Index

A

AccStats (class in analysis) add_implicit_values() (in module api.json_ai) add_tn_num_conf_bounds() (in module helpers) adjust() (api.predictor.PredictorInterface method) analysis module analyze() (analysis.AccStats method) (analysis.BaseAnalysisBlock method) (analysis.ConfStats method) (analysis.ICP method) (analysis.PermutationFeatureImportance method) (analysis.TempScaler method)

analyze_data() (api.predictor.PredictorInterface method) analyze_ensemble() (api.predictor.PredictorInterface method) api.high_level module api.json_ai module api.predictor module api.types module ARIMAMixer (class in mixer) ArrayEncoder (class in encoder)

B

BaseAnalysisBlock (class in analysis) BaseEncoder (class in encoder) BaseEnsemble (class in ensemble)

BaseMixer (class in mixer) BestOf (class in ensemble) BinaryEncoder (class in encoder) build_cache() (data.EncodedDs method)

C

CatArrayEncoder (class in encoder) CategoricalAutoEncoder (class in encoder) clear_cache() (data.ConcatedEncodedDs method) (data.EncodedDs method)

code_from_json_ai() (in module api.high_level) code_from_problem() (in module api.high_level) concat_vectors_and_pad() (in module helpers) ConcatedEncodedDs (class in data) ConfStats (class in analysis)

D

data module DatetimeEncoder (class in encoder) DatetimeNormalizerEncoder (class in encoder) decode() (encoder.ArrayEncoder method) (encoder.BaseEncoder method) (encoder.BinaryEncoder method) (encoder.CatArrayEncoder method) (encoder.CategoricalAutoEncoder method) (encoder.DatetimeEncoder method) (encoder.DatetimeNormalizerEncoder method) (encoder.Img2VecEncoder method) (encoder.MultiHotEncoder method) (encoder.NumericEncoder method) (encoder.OneHotEncoder method) (encoder.PretrainedLangEncoder method) (encoder.ShortTextEncoder method) (encoder.SimpleLabelEncoder method) (encoder.TimeSeriesEncoder method) (encoder.TsArrayNumericEncoder method) (encoder.TsCatArrayEncoder method) (encoder.TsNumericEncoder method) (encoder.VocabularyEncoder method)

decode_one() (encoder.TsArrayNumericEncoder method) (encoder.TsCatArrayEncoder method) decode_probabilities() (encoder.BinaryEncoder method) (encoder.OneHotEncoder method)

E

Embedder (class in ensemble) encode() (encoder.ArrayEncoder method) (encoder.BaseEncoder method) (encoder.BinaryEncoder method) (encoder.CategoricalAutoEncoder method) (encoder.DatetimeEncoder method) (encoder.DatetimeNormalizerEncoder method) (encoder.Img2VecEncoder method) (encoder.MultiHotEncoder method) (encoder.NumericEncoder method) (encoder.OneHotEncoder method) (encoder.PretrainedLangEncoder method) (encoder.ShortTextEncoder method) (encoder.SimpleLabelEncoder method) (encoder.TimeSeriesEncoder method) (encoder.TsArrayNumericEncoder method) (encoder.TsCatArrayEncoder method) (encoder.TsNumericEncoder method) (encoder.VocabularyEncoder method)

encode_one() (encoder.DatetimeNormalizerEncoder method) (encoder.TsCatArrayEncoder method) EncodedDs (class in data) encoder module ensemble module ETSMixer (class in mixer) explain() (analysis.BaseAnalysisBlock method) (analysis.ICP method) (analysis.TempScaler method) (in module analysis) export() (api.predictor.PredictorInterface method)

F

featurize() (api.predictor.PredictorInterface method) fit() (api.predictor.PredictorInterface method) (mixer.BaseMixer method) (mixer.Neural method) (mixer.NeuralTs method) (mixer.RandomForest method) (mixer.Regression method) (mixer.SkTime method) (mixer.TabTransformerMixer method) (mixer.Unit method) (mixer.XGBoostArrayMixer method) (mixer.XGBoostMixer method)

from_dict() (api.types.JsonAI static method) (api.types.PredictionArguments static method) (api.types.ProblemDefinition static method) (api.types.TimeseriesSettings static method) from_json() (api.types.JsonAI static method) (api.types.ProblemDefinition static method) (api.types.TimeseriesSettings static method)

G

generate_json_ai() (in module api.json_ai) get_column_original_data() (data.ConcatedEncodedDs method) (data.EncodedDs method)

get_devices() (in module helpers) get_encoded_column_data() (data.ConcatedEncodedDs method) (data.EncodedDs method) get_encoded_data() (data.EncodedDs method)

H

helpers module

I

ICP (class in analysis) IdentityEnsemble (class in ensemble) Img2VecEncoder (class in encoder)

is_cuda_compatible() (in module helpers) is_none() (in module helpers) is_trainable_encoder (encoder.PretrainedLangEncoder attribute)

J

json_ai_from_problem() (in module api.high_level)

JsonAI (class in api.types)

L

learn() (api.predictor.PredictorInterface method)

LightwoodAutocast (class in helpers) lookup_encoder() (in module api.json_ai)

M

MeanEnsemble (class in ensemble) mixer module ModeEnsemble (class in ensemble) model_analyzer() (in module analysis) ModelAnalysis (class in api.types) module analysis api.high_level api.json_ai api.predictor api.types data encoder ensemble helpers mixer

Module (class in api.types) MultiHotEncoder (class in encoder)

N

Neural (class in mixer) NeuralTs (class in mixer)

NumArrayEncoder (class in encoder) NumericEncoder (class in encoder)

O

OneHotEncoder (class in encoder)

P

partial_fit() (mixer.BaseMixer method) (mixer.Neural method) (mixer.RandomForest method) (mixer.Regression method) (mixer.SkTime method) (mixer.Unit method) (mixer.XGBoostArrayMixer method) (mixer.XGBoostMixer method) PermutationFeatureImportance (class in analysis) predict() (api.predictor.PredictorInterface method) PredictionArguments (class in api.types) predictor_from_code() (in module api.high_level) predictor_from_json_ai() (in module api.high_level) predictor_from_problem() (in module api.high_level) predictor_from_state() (in module api.high_level) PredictorInterface (class in api.predictor) prepare() (api.predictor.PredictorInterface method) (encoder.ArrayEncoder method) (encoder.BaseEncoder method) (encoder.BinaryEncoder method) (encoder.CatArrayEncoder method) (encoder.CategoricalAutoEncoder method) (encoder.DatetimeEncoder method) (encoder.DatetimeNormalizerEncoder method) (encoder.Img2VecEncoder method) (encoder.MultiHotEncoder method) (encoder.NumericEncoder method) (encoder.OneHotEncoder method) (encoder.PretrainedLangEncoder method) (encoder.ShortTextEncoder method) (encoder.SimpleLabelEncoder method) (encoder.TsArrayNumericEncoder method) (encoder.TsCatArrayEncoder method) (encoder.VocabularyEncoder method)

preprocess() (api.predictor.PredictorInterface method) PretrainedLangEncoder (class in encoder) ProblemDefinition (class in api.types) ProphetMixer (class in mixer)

R

RandomForest (class in mixer)

Regression (class in mixer)

S

save() (api.predictor.PredictorInterface method) ShortTextEncoder (class in encoder) SimpleLabelEncoder (class in encoder) SkTime (class in mixer)

split() (api.predictor.PredictorInterface method) StackedEnsemble (class in ensemble) SubmodelData (class in api.types) supports_proba (mixer.XGBoostMixer attribute)

T

TabTransformerMixer (class in mixer) TempScaler (class in analysis) test() (api.predictor.PredictorInterface method) timeseries_analyzer() (in module data) TimeSeriesEncoder (class in encoder) TimeseriesSettings (class in api.types) to() (encoder.Img2VecEncoder method) (encoder.PretrainedLangEncoder method) to_dict() (api.types.JsonAI method) (api.types.PredictionArguments method) (api.types.ProblemDefinition method) (api.types.TimeseriesSettings method)

to_json() (api.types.JsonAI method) (api.types.ProblemDefinition method) (api.types.TimeseriesSettings method) transform_timeseries() (in module data) TsArrayNumericEncoder (class in encoder) TsCatArrayEncoder (class in encoder) TsNumericEncoder (class in encoder) TsStackedEnsemble (class in ensemble)

U

Unit (class in mixer)

V

validate_json_ai() (in module api.json_ai)

VocabularyEncoder (class in encoder)

W

WeightedMeanEnsemble (class in ensemble)

X

XGBoostArrayMixer (class in mixer)

XGBoostMixer (class in mixer)