig (class in merlion.models.forecast.lstm)
LSTMDetector (class in merlion.models.anomaly.forecast_based.lstm)
LSTMDetectorConfig (class in merlion.models.anomaly.forecast_based.lstm)
LSTMED (class in merlion.models.anomaly.lstm_ed)
LSTMEDConfig (class in merlion.models.anomaly.lstm_ed)
LSTMTrainConfig (class in merlion.models.forecast.lstm)
M
M4 (class in ts_datasets.forecast)
MAE (merlion.evaluate.forecast.ForecastMetric attribute)
mae() (merlion.evaluate.forecast.ForecastScoreAccumulator method)
marginalize_xhat_h() (merlion.models.forecast.smoother.MSES method)
MARRE (merlion.evaluate.forecast.ForecastMetric attribute)
marre() (merlion.evaluate.forecast.ForecastScoreAccumulator method)
MASE (merlion.evaluate.forecast.ForecastMetric attribute)
mase() (merlion.evaluate.forecast.ForecastScoreAccumulator method)
Max (class in merlion.models.ensemble.combine)
(merlion.utils.resample.AggregationPolicy attribute)
max_delay_sec (merlion.evaluate.anomaly.TSADEvaluator property)
max_early_sec (merlion.evaluate.anomaly.TSADEvaluator property)
max_forecast_steps (merlion.models.forecast.base.ForecasterBase property)
max_horizon (merlion.models.forecast.smoother.MSES property)
max_lag_sec (ts_datasets.anomaly.IOpsCompetition property)
(ts_datasets.anomaly.TSADBaseDataset property)
max_lead_sec (ts_datasets.anomaly.NAB property)
(ts_datasets.anomaly.TSADBaseDataset property)
max_scale (merlion.models.forecast.smoother.DeltaEstimator property)
(merlion.models.forecast.smoother.MSESConfig property)
maxlags (merlion.models.forecast.baggingtrees.BaggingTreeForecaster property)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster property)
(merlion.models.forecast.vector_ar.VectorAR property)
Mean (class in merlion.models.ensemble.combine)
(class in merlion.utils.istat)
(merlion.utils.resample.AggregationPolicy attribute)
mean_anomaly_duration() (merlion.evaluate.anomaly.TSADScoreAccumulator method)
mean_class (merlion.utils.istat.RecencyWeightedVariance attribute)
(merlion.utils.istat.Variance attribute)
mean_detected_anomaly_duration() (merlion.evaluate.anomaly.TSADScoreAccumulator method)
mean_time_to_detect() (merlion.evaluate.anomaly.TSADScoreAccumulator method)
MeanTimeToDetect (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
MeanVarNormalize (class in merlion.transform.normalize)
Median (class in merlion.models.ensemble.combine)
(merlion.utils.resample.AggregationPolicy attribute)
merlion
module
merlion.evaluate
module
merlion.evaluate.anomaly
module
merlion.evaluate.base
module
merlion.evaluate.forecast
module
merlion.models
module
merlion.models.anomaly
module
merlion.models.anomaly.autoencoder
module
merlion.models.anomaly.base
module
merlion.models.anomaly.change_point
module
merlion.models.anomaly.change_point.bocpd
module
merlion.models.anomaly.dagmm
module
merlion.models.anomaly.dbl
module
merlion.models.anomaly.deep_point_anomaly_detector
module
merlion.models.anomaly.forecast_based
module
merlion.models.anomaly.forecast_based.arima
module
merlion.models.anomaly.forecast_based.base
module
merlion.models.anomaly.forecast_based.ets
module
merlion.models.anomaly.forecast_based.lstm
module
merlion.models.anomaly.forecast_based.mses
module
merlion.models.anomaly.forecast_based.prophet
module
merlion.models.anomaly.forecast_based.sarima
module
merlion.models.anomaly.isolation_forest
module
merlion.models.anomaly.lstm_ed
module
merlion.models.anomaly.random_cut_forest
module
merlion.models.anomaly.spectral_residual
module
merlion.models.anomaly.stat_threshold
module
merlion.models.anomaly.vae
module
merlion.models.anomaly.windstats
module
merlion.models.anomaly.zms
module
merlion.models.automl
module
merlion.models.automl.autosarima
module
merlion.models.automl.forecasting_layer_base
module
merlion.models.automl.layer_mixin
module
merlion.models.automl.seasonality_mixin
module
merlion.models.base
module
merlion.models.defaults
module
merlion.models.ensemble
module
merlion.models.ensemble.anomaly
module
merlion.models.ensemble.base
module
merlion.models.ensemble.combine
module
merlion.models.ensemble.forecast
module
merlion.models.ensemble.MoE_forecast
module
merlion.models.factory
module
merlion.models.forecast
module
merlion.models.forecast.arima
module
merlion.models.forecast.baggingtrees
module
merlion.models.forecast.base
module
merlion.models.forecast.boostingtrees
module
merlion.models.forecast.ets
module
merlion.models.forecast.lstm
module
merlion.models.forecast.prophet
module
merlion.models.forecast.sarima
module
merlion.models.forecast.smoother
module
merlion.models.forecast.vector_ar
module
merlion.plot
module
merlion.post_process
module
merlion.post_process.base
module
merlion.post_process.calibrate
module
merlion.post_process.factory
module
merlion.post_process.sequence
module
merlion.post_process.threshold
module
merlion.transform
module
merlion.transform.anomalize
module
merlion.transform.base
module
merlion.transform.bound
module
merlion.transform.factory
module
merlion.transform.moving_average
module
merlion.transform.normalize
module
merlion.transform.resample
module
merlion.transform.sequence
module
merlion.utils
module
merlion.utils.conj_priors
module
merlion.utils.istat
module
merlion.utils.misc
module
merlion.utils.resample
module
merlion.utils.time_series
module
metadata (ts_datasets.anomaly.IOpsCompetition attribute)
(ts_datasets.anomaly.MSL attribute)
(ts_datasets.anomaly.NAB attribute)
(ts_datasets.anomaly.SMAP attribute)
(ts_datasets.anomaly.SMD attribute)
(ts_datasets.anomaly.Synthetic attribute)
(ts_datasets.anomaly.TSADBaseDataset attribute)
(ts_datasets.anomaly.UCR attribute)
(ts_datasets.base.BaseDataset attribute)
(ts_datasets.forecast.EnergyPower attribute)
(ts_datasets.forecast.M4 attribute)
(ts_datasets.forecast.SeattleTrail attribute)
(ts_datasets.forecast.SolarPlant attribute)
MetricWeightedMean (class in merlion.models.ensemble.combine)
Min (merlion.utils.resample.AggregationPolicy attribute)
min_delta (merlion.models.anomaly.dbl.Segmenter attribute)
min_likelihood (merlion.models.anomaly.change_point.bocpd.BOCPD property)
MinMaxNormalize (class in merlion.transform.normalize)
missing_value_policy (merlion.transform.resample.TemporalResample property)
MissingValuePolicy (class in merlion.utils.resample)
model (merlion.models.forecast.baggingtrees.BaggingTreeForecaster attribute)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster attribute)
ModelBase (class in merlion.models.base)
ModelFactory (class in merlion.models.factory)
models (merlion.models.ensemble.anomaly.DetectorEnsemble attribute)
(merlion.models.ensemble.base.EnsembleBase attribute)
(merlion.models.ensemble.forecast.ForecasterEnsemble attribute)
(merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble attribute)
models_used (merlion.models.ensemble.base.EnsembleBase property)
(merlion.models.ensemble.combine.CombinerBase property)
(merlion.models.ensemble.combine.MetricWeightedMean property)
(merlion.models.ensemble.combine.ModelSelector property)
ModelSelector (class in merlion.models.ensemble.combine)
ModelWrapper (class in merlion.models.base)
module
merlion
merlion.evaluate
merlion.evaluate.anomaly
merlion.evaluate.base
merlion.evaluate.forecast
merlion.models
merlion.models.anomaly
merlion.models.anomaly.autoencoder
merlion.models.anomaly.base
merlion.models.anomaly.change_point
merlion.models.anomaly.change_point.bocpd
merlion.models.anomaly.dagmm
merlion.models.anomaly.dbl
merlion.models.anomaly.deep_point_anomaly_detector
merlion.models.anomaly.forecast_based
merlion.models.anomaly.forecast_based.arima
merlion.models.anomaly.forecast_based.base
merlion.models.anomaly.forecast_based.ets
merlion.models.anomaly.forecast_based.lstm
merlion.models.anomaly.forecast_based.mses
merlion.models.anomaly.forecast_based.prophet
merlion.models.anomaly.forecast_based.sarima
merlion.models.anomaly.isolation_forest
merlion.models.anomaly.lstm_ed
merlion.models.anomaly.random_cut_forest
merlion.models.anomaly.spectral_residual
merlion.models.anomaly.stat_threshold
merlion.models.anomaly.vae
merlion.models.anomaly.windstats
merlion.models.anomaly.zms
merlion.models.automl
merlion.models.automl.autosarima
merlion.models.automl.forecasting_layer_base
merlion.models.automl.layer_mixin
merlion.models.automl.seasonality_mixin
merlion.models.base
merlion.models.defaults
merlion.models.ensemble
merlion.models.ensemble.anomaly
merlion.models.ensemble.base
merlion.models.ensemble.combine
merlion.models.ensemble.forecast
merlion.models.ensemble.MoE_forecast
merlion.models.factory
merlion.models.forecast
merlion.models.forecast.arima
merlion.models.forecast.baggingtrees
merlion.models.forecast.base
merlion.models.forecast.boostingtrees
merlion.models.forecast.ets
merlion.models.forecast.lstm
merlion.models.forecast.prophet
merlion.models.forecast.sarima
merlion.models.forecast.smoother
merlion.models.forecast.vector_ar
merlion.plot
merlion.post_process
merlion.post_process.base
merlion.post_process.calibrate
merlion.post_process.factory
merlion.post_process.sequence
merlion.post_process.threshold
merlion.transform
merlion.transform.anomalize
merlion.transform.base
merlion.transform.bound
merlion.transform.factory
merlion.transform.moving_average
merlion.transform.normalize
merlion.transform.resample
merlion.transform.sequence
merlion.utils
merlion.utils.conj_priors
merlion.utils.istat
merlion.utils.misc
merlion.utils.resample
merlion.utils.time_series
ts_datasets
ts_datasets.anomaly
ts_datasets.base
ts_datasets.forecast
MoE_ForecasterEnsemble (class in merlion.models.ensemble.MoE_forecast)
MoE_ForecasterEnsembleConfig (class in merlion.models.ensemble.MoE_forecast)
monthly (merlion.models.anomaly.dbl.Trend attribute)
MovingAverage (class in merlion.transform.moving_average)
MovingPercentile (class in merlion.transform.moving_average)
MSES (class in merlion.models.forecast.smoother)
MSESConfig (class in merlion.models.forecast.smoother)
MSESDetector (class in merlion.models.anomaly.forecast_based.mses)
MSESDetectorConfig (class in merlion.models.anomaly.forecast_based.mses)
MSESTrainConfig (class in merlion.models.forecast.smoother)
MSIS (merlion.evaluate.forecast.ForecastMetric attribute)
msis() (merlion.evaluate.forecast.ForecastScoreAccumulator method)
MSL (class in ts_datasets.anomaly)
MTSFigure (class in merlion.plot)
mu_posterior() (merlion.utils.conj_priors.MVNormInvWishart method)
(merlion.utils.conj_priors.NormInvGamma method)
MVNormInvWishart (class in merlion.utils.conj_priors)
myDataset (class in merlion.models.ensemble.MoE_forecast)
N
n (merlion.utils.istat.IStat property)
n_lags (merlion.models.anomaly.zms.ZMS property)
(merlion.models.anomaly.zms.ZMSConfig property)
n_seen (merlion.models.anomaly.change_point.bocpd.BOCPD property)
NAB (class in ts_datasets.anomaly)
nab_score() (merlion.evaluate.anomaly.TSADScoreAccumulator method)
NABScore (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
NABScoreLowFN (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
NABScoreLowFP (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
names (merlion.utils.time_series.TimeSeries property)
natural_bounds (merlion.transform.anomalize.Anomalize property)
Nearest (merlion.utils.resample.MissingValuePolicy attribute)
neg_err() (merlion.models.forecast.smoother.DeltaEstimator method)
nfree_experts (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble property)
NoCalibrationDetectorConfig (class in merlion.models.anomaly.base)
NormalizingConfig (class in merlion.models.base)
NormInvGamma (class in merlion.utils.conj_priors)
np_time_stamps (merlion.utils.time_series.TimeSeries property)
(merlion.utils.time_series.UnivariateTimeSeries property)
np_values (merlion.utils.time_series.UnivariateTimeSeries property)
O
online_updates (merlion.models.anomaly.forecast_based.mses.MSESDetector property)
(merlion.models.anomaly.random_cut_forest.RandomCutForest property)
order (merlion.models.forecast.sarima.Sarima property)
OuterJoin (merlion.utils.resample.AlignPolicy attribute)
P
per_model_threshold (merlion.models.ensemble.anomaly.DetectorEnsemble property)
(merlion.models.ensemble.anomaly.DetectorEnsembleConfig property)
plot() (merlion.plot.Figure method)
plot_anomaly() (merlion.models.anomaly.base.DetectorBase method)
(merlion.models.anomaly.forecast_based.base.ForecastingDetectorBase method)
plot_anomaly_plotly() (merlion.models.anomaly.base.DetectorBase method)
(merlion.models.anomaly.forecast_based.base.ForecastingDetectorBase method)
plot_anoms() (in module merlion.plot)
plot_anoms_plotly() (in module merlion.plot)
plot_forecast() (merlion.models.anomaly.forecast_based.base.ForecastingDetectorBase method)
(merlion.models.forecast.base.ForecasterBase method)
plot_forecast_plotly() (merlion.models.anomaly.forecast_based.base.ForecastingDetectorBase method)
(merlion.models.forecast.base.ForecasterBase method)
plot_plotly() (merlion.plot.Figure method)
(merlion.plot.MTSFigure method)
PointAdjusted (merlion.evaluate.anomaly.ScoreType attribute)
PointAdjustedF1 (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
PointAdjustedPrecision (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
PointAdjustedRecall (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
Pointwise (merlion.evaluate.anomaly.ScoreType attribute)
PointwiseF1 (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
PointwisePrecision (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
PointwiseRecall (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
pos_err() (merlion.models.forecast.smoother.DeltaEstimator method)
post_rule (merlion.models.anomaly.base.DetectorBase property)
(merlion.models.anomaly.base.DetectorConfig property)
posterior() (merlion.utils.conj_priors.BayesianLinReg method)
(merlion.utils.conj_priors.BayesianMVLinReg method)
(merlion.utils.conj_priors.BetaBernoulli method)
(merlion.utils.conj_priors.ConjPrior method)
(merlion.utils.conj_priors.MVNormInvWishart method)
(merlion.utils.conj_priors.NormInvGamma method)
posterior_explicit() (merlion.utils.conj_priors.BayesianLinReg method)
(merlion.utils.conj_priors.BayesianMVLinReg method)
PostRuleBase (class in merlion.post_process.base)
PostRuleFactory (class in merlion.post_process.factory)
PostRuleSequence (class in merlion.post_process.sequence)
PowerTransform (class in merlion.transform.normalize)
Precision (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
precision() (merlion.evaluate.anomaly.TSADScoreAccumulator method)
prediction_stride (merlion.models.forecast.baggingtrees.BaggingTreeForecaster property)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster property)
print() (merlion.utils.misc.ProgressBar method)
process_losses() (merlion.models.forecast.smoother.DeltaEstimator method)
process_time_series() (merlion.utils.conj_priors.BayesianMVLinReg method)
(merlion.utils.conj_priors.ConjPrior method)
(merlion.utils.conj_priors.MVNormInvWishart method)
(merlion.utils.conj_priors.ScalarConjPrior method)
ProgressBar (class in merlion.utils.misc)
proper_inversion (merlion.transform.base.InvertibleTransformBase property)
(merlion.transform.base.TransformBase property)
(merlion.transform.sequence.TransformSequence property)
(merlion.transform.sequence.TransformStack property)
Prophet (class in merlion.models.forecast.prophet)
ProphetConfig (class in merlion.models.forecast.prophet)
ProphetDetector (class in merlion.models.anomaly.forecast_based.prophet)
ProphetDetectorConfig (class in merlion.models.anomaly.forecast_based.prophet)
R
random_anom_width() (merlion.transform.anomalize.Shock method)
random_is_anom() (merlion.transform.anomalize.Anomalize method)
(merlion.transform.anomalize.Shock method)
random_scale() (merlion.transform.anomalize.TrendChange method)
random_sd_units() (merlion.transform.anomalize.Shock method)
RandomCutForest (class in merlion.models.anomaly.random_cut_forest)
RandomCutForestConfig (class in merlion.models.anomaly.random_cut_forest)
RandomForestForecaster (class in merlion.models.forecast.baggingtrees)
RandomForestForecasterConfig (class in merlion.models.forecast.baggingtrees)
Recall (merlion.evaluate.anomaly.TSADMetric attribute)
(merlion.post_process.threshold.Threshold.TSADMetric attribute)
recall() (merlion.evaluate.anomaly.TSADScoreAccumulator method)
recency_weight (merlion.utils.istat.ExponentialMovingAverage property)
(merlion.utils.istat.RecencyWeightedVariance property)
RecencyWeightedVariance (class in merlion.utils.istat)
reindex_df() (in module merlion.utils.resample)
requires_inversion_state (merlion.transform.base.Identity property)
(merlion.transform.base.TransformBase property)
(merlion.transform.bound.LowerUpperClip property)
(merlion.transform.moving_average.ExponentialMovingAverage property)
(merlion.transform.normalize.AbsVal property)
(merlion.transform.normalize.PowerTransform property)
(merlion.transform.normalize.Rescale property)
(merlion.transform.resample.TemporalResample property)
(merlion.transform.sequence.TransformSequence property)
(merlion.transform.sequence.TransformStack property)
requires_training (merlion.models.ensemble.combine.CombinerBase property)
(merlion.models.ensemble.combine.ModelSelector property)
resample_time_stamps() (merlion.models.forecast.base.ForecasterBase method)
Rescale (class in merlion.transform.normalize)
reset() (merlion.models.anomaly.dbl.Segmenter method)
(merlion.models.automl.forecasting_layer_base.ForecasterAutoMLBase method)
(merlion.models.base.ModelBase method)
(merlion.models.ensemble.base.EnsembleBase method)
reset_data_already_transformed() (merlion.models.forecast.baggingtrees.BaggingTreeForecaster method)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster method)
(merlion.models.forecast.vector_ar.VectorAR method)
retrain_freq (merlion.evaluate.base.EvaluatorBase property)
RevisedPointAdjusted (merlion.evaluate.anomaly.ScoreType attribute)
rho (merlion.models.forecast.smoother.MSES property)
RMSE (merlion.evaluate.forecast.ForecastMetric attribute)
rmse() (merlion.evaluate.forecast.ForecastScoreAccumulator method)
S
sampling_mode (merlion.models.forecast.baggingtrees.BaggingTreeForecaster property)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster property)
Sarima (class in merlion.models.forecast.sarima)
SarimaConfig (class in merlion.models.forecast.sarima)
SarimaDetector (class in merlion.models.anomaly.forecast_based.sarima)
SarimaDetectorConfig (class in merlion.models.anomaly.forecast_based.sarima)
save() (merlion.models.automl.forecasting_layer_base.ForecasterAutoMLBase method)
(merlion.models.base.ModelBase method)
(merlion.models.base.ModelWrapper method)
(merlion.models.ensemble.base.EnsembleBase method)
(merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble method)
ScalarConjPrior (class in merlion.utils.conj_priors)
scale_range (merlion.transform.anomalize.TrendChange property)
score() (merlion.models.anomaly.dbl.Segment method)
(merlion.models.anomaly.dbl.Segmenter method)
ScoreType (class in merlion.evaluate.anomaly)
sd (merlion.utils.istat.Variance property)
sd_range (merlion.transform.anomalize.Shock property)
se (merlion.utils.istat.Variance property)
seasonal (merlion.models.forecast.ets.ETS property)
seasonal_order (merlion.models.forecast.arima.ArimaConfig property)
(merlion.models.forecast.sarima.Sarima property)
seasonal_periods (merlion.models.forecast.ets.ETS property)
seasonality_mode (merlion.models.forecast.prophet.Prophet property)
SeasonalityLayer (class in merlion.models.automl.seasonality_mixin)
SeasonalityModel (class in merlion.models.automl.seasonality_mixin)
SeattleTrail (class in ts_datasets.forecast)
Segment (class in merlion.models.anomaly.dbl)
segment_key() (merlion.models.anomaly.dbl.Segmenter method)
Segmenter (class in merlion.models.anomaly.dbl)
set_data_already_transformed() (merlion.models.forecast.baggingtrees.BaggingTreeForecaster method)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster method)
(merlion.models.forecast.vector_ar.VectorAR method)
set_seasonality() (merlion.models.automl.seasonality_mixin.SeasonalityModel method)
(merlion.models.forecast.sarima.Sarima method)
set_theta() (merlion.models.automl.autosarima.AutoSarima method)
(merlion.models.automl.layer_mixin.LayerMixIn method)
(merlion.models.automl.seasonality_mixin.SeasonalityLayer method)
shape (merlion.utils.time_series.TimeSeries property)
Shingle (class in merlion.transform.resample)
Shock (class in merlion.transform.anomalize)
sigma2_posterior() (merlion.utils.conj_priors.NormInvGamma method)
Sigma_posterior() (merlion.utils.conj_priors.MVNormInvWishart method)
SMAP (class in ts_datasets.anomaly)
sMAPE (merlion.evaluate.forecast.ForecastMetric attribute)
smape() (merlion.evaluate.forecast.ForecastScoreAccumulator method)
SMD (class in ts_datasets.anomaly)
SolarPlant (class in ts_datasets.forecast)
SpectralResidual (class in merlion.models.anomaly.spectral_residual)
SpectralResidualConfig (class in merlion.models.anomaly.spectral_residual)
squeeze() (merlion.utils.time_series.TimeSeries method)
StatThreshold (class in merlion.models.anomaly.stat_threshold)
StatThresholdConfig (class in merlion.models.anomaly.stat_threshold)
Sum (merlion.utils.resample.AggregationPolicy attribute)
suppress_secs (merlion.post_process.threshold.AggregateAlarms property)
Synthetic (class in ts_datasets.anomaly)
T
t0 (merlion.plot.Figure property)
(merlion.plot.MTSFigure property)
(merlion.utils.time_series.TimeSeries property)
(merlion.utils.time_series.UnivariateTimeSeries property)
t_split (merlion.plot.Figure property)
(merlion.plot.MTSFigure property)
target_seq_index (merlion.models.anomaly.spectral_residual.SpectralResidual property)
(merlion.models.forecast.base.ForecasterBase property)
TemporalResample (class in merlion.transform.resample)
tf (merlion.plot.Figure property)
(merlion.plot.MTSFigure property)
(merlion.utils.time_series.TimeSeries property)
(merlion.utils.time_series.UnivariateTimeSeries property)
theta_posterior() (merlion.utils.conj_priors.BetaBernoulli method)
Threshold (class in merlion.post_process.threshold)
threshold (merlion.models.anomaly.base.DetectorBase property)
Threshold.TSADMetric (class in merlion.post_process.threshold)
threshold_class (merlion.post_process.threshold.AdaptiveAggregateAlarms attribute)
(merlion.post_process.threshold.AggregateAlarms attribute)
time_series (ts_datasets.anomaly.IOpsCompetition attribute)
(ts_datasets.anomaly.MSL attribute)
(ts_datasets.anomaly.NAB attribute)
(ts_datasets.anomaly.SMAP attribute)
(ts_datasets.anomaly.SMD attribute)
(ts_datasets.anomaly.Synthetic attribute)
(ts_datasets.anomaly.TSADBaseDataset attribute)
(ts_datasets.anomaly.UCR attribute)
(ts_datasets.base.BaseDataset attribute)
(ts_datasets.forecast.EnergyPower attribute)
(ts_datasets.forecast.M4 attribute)
(ts_datasets.forecast.SeattleTrail attribute)
(ts_datasets.forecast.SolarPlant attribute)
time_stamps (merlion.utils.time_series.TimeSeries property)
(merlion.utils.time_series.UnivariateTimeSeries property)
timedelta (merlion.models.base.ModelBase property)
TimeSeries (class in merlion.utils.time_series)
to_bytes() (merlion.models.base.ModelBase method)
(merlion.models.base.ModelWrapper method)
(merlion.models.ensemble.base.EnsembleBase method)
to_dict() (merlion.evaluate.base.EvaluatorConfig method)
(merlion.models.anomaly.change_point.bocpd.BOCPDConfig method)
(merlion.models.anomaly.dbl.DynamicBaselineConfig method)
(merlion.models.anomaly.zms.ZMSConfig method)
(merlion.models.base.Config method)
(merlion.models.defaults.DefaultModelConfig method)
(merlion.models.ensemble.base.EnsembleConfig method)
(merlion.models.ensemble.combine.CombinerBase method)
(merlion.models.ensemble.combine.ModelSelector method)
(merlion.post_process.base.PostRuleBase method)
(merlion.post_process.sequence.PostRuleSequence method)
(merlion.transform.base.TransformBase method)
(merlion.transform.sequence.TransformSequence method)
(merlion.utils.conj_priors.ConjPrior method)
(merlion.utils.time_series.UnivariateTimeSeries method)
to_pd() (merlion.utils.time_series.TimeSeries method)
(merlion.utils.time_series.UnivariateTimeSeries method)
to_pd_datetime() (in module merlion.utils.resample)
to_simple_threshold() (merlion.post_process.threshold.AggregateAlarms method)
(merlion.post_process.threshold.Threshold method)
to_timestamp() (in module merlion.utils.resample)
to_ts() (merlion.utils.time_series.UnivariateTimeSeries method)
train() (merlion.models.anomaly.autoencoder.AutoEncoder method)
(merlion.models.anomaly.base.DetectorBase method)
(merlion.models.anomaly.change_point.bocpd.BOCPD method)
(merlion.models.anomaly.dagmm.DAGMM method)
(merlion.models.anomaly.dbl.DynamicBaseline method)
(merlion.models.anomaly.deep_point_anomaly_detector.DeepPointAnomalyDetector method)
(merlion.models.anomaly.forecast_based.base.ForecastingDetectorBase method)
(merlion.models.anomaly.forecast_based.mses.MSESDetector method)
(merlion.models.anomaly.isolation_forest.IsolationForest method)
(merlion.models.anomaly.lstm_ed.LSTMED method)
(merlion.models.anomaly.random_cut_forest.RandomCutForest method)
(merlion.models.anomaly.spectral_residual.SpectralResidual method)
(merlion.models.anomaly.stat_threshold.StatThreshold method)
(merlion.models.anomaly.vae.VAE method)
(merlion.models.anomaly.windstats.WindStats method)
(merlion.models.anomaly.zms.ZMS method)
(merlion.models.automl.forecasting_layer_base.ForecasterAutoMLBase method)
(merlion.models.base.ModelBase method)
(merlion.models.defaults.DefaultDetector method)
(merlion.models.defaults.DefaultForecaster method)
(merlion.models.ensemble.anomaly.DetectorEnsemble method)
(merlion.models.ensemble.combine.CombinerBase method)
(merlion.models.ensemble.combine.ModelSelector method)
(merlion.models.ensemble.forecast.ForecasterEnsemble method)
(merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble method)
(merlion.models.forecast.baggingtrees.BaggingTreeForecaster method)
(merlion.models.forecast.base.ForecasterBase method)
(merlion.models.forecast.boostingtrees.BoostingTreeForecaster method)
(merlion.models.forecast.ets.ETS method)
(merlion.models.forecast.lstm.LSTM method)
(merlion.models.forecast.prophet.Prophet method)
(merlion.models.forecast.sarima.Sarima method)
(merlion.models.forecast.smoother.DeltaEstimator method)
(merlion.models.forecast.smoother.MSES method)
(merlion.models.forecast.vector_ar.VectorAR method)
(merlion.post_process.base.PostRuleBase method)
(merlion.post_process.calibrate.AnomScoreCalibrator method)
(merlion.post_process.sequence.PostRuleSequence method)
(merlion.post_process.threshold.AdaptiveThreshold method)
(merlion.post_process.threshold.AggregateAlarms method)
(merlion.post_process.threshold.Threshold method)
(merlion.transform.anomalize.Shock method)
(merlion.transform.anomalize.TrendChange method)
(merlion.transform.base.Identity method)
(merlion.transform.base.TransformBase method)
(merlion.transform.bound.LowerUpperClip method)
(merlion.transform.moving_average.DifferenceTransform method)
(merlion.transform.moving_average.ExponentialMovingAverage method)
(merlion.transform.moving_average.LagTransform method)
(merlion.transform.moving_average.MovingAverage method)
(merlion.transform.moving_average.MovingPercentile method)
(merlion.transform.normalize.AbsVal method)
(merlion.transform.normalize.MeanVarNormalize method)
(merlion.transform.normalize.MinMaxNormalize method)
(merlion.transform.normalize.PowerTransform method)
(merlion.transform.normalize.Rescale method)
(merlion.transform.resample.Shingle method)
(merlion.transform.resample.TemporalResample method)
(merlion.transform.sequence.TransformSequence method)
(merlion.transform.sequence.TransformStack method)
train_combiner() (merlion.models.ensemble.base.EnsembleBase method)
train_post_rule() (merlion.models.anomaly.base.DetectorBase method)
train_pre_process() (merlion.models.anomaly.change_point.bocpd.BOCPD method)
(merlion.models.base.ModelBase method)
(merlion.models.ensemble.forecast.ForecasterEnsemble method)
(merlion.models.forecast.base.ForecasterBase method)
train_valid_split() (merlion.models.ensemble.base.EnsembleBase method)
train_window (merlion.evaluate.base.EvaluatorBase property)
(merlion.models.anomaly.dbl.DynamicBaseline property)
transform (merlion.models.base.ModelBase property)
(merlion.models.base.NormalizingConfig property)
transform_time_series() (merlion.models.base.ModelBase method)
TransformBase (class in merlion.transform.base)
TransformFactory (class in merlion.transform.factory)
TransformSequence (class in merlion.transform.sequence)
TransformStack (class in merlion.transform.sequence)
Trend (class in merlion.models.anomaly.dbl)
trend (merlion.models.anomaly.dbl.Segmenter property)
(merlion.models.forecast.ets.ETS property)
TrendChange (class in merlion.transform.anomalize)
(merlion.models.anomaly.change_point.bocpd.ChangeKind attribute)
trends (merlion.models.anomaly.dbl.DynamicBaselineConfig property)
(merlion.models.anomaly.dbl.Segmenter property)
true_value (merlion.utils.istat.Variance property)
truncate_valid_data() (merlion.models.ensemble.base.EnsembleBase method)
ts_csv_load() (in module merlion.utils.time_series)
ts_datasets
module
ts_datasets.anomaly
module
ts_datasets.base
module
ts_datasets.forecast
module
ts_to_csv() (in module merlion.utils.time_series)
TSADBaseDataset (class in ts_datasets.anomaly)
TSADEvaluator (class in merlion.evaluate.anomaly)
TSADEvaluatorConfig (class in merlion.evaluate.anomaly)
TSADMetric (class in merlion.evaluate.anomaly)
TSADScoreAccumulator (class in merlion.evaluate.anomaly)
tune() (merlion.models.forecast.smoother.DeltaStats method)
U
UCR (class in ts_datasets.anomaly)
uncertainty_samples (merlion.models.forecast.prophet.Prophet property)
UnivariateTimeSeries (class in merlion.utils.time_series)
update() (merlion.models.anomaly.change_point.bocpd.BOCPD method)
(merlion.models.anomaly.dbl.DynamicBaseline method)
(merlion.models.forecast.smoother.MSES method)
(merlion.utils.conj_priors.BayesianLinReg method)
(merlion.utils.conj_priors.BayesianMVLinReg method)
(merlion.utils.conj_priors.BetaBernoulli method)
(merlion.utils.conj_priors.ConjPrior method)
(merlion.utils.conj_priors.MVNormInvWishart method)
(merlion.utils.conj_priors.NormInvGamma method)
update_acceleration() (merlion.models.forecast.smoother.DeltaStats method)
update_loss() (merlion.models.forecast.smoother.DeltaStats method)
update_velocity() (merlion.models.forecast.smoother.DeltaStats method)
url (ts_datasets.anomaly.MSL attribute)
(ts_datasets.anomaly.SMAP attribute)
(ts_datasets.anomaly.SMD attribute)
(ts_datasets.forecast.M4 attribute)
use_gpu (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble property)
V
VAE (class in merlion.models.anomaly.vae)
VAEConfig (class in merlion.models.anomaly.vae)
valid_subsets (ts_datasets.anomaly.NAB attribute)
(ts_datasets.anomaly.SMD attribute)
(ts_datasets.anomaly.Synthetic attribute)
(ts_datasets.forecast.M4 attribute)
ValIterOrderedDict (class in merlion.utils.misc)
value (merlion.utils.istat.ExponentialMovingAverage property)
(merlion.utils.istat.IStat property)
(merlion.utils.istat.Mean property)
(merlion.utils.istat.Variance property)
values (merlion.utils.time_series.UnivariateTimeSeries property)
Variance (class in merlion.utils.istat)
VectorAR (class in merlion.models.forecast.vector_ar)
VectorARConfig (class in merlion.models.forecast.vector_ar)
vel_err() (merlion.models.forecast.smoother.DeltaEstimator method)
velocity() (merlion.models.forecast.smoother.DeltaEstimator method)
W
warmup_steps (merlion.models.ensemble.MoE_forecast.MoE_ForecasterEnsemble property)
weekday_key() (merlion.models.anomaly.dbl.Segmenter method)
weekly (merlion.models.anomaly.dbl.Trend attribute)
weekly_seasonality (merlion.models.forecast.prophet.Prophet property)
weights (merlion.models.ensemble.combine.Mean property)
(merlion.models.ensemble.combine.MetricWeightedMean property)
wind_delta (merlion.models.anomaly.dbl.Segmenter property)
window() (merlion.utils.time_series.TimeSeries method)
(merlion.utils.time_series.UnivariateTimeSeries method)
window_key() (merlion.models.anomaly.dbl.Segmenter method)
window_secs (merlion.post_process.threshold.AggregateAlarms property)
WindStats (class in merlion.models.anomaly.windstats)
WindStatsConfig (class in merlion.models.anomaly.windstats)
X
x (merlion.models.forecast.smoother.DeltaEstimator property)
xhat_h() (merlion.models.forecast.smoother.MSES method)
Y
yearly_seasonality (merlion.models.forecast.prophet.Prophet property)
Z
zero_delta (merlion.models.anomaly.dbl.Segmenter attribute)
ZMS (class in merlion.models.anomaly.zms)
ZMSConfig (class in merlion.models.anomaly.zms)
Versions
v1.0.2
Versions
latest
v2.0.2
v2.0.1
v2.0.0
v1.3.1
v1.3.0
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v1.2.4
v1.2.3
v1.2.2
v1.2.1
v1.2.0
v1.1.3
v1.1.2
v1.1.1
v1.1.0
v1.0.2
v1.0.1
v1.0.0