A B C D E F G H I J K L M N O P R S T U V W X _

A

add(String, V) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters.Builder

add(IAlgo, String, V) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters.Builder

addEvent(EventLogEntry.Level, EventLogEntry.Stage, String) - Method in class ai.h2o.automl.events.EventLog

Add a EventLogEntry, but don't log.

addEvent(EventLogEntry) - Method in class ai.h2o.automl.events.EventLog

Add a EventLogEntry, but don't log.

addModel(Key<M>) - Method in class ai.h2o.automl.leaderboard.Leaderboard

addModel(Key<M>) - Method in class ai.h2o.automl.Models

addModels(Key<Model>[]) - Method in class ai.h2o.automl.leaderboard.Leaderboard

Add the given models to the leaderboard.

addModels(Key<M>[]) - Method in class ai.h2o.automl.Models

ai.h2o.automl - package ai.h2o.automl

ai.h2o.automl.collectors - package ai.h2o.automl.collectors

ai.h2o.automl.colmeta - package ai.h2o.automl.colmeta

ai.h2o.automl.events - package ai.h2o.automl.events

ai.h2o.automl.leaderboard - package ai.h2o.automl.leaderboard

ai.h2o.automl.modeling - package ai.h2o.automl.modeling

ai.h2o.automl.preprocessing - package ai.h2o.automl.preprocessing

ai.h2o.automl.utils - package ai.h2o.automl.utils

Algo - Enum in ai.h2o.automl

algo_parameters - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildModels

algo_parameters - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

AlgoName - Class in ai.h2o.automl.leaderboard

AlgoName(Model) - Constructor for class ai.h2o.automl.leaderboard.AlgoName

AlgoProvider() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99.AlgoProvider

alias - Variable in class water.automl.api.schemas3.StepDefinitionV99

AliasProvider() - Constructor for class water.automl.api.schemas3.StepDefinitionV99.AliasProvider

ALL - Static variable in class ai.h2o.automl.leaderboard.LeaderboardExtensionsProvider

Alias for "all extensions" where a list of extensions names is required.

aml() - Method in class ai.h2o.automl.ModelingStep

aml() - Method in class ai.h2o.automl.ModelingSteps

apply(Model.Parameters, PreprocessingConfig) - Method in interface ai.h2o.automl.preprocessing.PreprocessingStep

applies this preprocessing step to the model parameters right before the model training starts.

apply(Model.Parameters, PreprocessingConfig) - Method in class ai.h2o.automl.preprocessing.TargetEncoding

applyCustomParameters(IAlgo, Model.Parameters) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters

applyPreprocessing(Model.Parameters) - Method in class ai.h2o.automl.ModelingStep

asModelsJob(Job, Key<Models>) - Method in class ai.h2o.automl.ModelingStep.SelectionStep

AUTO_STOPPING_TOLERANCE - Static variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

AutoML - Class in ai.h2o.automl

H2O AutoML AutoML is used for automating the machine learning workflow, which includes automatic training and tuning of many models within a user-specified time-limit.

AutoML() - Constructor for class ai.h2o.automl.AutoML

AutoML(Date, AutoMLBuildSpec) - Constructor for class ai.h2o.automl.AutoML

AutoML(Key<AutoML>, Date, AutoMLBuildSpec) - Constructor for class ai.h2o.automl.AutoML

AutoML.Constraint - Enum in ai.h2o.automl

automl_id - Variable in class water.automl.api.schemas3.AutoMLV99

automl_id - Variable in class water.automl.api.schemas3.EventLogV99

AutoMLBuildControl() - Constructor for class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

AutoMLBuildControlV99() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

AutoMLBuilderHandler - Class in water.automl.api

AutoMLBuilderHandler() - Constructor for class water.automl.api.AutoMLBuilderHandler

AutoMLBuildModels() - Constructor for class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildModels

AutoMLBuildModelsV99() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

AutoMLBuildSpec - Class in ai.h2o.automl

Parameters which specify the build (or extension) of an AutoML build job.

AutoMLBuildSpec() - Constructor for class ai.h2o.automl.AutoMLBuildSpec

AutoMLBuildSpec.AutoMLBuildControl - Class in ai.h2o.automl

The specification of overall build parameters for the AutoML process.

AutoMLBuildSpec.AutoMLBuildModels - Class in ai.h2o.automl

The specification of the parameters for building models for a single algo (e.g., GBM), including base model parameters and hyperparameter search.

AutoMLBuildSpec.AutoMLCustomParameters - Class in ai.h2o.automl

AutoMLBuildSpec.AutoMLCustomParameters.AutoMLCustomParameter<V> - Class in ai.h2o.automl

AutoMLBuildSpec.AutoMLCustomParameters.Builder - Class in ai.h2o.automl

AutoMLBuildSpec.AutoMLInput - Class in ai.h2o.automl

The specification of the datasets to be used for the AutoML process.

AutoMLBuildSpec.AutoMLStoppingCriteria - Class in ai.h2o.automl

AutoMLBuildSpecV99 - Class in water.automl.api.schemas3

AutoMLBuildSpecV99() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99

AutoMLBuildSpecV99.AlgoProvider - Class in water.automl.api.schemas3

AutoMLBuildSpecV99.AutoMLBuildControlV99 - Class in water.automl.api.schemas3

The specification of overall build parameters for the AutoML process.

AutoMLBuildSpecV99.AutoMLBuildModelsV99 - Class in water.automl.api.schemas3

AutoMLBuildSpecV99.AutoMLCustomParameterV99<V> - Class in water.automl.api.schemas3

AutoMLBuildSpecV99.AutoMLInputV99 - Class in water.automl.api.schemas3

The specification of the datasets to be used for the AutoML process.

AutoMLBuildSpecV99.AutoMLMetricProvider - Class in water.automl.api.schemas3

AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99 - Class in water.automl.api.schemas3

AutoMLBuildSpecV99.ScopeProvider - Class in water.automl.api.schemas3

AutoMLCustomParameters() - Constructor for class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters

AutoMLCustomParameterV99() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLCustomParameterV99

AutoMLHandler - Class in water.automl.api

AutoMLHandler() - Constructor for class water.automl.api.AutoMLHandler

AutoMLInput() - Constructor for class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

AutoMLInputV99() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

AutoMLKeyV3() - Constructor for class water.automl.api.schemas3.AutoMLV99.AutoMLKeyV3

AutoMLKeyV3(Key<AutoML>) - Constructor for class water.automl.api.schemas3.AutoMLV99.AutoMLKeyV3

AutoMLMetricProvider() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLMetricProvider

AutoMLStoppingCriteria() - Constructor for class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

AutoMLStoppingCriteriaV99() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

AutoMLUtils - Class in ai.h2o.automl.utils

Useful utilities

AutoMLUtils() - Constructor for class ai.h2o.automl.utils.AutoMLUtils

AutoMLV99 - Class in water.automl.api.schemas3

AutoMLV99() - Constructor for class water.automl.api.schemas3.AutoMLV99

AutoMLV99.AutoMLKeyV3 - Class in water.automl.api.schemas3

B

balance_classes - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

balance_classes - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

binAt(int) - Method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

blending_frame - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

blending_frame - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

blending_frame - Variable in class water.automl.api.schemas3.AutoMLV99

build() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters.Builder

Builder is necessary here as the custom parameters must be applied in a certain order, and we can't assume that the consumer of this API will add them in the right order.

build(int, AutoMLBuildSpecV99) - Method in class water.automl.api.AutoMLBuilderHandler

build_control - Variable in class ai.h2o.automl.AutoMLBuildSpec

build_control - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99

build_models - Variable in class ai.h2o.automl.AutoMLBuildSpec

build_models - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99

Builder() - Constructor for class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters.Builder

byStartTime - Static variable in class ai.h2o.automl.AutoML

C

canRun() - Method in class ai.h2o.automl.ModelingStep

class_sampling_factors - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

class_sampling_factors - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

cleanup() - Method in interface ai.h2o.automl.ModelSelectionStrategies.LeaderboardHolder

ColMeta - Class in ai.h2o.automl.colmeta

Column Meta Data Holds usual rollup stats and additional interesting bits of information.

ColMeta(Vec, String, int, boolean, boolean) - Constructor for class ai.h2o.automl.colmeta.ColMeta

Build metrics against the response column for this vec.

ColMeta(Vec, String, int, boolean) - Constructor for class ai.h2o.automl.colmeta.ColMeta

COLUMN - Static variable in class ai.h2o.automl.leaderboard.AlgoName

COLUMN - Static variable in class ai.h2o.automl.leaderboard.ModelId

COLUMN - Static variable in class ai.h2o.automl.leaderboard.ModelSize

COLUMN - Static variable in class ai.h2o.automl.leaderboard.ScoringTimePerRow

COLUMN - Static variable in class ai.h2o.automl.leaderboard.TrainingTime

compute2() - Method in class ai.h2o.automl.collectors.MetaCollector.ParallelTasks

computeFrameMetaPass1() - Method in class ai.h2o.automl.FrameMetadata

CONFIG_ENABLED - Static variable in class ai.h2o.automl.preprocessing.TargetEncoding

CONFIG_PREPARE_CV_ONLY - Static variable in class ai.h2o.automl.preprocessing.TargetEncoding

consume() - Method in class ai.h2o.automl.WorkAllocations.Work

create() - Static method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters

createDefinitionPlanFromSteps(ModelingStep[]) - Method in class ai.h2o.automl.ModelingStepsRegistry

createExtensions(Model) - Method in class ai.h2o.automl.leaderboard.LeaderboardExtensionsProvider

Generates the extensions cells for a given model.

createFoldColumn(Frame, Model.Parameters.FoldAssignmentScheme, int, String, long) - Static method in class ai.h2o.automl.preprocessing.TargetEncoding

D

dateTimeFormat - Static variable in class ai.h2o.automl.events.EventLogEntry

dateTimeISOFormat - Static variable in class ai.h2o.automl.events.EventLogEntry

debug(EventLogEntry.Stage, String) - Method in class ai.h2o.automl.events.EventLog

Add a Debug EventLogEntry and log.

DeepLearningSteps(AutoML) - Constructor for class ai.h2o.automl.modeling.DeepLearningStepsProvider.DeepLearningSteps

DeepLearningStepsProvider - Class in ai.h2o.automl.modeling

DeepLearningStepsProvider() - Constructor for class ai.h2o.automl.modeling.DeepLearningStepsProvider

DeepLearningStepsProvider.DeepLearningSteps - Class in ai.h2o.automl.modeling

DEFAULT_GRID_TRAINING_WEIGHT - Static variable in class ai.h2o.automl.ModelingStep.GridStep

DEFAULT_MODEL_TRAINING_WEIGHT - Static variable in class ai.h2o.automl.ModelingStep.ModelStep

default_stopping_tolerance_for_frame(Frame) - Static method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

DEFAULT_WEIGHT - Static variable in class ai.h2o.automl.StepDefinition.Step

defaultParameters(String) - Static method in class ai.h2o.automl.ModelingStepsRegistry

delete() - Method in class ai.h2o.automl.FrameMetadata

diffCols(int[]) - Method in class ai.h2o.automl.FrameMetadata

Get the non-ignored columns that are not in the filter; do not include the response.

dispose() - Method in interface ai.h2o.automl.preprocessing.PreprocessingStep

preprocessing steps are disposed by default at the end of the AutoML training session.

dispose() - Method in class ai.h2o.automl.preprocessing.TargetEncoding

DRFSteps(AutoML) - Constructor for class ai.h2o.automl.modeling.DRFStepsProvider.DRFSteps

DRFStepsProvider - Class in ai.h2o.automl.modeling

DRFStepsProvider() - Constructor for class ai.h2o.automl.modeling.DRFStepsProvider

DRFStepsProvider.DRFSteps - Class in ai.h2o.automl.modeling

DynamicHisto(DHistogram) - Constructor for class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

E

enabled() - Method in interface ai.h2o.automl.IAlgo

epochFormat - Static variable in class ai.h2o.automl.events.EventLogEntry

equals(Object) - Method in class ai.h2o.automl.StepDefinition

equals(Object) - Method in class ai.h2o.automl.StepDefinition.Step

event_log - Variable in class water.automl.api.schemas3.AutoMLV99

event_log_table - Variable in class water.automl.api.schemas3.AutoMLV99

eventLog() - Method in class ai.h2o.automl.AutoML

EventLog - Class in ai.h2o.automl.events

EventLog instances store significant events occurring during an AutoML run.

EventLog(Key) - Constructor for class ai.h2o.automl.events.EventLog

EventLogEntry<V extends java.io.Serializable> - Class in ai.h2o.automl.events

EventLogEntry(Key<AutoML>, EventLogEntry.Level, EventLogEntry.Stage, String) - Constructor for class ai.h2o.automl.events.EventLogEntry

EventLogEntry.Level - Enum in ai.h2o.automl.events

EventLogEntry.Stage - Enum in ai.h2o.automl.events

EventLogEntryV99 - Class in water.automl.api.schemas3

EventLogEntryV99() - Constructor for class water.automl.api.schemas3.EventLogEntryV99

EventLogEntryV99.LevelProvider - Class in water.automl.api.schemas3

EventLogEntryV99.StageProvider - Class in water.automl.api.schemas3

EventLogV99 - Class in water.automl.api.schemas3

EventLogV99() - Constructor for class water.automl.api.schemas3.EventLogV99

events - Variable in class water.automl.api.schemas3.EventLogV99

exclude_algos - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildModels

exclude_algos - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

exploitation_ratio - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildModels

exploitation_ratio - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

export_checkpoints_dir - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

export_checkpoints_dir - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

extensions - Variable in class water.automl.api.schemas3.LeaderboardsV99

F

fetch() - Method in interface ai.h2o.automl.leaderboard.LeaderboardCell

Fetch the value if necessary: this may be a long running task.

fetch() - Method in class ai.h2o.automl.leaderboard.ModelSize

fetch() - Method in class ai.h2o.automl.leaderboard.ScoringTimePerRow

fetch() - Method in class ai.h2o.automl.leaderboard.TrainingTime

fetch(int, AutoMLV99) - Method in class water.automl.api.AutoMLHandler

fetch(int, LeaderboardsV99) - Method in class water.automl.api.LeaderboardsHandler

fetchAll() - Static method in class water.automl.api.LeaderboardsHandler.Leaderboards

fillColMeta(HashMap<String, Object>, int) - Method in class ai.h2o.automl.colmeta.ColMeta

fillFromImpl(AutoMLBuildSpec.AutoMLBuildModels) - Method in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

fillFromImpl(AutoMLBuildSpec.AutoMLStoppingCriteria) - Method in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

fillFromImpl(AutoML) - Method in class water.automl.api.schemas3.AutoMLV99

fillFromImpl(EventLogEntry) - Method in class water.automl.api.schemas3.EventLogEntryV99

fillFromImpl(EventLog) - Method in class water.automl.api.schemas3.EventLogV99

fillFromImpl(Leaderboard) - Method in class water.automl.api.schemas3.LeaderboardV99

fillImpl(AutoMLBuildSpec.AutoMLBuildModels) - Method in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

fillImpl(AutoMLBuildSpec.AutoMLStoppingCriteria) - Method in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

fillImpl(AutoMLBuildSpec) - Method in class water.automl.api.schemas3.AutoMLBuildSpecV99

fillSimpleMeta(HashMap<String, Object>) - Method in class ai.h2o.automl.FrameMetadata

fold_column - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

fold_column - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

FrameMetadata - Class in ai.h2o.automl

Cache common questions asked upon the frame.

FrameMetadata(EventLog, Frame, int, String) - Constructor for class ai.h2o.automl.FrameMetadata

FrameMetadata(EventLog, Frame, int, String, boolean) - Constructor for class ai.h2o.automl.FrameMetadata

FrameMetadata(EventLog, Frame, int, int[], String, boolean) - Constructor for class ai.h2o.automl.FrameMetadata

FrameMetadata(EventLog, Frame, int, String[], String, boolean) - Constructor for class ai.h2o.automl.FrameMetadata

G

GBMSteps(AutoML) - Constructor for class ai.h2o.automl.modeling.GBMStepsProvider.GBMSteps

GBMStepsProvider - Class in ai.h2o.automl.modeling

GBMStepsProvider() - Constructor for class ai.h2o.automl.modeling.GBMStepsProvider

GBMStepsProvider.GBMSteps - Class in ai.h2o.automl.modeling

get() - Method in class ai.h2o.automl.AutoML

Holds until AutoML's job is completed, if a job exists.

get() - Method in interface ai.h2o.automl.ModelSelectionStrategies.LeaderboardHolder

getActualModelingSteps() - Method in class ai.h2o.automl.AutoML

getAllocatedWork() - Method in class ai.h2o.automl.ModelingStep

getAllocatedWork() - Method in class ai.h2o.automl.ModelingStep.GridStep

getAllocatedWork() - Method in class ai.h2o.automl.ModelingStep.ModelStep

getAllocatedWork() - Method in class ai.h2o.automl.ModelingStep.SelectionStep

getAllocation(String, IAlgo) - Method in class ai.h2o.automl.WorkAllocations

getAllocations(Predicate<WorkAllocations.Work>) - Method in class ai.h2o.automl.WorkAllocations

getAutomlKey() - Method in class ai.h2o.automl.events.EventLogEntry

getBlendingFrame() - Method in class ai.h2o.automl.AutoML

getBuildSpec() - Method in class ai.h2o.automl.AutoML

getColumn() - Method in class ai.h2o.automl.leaderboard.AlgoName

getColumn() - Method in interface ai.h2o.automl.leaderboard.LeaderboardCell

getColumn(String) - Static method in class ai.h2o.automl.leaderboard.MetricScore

getColumn() - Method in class ai.h2o.automl.leaderboard.MetricScore

getColumn() - Method in class ai.h2o.automl.leaderboard.ModelId

getColumn() - Method in class ai.h2o.automl.leaderboard.ModelSize

getColumn() - Method in class ai.h2o.automl.leaderboard.ScoringTimePerRow

getColumn() - Method in class ai.h2o.automl.leaderboard.TrainingTime

getDefaultModels() - Method in class ai.h2o.automl.modeling.DeepLearningStepsProvider.DeepLearningSteps

getDefaultModels() - Method in class ai.h2o.automl.modeling.DRFStepsProvider.DRFSteps

getDefaultModels() - Method in class ai.h2o.automl.modeling.GBMStepsProvider.GBMSteps

getDefaultModels() - Method in class ai.h2o.automl.modeling.GLMStepsProvider.GLMSteps

getDefaultModels() - Method in class ai.h2o.automl.modeling.StackedEnsembleStepsProvider.StackedEnsembleSteps

getDefaultModels() - Method in class ai.h2o.automl.modeling.XGBoostSteps

getDefaultModels() - Method in class ai.h2o.automl.ModelingSteps

getExploitation() - Method in class ai.h2o.automl.modeling.GBMStepsProvider.GBMSteps

getExploitation() - Method in class ai.h2o.automl.modeling.XGBoostSteps

getExploitation() - Method in class ai.h2o.automl.ModelingSteps

getFoldColumn() - Method in class ai.h2o.automl.AutoML

getFormat() - Method in class ai.h2o.automl.leaderboard.LeaderboardColumn

getGrids() - Method in class ai.h2o.automl.modeling.DeepLearningStepsProvider.DeepLearningSteps

getGrids() - Method in class ai.h2o.automl.modeling.DRFStepsProvider.DRFSteps

getGrids() - Method in class ai.h2o.automl.modeling.GBMStepsProvider.GBMSteps

getGrids() - Method in class ai.h2o.automl.modeling.GLMStepsProvider.GLMSteps

getGrids() - Method in class ai.h2o.automl.modeling.StackedEnsembleStepsProvider.StackedEnsembleSteps

getGrids() - Method in class ai.h2o.automl.modeling.XGBoostSteps

getGrids() - Method in class ai.h2o.automl.ModelingSteps

getLeader() - Method in class ai.h2o.automl.leaderboard.Leaderboard

getLeaderboardFrame() - Method in class ai.h2o.automl.AutoML

getLevel() - Method in class ai.h2o.automl.events.EventLogEntry

getMessage() - Method in class ai.h2o.automl.events.EventLogEntry

getMetrics() - Method in class ai.h2o.automl.leaderboard.Leaderboard

The sort metric is always the first element in the list of metrics.

getModelCount() - Method in class ai.h2o.automl.leaderboard.Leaderboard

Return the number of models in this Leaderboard.

getModelCount() - Method in class ai.h2o.automl.Models

getModelId() - Method in class ai.h2o.automl.leaderboard.AlgoName

getModelId() - Method in interface ai.h2o.automl.leaderboard.LeaderboardCell

getModelId() - Method in class ai.h2o.automl.leaderboard.MetricScore

getModelId() - Method in class ai.h2o.automl.leaderboard.ModelId

getModelId() - Method in class ai.h2o.automl.leaderboard.ModelSize

getModelId() - Method in class ai.h2o.automl.leaderboard.ScoringTimePerRow

getModelId() - Method in class ai.h2o.automl.leaderboard.TrainingTime

getModelKeys() - Method in class ai.h2o.automl.leaderboard.Leaderboard

getModelKeys() - Method in class ai.h2o.automl.Models

getModelRank(Key<Model>) - Method in class ai.h2o.automl.leaderboard.Leaderboard

getModels() - Method in class ai.h2o.automl.leaderboard.Leaderboard

getModels() - Method in class ai.h2o.automl.Models

getModelsSortedByMetric(String) - Method in class ai.h2o.automl.leaderboard.Leaderboard

getName() - Method in class ai.h2o.automl.events.EventLogEntry

getName() - Method in class ai.h2o.automl.leaderboard.LeaderboardColumn

getName() - Method in class ai.h2o.automl.modeling.DeepLearningStepsProvider

getName() - Method in class ai.h2o.automl.modeling.DRFStepsProvider

getName() - Method in class ai.h2o.automl.modeling.GBMStepsProvider

getName() - Method in class ai.h2o.automl.modeling.GLMStepsProvider

getName() - Method in class ai.h2o.automl.modeling.StackedEnsembleStepsProvider

getName() - Method in class ai.h2o.automl.modeling.XGBoostStepsProvider

getName() - Method in interface ai.h2o.automl.ModelingStepsProvider

getName() - Method in class water.automl.RegisterRestApi

getOrderedSteps(StepDefinition[], AutoML) - Method in class ai.h2o.automl.ModelingStepsRegistry

getOrMake(Key) - Static method in class ai.h2o.automl.events.EventLog

getOrMake(String, EventLog, Frame, String) - Static method in class ai.h2o.automl.leaderboard.Leaderboard

Retrieves a leaderboard from DKV or creates a fresh one and add it to DKV.

getPreprocessingConfig() - Method in class ai.h2o.automl.ModelingStep

getProject() - Method in class ai.h2o.automl.leaderboard.Leaderboard

getResponseColumn() - Method in class ai.h2o.automl.AutoML

getSearchCriteria() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

getSelectionStrategy() - Method in class ai.h2o.automl.ModelingStep.SelectionStep

getSortMetric() - Method in class ai.h2o.automl.leaderboard.Leaderboard

If no sort metric is provided when creating the leaderboard, then a default sort metric will be automatically chosen based on the problem type: binomial classification: auc multinomial classification: logloss regression: mean_residual_deviance

getSortMetricValues() - Method in class ai.h2o.automl.leaderboard.Leaderboard

getStage() - Method in class ai.h2o.automl.events.EventLogEntry

getTimestamp() - Method in class ai.h2o.automl.events.EventLogEntry

getTrainedModels() - Method in class ai.h2o.automl.ModelingStep

getTrainedModelsKeys() - Method in class ai.h2o.automl.ModelingStep

getTrainingFrame() - Method in class ai.h2o.automl.AutoML

getType() - Method in class ai.h2o.automl.leaderboard.LeaderboardColumn

getType() - Method in interface ai.h2o.automl.preprocessing.PreprocessingStep

getType() - Method in class ai.h2o.automl.preprocessing.TargetEncoding

getValidationFrame() - Method in class ai.h2o.automl.AutoML

getValue() - Method in class ai.h2o.automl.events.EventLogEntry

getValue() - Method in class ai.h2o.automl.leaderboard.AlgoName

getValue() - Method in interface ai.h2o.automl.leaderboard.LeaderboardCell

gets the current value of the cell.

getValue() - Method in class ai.h2o.automl.leaderboard.MetricScore

getValue() - Method in class ai.h2o.automl.leaderboard.ModelId

getValue() - Method in class ai.h2o.automl.leaderboard.ModelSize

getValue() - Method in class ai.h2o.automl.leaderboard.ScoringTimePerRow

getValue() - Method in class ai.h2o.automl.leaderboard.TrainingTime

getValueFormatter() - Method in class ai.h2o.automl.events.EventLogEntry

getWeightsColumn() - Method in class ai.h2o.automl.AutoML

getWorkAllocations() - Method in class ai.h2o.automl.ModelingStep

GLMSteps(AutoML) - Constructor for class ai.h2o.automl.modeling.GLMStepsProvider.GLMSteps

GLMStepsProvider - Class in ai.h2o.automl.modeling

GLMStepsProvider() - Constructor for class ai.h2o.automl.modeling.GLMStepsProvider

GLMStepsProvider.GLMSteps - Class in ai.h2o.automl.modeling

GridStep(IAlgo, String, int, AutoML) - Constructor for class ai.h2o.automl.ModelingStep.GridStep

H

H2OJob<T extends water.Keyed & H2ORunnable> - Class in ai.h2o.automl

H2OJob(T, long) - Constructor for class ai.h2o.automl.H2OJob

H2OJob(T, Key<T>, long) - Constructor for class ai.h2o.automl.H2OJob

H2ORunnable - Interface in ai.h2o.automl

The H2ORunnable interface should be implemented by any class whose instances are intended to be submitted to the H2O forkjoin pool via H2O.submitTask.

hasCustomParam(IAlgo, String) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters

hasCustomParams(IAlgo) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLCustomParameters

hashCode() - Method in class ai.h2o.automl.StepDefinition

hashCode() - Method in class ai.h2o.automl.StepDefinition.Step

hyperparameterSearch(Model.Parameters, Map<String, Object[]>) - Method in class ai.h2o.automl.ModelingStep.GridStep

hyperparameterSearch(Key<Grid>, Model.Parameters, Map<String, Object[]>) - Method in class ai.h2o.automl.ModelingStep.GridStep

I

IAlgo - Interface in ai.h2o.automl

id - Variable in class water.automl.api.schemas3.StepDefinitionV99.StepV99

idForProject(String) - Static method in class ai.h2o.automl.leaderboard.Leaderboard

ignored_columns - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

ignored_columns - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

ignoredCols() - Method in class ai.h2o.automl.FrameMetadata

include_algos - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildModels

include_algos - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

includedCols() - Method in class ai.h2o.automl.FrameMetadata

info(EventLogEntry.Stage, String) - Method in class ai.h2o.automl.events.EventLog

Add a Info EventLogEntry and log.

init() - Method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

initTimeConstraints(Model.Parameters, double) - Method in class ai.h2o.automl.ModelingStep

input_spec - Variable in class ai.h2o.automl.AutoMLBuildSpec

input_spec - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99

intAtoStringA(int[], String[]) - Static method in class ai.h2o.automl.FrameMetadata

intListToA(List<Integer>) - Static method in class ai.h2o.automl.utils.AutoMLUtils

isAnyCategorical() - Method in class ai.h2o.automl.FrameMetadata

checks if there are any categorical features in the frame

isAnyNumeric() - Method in class ai.h2o.automl.FrameMetadata

checks if there are any numeric features in the frame

isClassification() - Method in class ai.h2o.automl.colmeta.ColMeta

isClassification() - Method in class ai.h2o.automl.FrameMetadata

isCVEnabled() - Method in class ai.h2o.automl.AutoML

isCVEnabled() - Method in class ai.h2o.automl.ModelingStep

isLossFunction(String) - Static method in class ai.h2o.automl.leaderboard.Leaderboard

isNA() - Method in interface ai.h2o.automl.leaderboard.LeaderboardCell

isNA() - Method in class ai.h2o.automl.leaderboard.ModelSize

isNA() - Method in class ai.h2o.automl.leaderboard.ScoringTimePerRow

isNA() - Method in class ai.h2o.automl.leaderboard.TrainingTime

J

job() - Method in class ai.h2o.automl.AutoML

job - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99

K

keep_cross_validation_fold_assignment - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

keep_cross_validation_fold_assignment - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

keep_cross_validation_models - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

keep_cross_validation_models - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

keep_cross_validation_predictions - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

keep_cross_validation_predictions - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

KeepBestConstantSize(Supplier<ModelSelectionStrategies.LeaderboardHolder>) - Constructor for class ai.h2o.automl.ModelSelectionStrategies.KeepBestConstantSize

KeepBestN(int, Supplier<ModelSelectionStrategies.LeaderboardHolder>) - Constructor for class ai.h2o.automl.ModelSelectionStrategies.KeepBestN

KeepBestNFromSubgroup(int, Predicate<Key<M>>, Supplier<ModelSelectionStrategies.LeaderboardHolder>) - Constructor for class ai.h2o.automl.ModelSelectionStrategies.KeepBestNFromSubgroup

keepRunning() - Method in class ai.h2o.automl.AutoML

keepRunning() - Method in interface ai.h2o.automl.TimedH2ORunnable

keySeparator - Static variable in class ai.h2o.automl.AutoML

L

leader() - Method in class ai.h2o.automl.AutoML

leaderboard() - Method in class ai.h2o.automl.AutoML

Leaderboard - Class in ai.h2o.automl.leaderboard

Utility to track all the models built for a given dataset type.

Leaderboard(String, EventLog, Frame, String) - Constructor for class ai.h2o.automl.leaderboard.Leaderboard

Constructs a new leaderboard (doesn't put it in DKV).

leaderboard - Variable in class water.automl.api.schemas3.AutoMLV99

leaderboard_frame - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

leaderboard_frame - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

leaderboard_frame - Variable in class water.automl.api.schemas3.AutoMLV99

leaderboard_frame - Variable in class water.automl.api.schemas3.LeaderboardV99

Frame for which the metrics have been computed for this leaderboard.

leaderboard_frame_checksum - Variable in class water.automl.api.schemas3.LeaderboardV99

Checksum for the Frame for which the metrics have been computed for this leaderboard.

leaderboard_table - Variable in class water.automl.api.schemas3.AutoMLV99

LeaderboardBasedSelectionStrategy(Supplier<ModelSelectionStrategies.LeaderboardHolder>) - Constructor for class ai.h2o.automl.ModelSelectionStrategies.LeaderboardBasedSelectionStrategy

LeaderboardCell<V,SELF extends LeaderboardCell> - Interface in ai.h2o.automl.leaderboard

LeaderboardColumn - Class in ai.h2o.automl.leaderboard

Meta info for a leaderboard column.

LeaderboardColumn(String, String, String) - Constructor for class ai.h2o.automl.leaderboard.LeaderboardColumn

LeaderboardExtensionsProvider - Class in ai.h2o.automl.leaderboard

This provider allows a model generator (e.g.

LeaderboardExtensionsProvider() - Constructor for class ai.h2o.automl.leaderboard.LeaderboardExtensionsProvider

leaderboardFrame() - Method in class ai.h2o.automl.leaderboard.Leaderboard

Note: If no leaderboard was provided, then the models are sorted according to metrics obtained during training in the following priority order depending on availability: cross-validation metrics validation metrics training metrics

Leaderboards() - Constructor for class water.automl.api.LeaderboardsHandler.Leaderboards

leaderboards - Variable in class water.automl.api.LeaderboardsHandler.Leaderboards

leaderboards - Variable in class water.automl.api.schemas3.LeaderboardsV99

LeaderboardsHandler - Class in water.automl.api

LeaderboardsHandler() - Constructor for class water.automl.api.LeaderboardsHandler

LeaderboardsHandler.Leaderboards - Class in water.automl.api

Class which contains the internal representation of the leaderboards list and params.

LeaderboardsV99 - Class in water.automl.api.schemas3

LeaderboardsV99() - Constructor for class water.automl.api.schemas3.LeaderboardsV99

LeaderboardV99 - Class in water.automl.api.schemas3

LeaderboardV99() - Constructor for class water.automl.api.schemas3.LeaderboardV99

level - Variable in class water.automl.api.schemas3.EventLogEntryV99

LevelProvider() - Constructor for class water.automl.api.schemas3.EventLogEntryV99.LevelProvider

list(int, LeaderboardsV99) - Method in class water.automl.api.LeaderboardsHandler

Return all the Leaderboards.

M

makeAutoML(Key<AutoML>, Date, AutoMLBuildSpec) - Static method in class ai.h2o.automl.AutoML

Deprecated.

: Please use AutoML.AutoML(Key, Date, AutoMLBuildSpec) constructor instead

makeDHistogram(String, int, int, byte, double, double, boolean) - Static method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

makeEmptyColMeta() - Static method in class ai.h2o.automl.colmeta.ColMeta

makeEmptyFrameMeta() - Static method in class ai.h2o.automl.FrameMetadata

makeKey(String, String, boolean) - Method in class ai.h2o.automl.AutoML

makeKey() - Method in class ai.h2o.automl.AutoMLBuildSpec

makeKey(String, boolean) - Method in class ai.h2o.automl.ModelingStep.GridStep

makeKey(String, boolean) - Method in class ai.h2o.automl.ModelingStep

makeKey(String, boolean) - Method in class ai.h2o.automl.ModelingStep.ModelStep

makeKey(String, boolean) - Method in class ai.h2o.automl.ModelingStep.SelectionStep

makeSchema() - Method in class ai.h2o.automl.AutoML

makeStratifiedWeights(Vec, double, double[]) - Static method in class ai.h2o.automl.utils.AutoMLUtils

makeTmpLeaderboard(String) - Method in class ai.h2o.automl.ModelingStep.SelectionStep

makeTrainTest(Frame, String, double, boolean, double[]) - Static method in class ai.h2o.automl.utils.AutoMLUtils

makeTrainTestFromWeight(Frame, Vec[]) - Static method in class ai.h2o.automl.utils.AutoMLUtils

makeWeights(Vec, double, double[]) - Static method in class ai.h2o.automl.utils.AutoMLUtils

makeWork() - Method in class ai.h2o.automl.ModelingStep.GridStep

makeWork() - Method in class ai.h2o.automl.ModelingStep

makeWork() - Method in class ai.h2o.automl.ModelingStep.ModelStep

makeWork() - Method in class ai.h2o.automl.ModelingStep.SelectionStep

map(Chunk) - Method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

max_after_balance_size - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

max_after_balance_size - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

max_models() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

max_models - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

max_runtime_secs() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

max_runtime_secs - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

max_runtime_secs_per_model() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

max_runtime_secs_per_model - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

mean(int) - Method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

merge(DHistogram) - Method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

message - Variable in class water.automl.api.schemas3.EventLogEntryV99

MetaCollector - Class in ai.h2o.automl.collectors

Collect metadata over a single column.

MetaCollector() - Constructor for class ai.h2o.automl.collectors.MetaCollector

MetaCollector.DynamicHisto - Class in ai.h2o.automl.collectors

A wrapper class around DHistogram.

MetaCollector.ParallelTasks<T extends water.H2O.H2OCountedCompleter<T>> - Class in ai.h2o.automl.collectors

METAVALUES - Static variable in class ai.h2o.automl.colmeta.ColMeta

METAVALUES - Static variable in class ai.h2o.automl.FrameMetadata

MetricScore - Class in ai.h2o.automl.leaderboard

A cell for a scoring metric column.

MetricScore(Key<Model>, String, Double) - Constructor for class ai.h2o.automl.leaderboard.MetricScore

ModelId - Class in ai.h2o.automl.leaderboard

A cell for the model id column.

ModelId(Key<Model>) - Constructor for class ai.h2o.automl.leaderboard.ModelId

modeling_plan - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildModels

modeling_plan - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

modeling_steps - Variable in class water.automl.api.schemas3.AutoMLV99

ModelingStep<M extends hex.Model> - Class in ai.h2o.automl

Parent class defining common properties and common logic for actual AutoML training steps.

ModelingStep(IAlgo, String, int, AutoML) - Constructor for class ai.h2o.automl.ModelingStep

ModelingStep.GridStep<M extends hex.Model> - Class in ai.h2o.automl

Convenient base class for steps defining a (random) grid search.

ModelingStep.ModelStep<M extends hex.Model> - Class in ai.h2o.automl

Convenient base class for single/default model steps.

ModelingStep.SeedPolicy - Enum in ai.h2o.automl

ModelingStep.SelectionStep<M extends hex.Model> - Class in ai.h2o.automl

ModelingSteps - Class in ai.h2o.automl

ModelingSteps(AutoML) - Constructor for class ai.h2o.automl.ModelingSteps

ModelingStepsProvider<T extends ModelingSteps> - Interface in ai.h2o.automl

A simple class used by service discovery to register new ModelingSteps implementations.

ModelingStepsRegistry - Class in ai.h2o.automl

The registry responsible for loading all ModelingStepsProvider using service discovery, and providing the list of ModelingStep to execute.

ModelingStepsRegistry() - Constructor for class ai.h2o.automl.ModelingStepsRegistry

ModelParametersProvider<P extends hex.Model.Parameters> - Interface in ai.h2o.automl

Models<M extends hex.Model> - Class in ai.h2o.automl

Models(Key<Models<M>>, Class<M>) - Constructor for class ai.h2o.automl.Models

Models(Key<Models<M>>, Class<M>, Job) - Constructor for class ai.h2o.automl.Models

models - Variable in class water.automl.api.schemas3.LeaderboardV99

List of models for this leaderboard, sorted by metric so that the best is first according to the standard metric for the given model type.

ModelSelectionStrategies - Class in ai.h2o.automl

ModelSelectionStrategies() - Constructor for class ai.h2o.automl.ModelSelectionStrategies

ModelSelectionStrategies.KeepBestConstantSize<M extends hex.Model> - Class in ai.h2o.automl

ModelSelectionStrategies.KeepBestN<M extends hex.Model> - Class in ai.h2o.automl

ModelSelectionStrategies.KeepBestNFromSubgroup<M extends hex.Model> - Class in ai.h2o.automl

ModelSelectionStrategies.LeaderboardBasedSelectionStrategy<M extends hex.Model> - Class in ai.h2o.automl

ModelSelectionStrategies.LeaderboardHolder - Interface in ai.h2o.automl

ModelSelectionStrategy<M extends hex.Model> - Interface in ai.h2o.automl

ModelSelectionStrategy.Selection<M extends hex.Model> - Class in ai.h2o.automl

ModelSize - Class in ai.h2o.automl.leaderboard

A cell computing lazily the size of a model.

ModelSize(Key<Model>) - Constructor for class ai.h2o.automl.leaderboard.ModelSize

ModelStep(IAlgo, String, int, AutoML) - Constructor for class ai.h2o.automl.ModelingStep.ModelStep

monotone_constraints - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

N

na_FeatureCount() - Method in class ai.h2o.automl.FrameMetadata

name() - Method in interface ai.h2o.automl.IAlgo

name - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLCustomParameterV99

name - Variable in class water.automl.api.schemas3.EventLogEntryV99

name - Variable in class water.automl.api.schemas3.StepDefinitionV99

nClass() - Method in class ai.h2o.automl.FrameMetadata

newDefaultParameters() - Method in class ai.h2o.automl.modeling.DeepLearningStepsProvider

newDefaultParameters() - Method in class ai.h2o.automl.modeling.DRFStepsProvider

newDefaultParameters() - Method in class ai.h2o.automl.modeling.GBMStepsProvider

newDefaultParameters() - Method in class ai.h2o.automl.modeling.GLMStepsProvider

newDefaultParameters() - Method in class ai.h2o.automl.modeling.StackedEnsembleStepsProvider

newDefaultParameters() - Method in class ai.h2o.automl.modeling.XGBoostStepsProvider

newDefaultParameters() - Method in interface ai.h2o.automl.ModelParametersProvider

newInstance(AutoML) - Method in class ai.h2o.automl.modeling.DeepLearningStepsProvider

newInstance(AutoML) - Method in class ai.h2o.automl.modeling.DRFStepsProvider

newInstance(AutoML) - Method in class ai.h2o.automl.modeling.GBMStepsProvider

newInstance(AutoML) - Method in class ai.h2o.automl.modeling.GLMStepsProvider

newInstance(AutoML) - Method in class ai.h2o.automl.modeling.StackedEnsembleStepsProvider

newInstance(AutoML) - Method in class ai.h2o.automl.modeling.XGBoostStepsProvider

newInstance(AutoML) - Method in interface ai.h2o.automl.ModelingStepsProvider

Creates an instance of ModelingSteps associated to this provider's name, or returns null to fully skip this provider..

newPreprocessingStep(AutoML) - Method in class ai.h2o.automl.preprocessing.PreprocessingStepDefinition

nfolds - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

nfolds - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

numberOfCategoricalFeatures() - Method in class ai.h2o.automl.FrameMetadata

numberOfNumericFeatures() - Method in class ai.h2o.automl.FrameMetadata

If predictors were passed, then any values computed/cached are based on those predictors

O

onDone(Job) - Method in class ai.h2o.automl.ModelingStep

P

ParallelTasks(T[]) - Constructor for class ai.h2o.automl.collectors.MetaCollector.ParallelTasks

prepare() - Method in interface ai.h2o.automl.preprocessing.PreprocessingStep

preprocessing steps are prepared by default before the AutoML session starts training the first model.

prepare() - Method in class ai.h2o.automl.preprocessing.TargetEncoding

preprocessing - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildModels

preprocessing - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildModelsV99

PreprocessingConfig - Class in ai.h2o.automl.preprocessing

PreprocessingConfig() - Constructor for class ai.h2o.automl.preprocessing.PreprocessingConfig

PreprocessingStep<T> - Interface in ai.h2o.automl.preprocessing

PreprocessingStep.Completer - Interface in ai.h2o.automl.preprocessing

PreprocessingStepDefinition - Class in ai.h2o.automl.preprocessing

PreprocessingStepDefinition() - Constructor for class ai.h2o.automl.preprocessing.PreprocessingStepDefinition

PreprocessingStepDefinition(PreprocessingStepDefinition.Type) - Constructor for class ai.h2o.automl.preprocessing.PreprocessingStepDefinition

PreprocessingStepDefinition.Type - Enum in ai.h2o.automl.preprocessing

PreprocessingStepDefinitionV99 - Class in water.automl.api.schemas3

PreprocessingStepDefinitionV99() - Constructor for class water.automl.api.schemas3.PreprocessingStepDefinitionV99

PreprocessingStepDefinitionV99.TypeProvider - Class in water.automl.api.schemas3

project() - Method in class ai.h2o.automl.AutoMLBuildSpec

project_name - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

Identifier for models that should be grouped together in the leaderboard (e.g., "airlines" and "iris").

project_name - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

project_name - Variable in class water.automl.api.schemas3.AutoMLV99

Identifier for models that should be grouped together in the leaderboard (e.g., "airlines" and "iris").

project_name - Variable in class water.automl.api.schemas3.LeaderboardsV99

project_name - Variable in class water.automl.api.schemas3.LeaderboardV99

Identifier for models that should be grouped together in the leaderboard (e.g., "airlines" and "iris").

projectName() - Method in class ai.h2o.automl.AutoML

R

reduce(MetaCollector.DynamicHisto) - Method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

registerEndPoints(RestApiContext) - Method in class water.automl.RegisterRestApi

registerProvider(ModelingStepsProvider) - Static method in class ai.h2o.automl.ModelingStepsRegistry

RegisterRestApi - Class in water.automl

RegisterRestApi() - Constructor for class water.automl.RegisterRestApi

remainingModels() - Method in class ai.h2o.automl.AutoML

remove() - Method in interface ai.h2o.automl.preprocessing.PreprocessingStep

Completely remove from the system

remove() - Method in class ai.h2o.automl.preprocessing.TargetEncoding

remove_impl(Futures, boolean) - Method in class ai.h2o.automl.AutoML

Delete the AutoML-related objects, including the grids and models that it built if cascade=true

remove_impl(Futures, boolean) - Method in class ai.h2o.automl.events.EventLog

Delete object and its dependencies from DKV, including models.

remove_impl(Futures, boolean) - Method in class ai.h2o.automl.leaderboard.Leaderboard

Delete object and its dependencies from DKV, including models.

remove_impl(Futures, boolean) - Method in class ai.h2o.automl.Models

removeModel(Key<M>, boolean) - Method in class ai.h2o.automl.leaderboard.Leaderboard

removeModels(Key<Model>[], boolean) - Method in class ai.h2o.automl.leaderboard.Leaderboard

response() - Method in class ai.h2o.automl.FrameMetadata

response_column - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

response_column - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

rowsWithNa() - Method in class ai.h2o.automl.FrameMetadata

run() - Method in class ai.h2o.automl.AutoML

run() - Method in interface ai.h2o.automl.H2ORunnable

S

scope - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLCustomParameterV99

ScopeProvider() - Constructor for class water.automl.api.schemas3.AutoMLBuildSpecV99.ScopeProvider

ScoringTimePerRow - Class in ai.h2o.automl.leaderboard

A cell computing lazily the average time needed to score a single row with the model.

ScoringTimePerRow(Model, Frame, Frame) - Constructor for class ai.h2o.automl.leaderboard.ScoringTimePerRow

ScoringTimePerRow(Key<Model>, Key<Frame>, Key<Frame>) - Constructor for class ai.h2o.automl.leaderboard.ScoringTimePerRow

seed() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

seed - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

select(Key<M>[], Key<M>[]) - Method in class ai.h2o.automl.ModelSelectionStrategies.KeepBestConstantSize

select(Key<M>[], Key<M>[]) - Method in class ai.h2o.automl.ModelSelectionStrategies.KeepBestN

select(Key<M>[], Key<M>[]) - Method in class ai.h2o.automl.ModelSelectionStrategies.KeepBestNFromSubgroup

select(Key<M>[], Key<M>[]) - Method in interface ai.h2o.automl.ModelSelectionStrategy

selectBasicTransform() - Method in class ai.h2o.automl.colmeta.ColMeta

Selection(Key<M>[], Key<M>[]) - Constructor for class ai.h2o.automl.ModelSelectionStrategy.Selection

SelectionStep(IAlgo, String, int, AutoML) - Constructor for class ai.h2o.automl.ModelingStep.SelectionStep

set_default_stopping_tolerance_for_frame(Frame) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

set_max_models(int) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

set_max_runtime_secs(double) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

set_max_runtime_secs_per_model(double) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

set_seed(long) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

set_stopping_metric(ScoreKeeper.StoppingMetric) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

set_stopping_rounds(int) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

set_stopping_tolerance(double) - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

setClassBalancingParams(Model.Parameters) - Method in class ai.h2o.automl.ModelingStep

setColumnCardinalityThreshold(int) - Method in class ai.h2o.automl.preprocessing.TargetEncoding

setCommonModelBuilderParams(Model.Parameters) - Method in class ai.h2o.automl.ModelingStep

Assign common parameters to the model params before building the model or set of models.

setCrossValidationParams(Model.Parameters) - Method in class ai.h2o.automl.ModelingStep

setCustomParams(Model.Parameters) - Method in class ai.h2o.automl.ModelingStep

setDefaultParams(TargetEncoderModel.TargetEncoderParameters) - Method in class ai.h2o.automl.preprocessing.TargetEncoding

setEncodeAllColumns(boolean) - Method in class ai.h2o.automl.preprocessing.TargetEncoding

setExtensionsProvider(LeaderboardExtensionsProvider) - Method in class ai.h2o.automl.leaderboard.Leaderboard

Assign a LeaderboardExtensionsProvider to this leaderboard instance.

setNamedValue(String, V) - Method in class ai.h2o.automl.events.EventLogEntry

setNamedValue(String, V, Format) - Method in class ai.h2o.automl.events.EventLogEntry

setSeed(Model.Parameters, Model.Parameters, ModelingStep.SeedPolicy) - Method in class ai.h2o.automl.ModelingStep

setStoppingCriteria(Model.Parameters, Model.Parameters) - Method in class ai.h2o.automl.ModelingStep

Configures early-stopping for the model or set of models to be built.

setupLocal() - Method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

setValue(String) - Method in class ai.h2o.automl.leaderboard.AlgoName

setValue(V) - Method in interface ai.h2o.automl.leaderboard.LeaderboardCell

sets the cell value.

setValue(Double) - Method in class ai.h2o.automl.leaderboard.MetricScore

setValue(String) - Method in class ai.h2o.automl.leaderboard.ModelId

setValue(Long) - Method in class ai.h2o.automl.leaderboard.ModelSize

setValue(Double) - Method in class ai.h2o.automl.leaderboard.ScoringTimePerRow

setValue(Long) - Method in class ai.h2o.automl.leaderboard.TrainingTime

setWeightingParams(Model.Parameters) - Method in class ai.h2o.automl.ModelingStep

sort_decreasing - Variable in class water.automl.api.schemas3.LeaderboardV99

Metric direction used in the sort.

sort_metric - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

sort_metric - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

sort_metric - Variable in class water.automl.api.schemas3.AutoMLV99

sort_metric - Variable in class water.automl.api.schemas3.LeaderboardV99

Metric used to sort this leaderboard.

sort_metrics - Variable in class water.automl.api.schemas3.LeaderboardV99

Sort metrics for the models in this leaderboard, in the same order as the models.

SQLNAN - Static variable in class ai.h2o.automl.colmeta.ColMeta

SQLNAN - Static variable in class ai.h2o.automl.FrameMetadata

StackedEnsembleSteps(AutoML) - Constructor for class ai.h2o.automl.modeling.StackedEnsembleStepsProvider.StackedEnsembleSteps

StackedEnsembleStepsProvider - Class in ai.h2o.automl.modeling

StackedEnsembleStepsProvider() - Constructor for class ai.h2o.automl.modeling.StackedEnsembleStepsProvider

StackedEnsembleStepsProvider.StackedEnsembleSteps - Class in ai.h2o.automl.modeling

stage - Variable in class water.automl.api.schemas3.EventLogEntryV99

StageProvider() - Constructor for class water.automl.api.schemas3.EventLogEntryV99.StageProvider

start() - Method in class ai.h2o.automl.H2OJob

start(int) - Method in class ai.h2o.automl.H2OJob

startAutoML(AutoMLBuildSpec) - Static method in class ai.h2o.automl.AutoML

Instantiate an AutoML object and start it running.

startAutoML(AutoML) - Static method in class ai.h2o.automl.AutoML

Deprecated.

Prefer AutoML.startAutoML(AutoMLBuildSpec) instead.

startJob() - Method in class ai.h2o.automl.ModelingStep.GridStep

startJob() - Method in class ai.h2o.automl.ModelingStep.ModelStep

startJob() - Method in class ai.h2o.automl.ModelingStep.SelectionStep

startJob() - Method in class ai.h2o.automl.ModelingStep

startModel(Key<M>, MP) - Method in class ai.h2o.automl.ModelingStep

startSearch(Key<Grid>, MP, Map<String, Object[]>, HyperSpaceSearchCriteria) - Method in class ai.h2o.automl.ModelingStep

startTraining(Key<Models>, double) - Method in class ai.h2o.automl.ModelingStep.SelectionStep

Step() - Constructor for class ai.h2o.automl.StepDefinition.Step

Step(String) - Constructor for class ai.h2o.automl.StepDefinition.Step

Step(String, int) - Constructor for class ai.h2o.automl.StepDefinition.Step

StepDefinition - Class in ai.h2o.automl

Defines a step or a list of steps to be executed.

StepDefinition() - Constructor for class ai.h2o.automl.StepDefinition

StepDefinition(String) - Constructor for class ai.h2o.automl.StepDefinition

StepDefinition(String, StepDefinition.Alias) - Constructor for class ai.h2o.automl.StepDefinition

StepDefinition(String, String[]) - Constructor for class ai.h2o.automl.StepDefinition

StepDefinition(String, StepDefinition.Step[]) - Constructor for class ai.h2o.automl.StepDefinition

StepDefinition.Alias - Enum in ai.h2o.automl

StepDefinition.Step - Class in ai.h2o.automl

StepDefinitionV99 - Class in water.automl.api.schemas3

StepDefinitionV99() - Constructor for class water.automl.api.schemas3.StepDefinitionV99

StepDefinitionV99.AliasProvider - Class in water.automl.api.schemas3

StepDefinitionV99.StepV99 - Class in water.automl.api.schemas3

steps - Variable in class water.automl.api.schemas3.StepDefinitionV99

StepV99() - Constructor for class water.automl.api.schemas3.StepDefinitionV99.StepV99

stop() - Method in class ai.h2o.automl.AutoML

stop() - Method in class ai.h2o.automl.H2OJob

stop() - Method in interface ai.h2o.automl.H2ORunnable

stopping_criteria - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLBuildControl

stopping_criteria - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

stopping_metric() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

stopping_metric - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

stopping_rounds() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

stopping_rounds - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

stopping_tolerance() - Method in class ai.h2o.automl.AutoMLBuildSpec.AutoMLStoppingCriteria

stopping_tolerance - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLStoppingCriteriaV99

stratify() - Method in class ai.h2o.automl.FrameMetadata

T

table - Variable in class water.automl.api.schemas3.EventLogV99

table - Variable in class water.automl.api.schemas3.LeaderboardV99

TargetEncoding - Class in ai.h2o.automl.preprocessing

TargetEncoding(AutoML) - Constructor for class ai.h2o.automl.preprocessing.TargetEncoding

TimedH2ORunnable - Interface in ai.h2o.automl

timeFormat - Static variable in class ai.h2o.automl.events.EventLogEntry

timeRemainingMs() - Method in class ai.h2o.automl.AutoML

timeRemainingMs() - Method in interface ai.h2o.automl.TimedH2ORunnable

timestamp - Variable in class water.automl.api.schemas3.EventLogEntryV99

toLogString() - Method in class ai.h2o.automl.leaderboard.Leaderboard

toString(String) - Method in class ai.h2o.automl.events.EventLog

toString() - Method in class ai.h2o.automl.events.EventLog

toString() - Method in class ai.h2o.automl.events.EventLogEntry

toString() - Method in class ai.h2o.automl.leaderboard.Leaderboard

toString() - Method in class ai.h2o.automl.StepDefinition.Step

toString() - Method in class ai.h2o.automl.StepDefinition

toString() - Method in class ai.h2o.automl.WorkAllocations

toString() - Method in class ai.h2o.automl.WorkAllocations.Work

toTwoDimTable() - Method in class ai.h2o.automl.events.EventLog

toTwoDimTable(String) - Method in class ai.h2o.automl.events.EventLog

toTwoDimTable(String...) - Method in class ai.h2o.automl.leaderboard.Leaderboard

Creates a TwoDimTable representation of the leaderboard.

trackKey(Key) - Method in class ai.h2o.automl.AutoML

training_frame - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

training_frame - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

training_frame - Variable in class water.automl.api.schemas3.AutoMLV99

TrainingTime - Class in ai.h2o.automl.leaderboard

A cell providing the time needed to train the model.

TrainingTime(Model) - Constructor for class ai.h2o.automl.leaderboard.TrainingTime

TrainingTime(Key<Model>) - Constructor for class ai.h2o.automl.leaderboard.TrainingTime

trainModel(Model.Parameters) - Method in class ai.h2o.automl.ModelingStep.ModelStep

trainModel(Key<M>, Model.Parameters) - Method in class ai.h2o.automl.ModelingStep.ModelStep

type - Variable in class water.automl.api.schemas3.PreprocessingStepDefinitionV99

TypeProvider() - Constructor for class water.automl.api.schemas3.PreprocessingStepDefinitionV99.TypeProvider

U

urlName() - Method in interface ai.h2o.automl.IAlgo

V

validation_frame - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

validation_frame - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

validation_frame - Variable in class water.automl.api.schemas3.AutoMLV99

value - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLCustomParameterV99

value - Variable in class water.automl.api.schemas3.EventLogEntryV99

valueOf(String) - Static method in enum ai.h2o.automl.Algo

Returns the enum constant of this type with the specified name.

valueOf(String) - Static method in enum ai.h2o.automl.AutoML.Constraint

Returns the enum constant of this type with the specified name.

valueOf(String) - Static method in enum ai.h2o.automl.events.EventLogEntry.Level

Returns the enum constant of this type with the specified name.

valueOf(String) - Static method in enum ai.h2o.automl.events.EventLogEntry.Stage

Returns the enum constant of this type with the specified name.

valueOf(String) - Static method in enum ai.h2o.automl.ModelingStep.SeedPolicy

Returns the enum constant of this type with the specified name.

valueOf(String) - Static method in enum ai.h2o.automl.preprocessing.PreprocessingStepDefinition.Type

Returns the enum constant of this type with the specified name.

valueOf(String) - Static method in enum ai.h2o.automl.StepDefinition.Alias

Returns the enum constant of this type with the specified name.

valueOf(String) - Static method in enum ai.h2o.automl.WorkAllocations.JobType

Returns the enum constant of this type with the specified name.

values() - Static method in enum ai.h2o.automl.Algo

Returns an array containing the constants of this enum type, in the order they are declared.

values() - Static method in enum ai.h2o.automl.AutoML.Constraint

Returns an array containing the constants of this enum type, in the order they are declared.

values() - Static method in enum ai.h2o.automl.events.EventLogEntry.Level

Returns an array containing the constants of this enum type, in the order they are declared.

values() - Static method in enum ai.h2o.automl.events.EventLogEntry.Stage

Returns an array containing the constants of this enum type, in the order they are declared.

values() - Static method in enum ai.h2o.automl.ModelingStep.SeedPolicy

Returns an array containing the constants of this enum type, in the order they are declared.

values() - Static method in enum ai.h2o.automl.preprocessing.PreprocessingStepDefinition.Type

Returns an array containing the constants of this enum type, in the order they are declared.

values() - Static method in enum ai.h2o.automl.StepDefinition.Alias

Returns an array containing the constants of this enum type, in the order they are declared.

values() - Static method in enum ai.h2o.automl.WorkAllocations.JobType

Returns an array containing the constants of this enum type, in the order they are declared.

values() - Method in class water.automl.api.schemas3.AutoMLBuildSpecV99.ScopeProvider

var(int) - Method in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

W

warn(EventLogEntry.Stage, String) - Method in class ai.h2o.automl.events.EventLog

Add a Warn EventLogEntry and log.

water.automl - package water.automl

water.automl.api - package water.automl.api

water.automl.api.schemas3 - package water.automl.api.schemas3

weight - Variable in class water.automl.api.schemas3.StepDefinitionV99.StepV99

weights() - Method in class ai.h2o.automl.FrameMetadata

weights_column - Variable in class ai.h2o.automl.AutoMLBuildSpec.AutoMLInput

weights_column - Variable in class water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLInputV99

WorkAllocations - Class in ai.h2o.automl

WorkAllocations() - Constructor for class ai.h2o.automl.WorkAllocations

WorkAllocations.JobType - Enum in ai.h2o.automl

WorkAllocations.Work - Class in ai.h2o.automl

X

XGBoostSteps - Class in ai.h2o.automl.modeling

XGBoostSteps(AutoML) - Constructor for class ai.h2o.automl.modeling.XGBoostSteps

XGBoostStepsProvider - Class in ai.h2o.automl.modeling

This class is decoupled from the XGBoostSteps implementation to avoid having to load XGBoost classes when the extension is not available.

XGBoostStepsProvider() - Constructor for class ai.h2o.automl.modeling.XGBoostStepsProvider

_

_algo - Variable in class ai.h2o.automl.ModelingStep

_avgUniquesPerChunk - Variable in class ai.h2o.automl.colmeta.ColMeta

_binaryCols - Variable in class ai.h2o.automl.FrameMetadata

_cardinality - Variable in class ai.h2o.automl.colmeta.ColMeta

_catFeats - Variable in class ai.h2o.automl.FrameMetadata

_chunkBoundaries - Variable in class ai.h2o.automl.colmeta.ColMeta

_chunksMonotonicallyIncreasing - Variable in class ai.h2o.automl.colmeta.ColMeta

_cols - Variable in class ai.h2o.automl.FrameMetadata

_dblCols - Variable in class ai.h2o.automl.FrameMetadata

_description - Variable in class ai.h2o.automl.ModelingStep

_dist - Variable in class ai.h2o.automl.colmeta.ColMeta

_events - Variable in class ai.h2o.automl.events.EventLog

_fourthMoment - Variable in class ai.h2o.automl.colmeta.ColMeta

_fr - Variable in class ai.h2o.automl.FrameMetadata

_h - Variable in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

_histo - Variable in class ai.h2o.automl.colmeta.ColMeta

Meta data collected on the first pass over this column.

_id - Variable in class ai.h2o.automl.ModelingStep

_idx - Variable in class ai.h2o.automl.colmeta.ColMeta

_ignored - Variable in class ai.h2o.automl.colmeta.ColMeta

_ignoredConstraints - Variable in class ai.h2o.automl.ModelingStep

_intCols - Variable in class ai.h2o.automl.FrameMetadata

_intNotBinaryCols - Variable in class ai.h2o.automl.FrameMetadata

_isCategorical - Variable in class ai.h2o.automl.colmeta.ColMeta

_isClass - Variable in class ai.h2o.automl.colmeta.ColMeta

_isDate - Variable in class ai.h2o.automl.colmeta.ColMeta

_isNonIidId - Variable in class ai.h2o.automl.colmeta.ColMeta

_isNumeric - Variable in class ai.h2o.automl.colmeta.ColMeta

_isRowBasedId - Variable in class ai.h2o.automl.colmeta.ColMeta

_jobKey - Variable in class ai.h2o.automl.H2OJob

_kurtosis - Variable in class ai.h2o.automl.colmeta.ColMeta

_median - Variable in class ai.h2o.automl.colmeta.ColMeta

_MRTaskMillis - Variable in class ai.h2o.automl.colmeta.ColMeta

_name - Variable in class ai.h2o.automl.colmeta.ColMeta

_nameType - Variable in class ai.h2o.automl.colmeta.ColMeta

_numFeats - Variable in class ai.h2o.automl.FrameMetadata

_numUniques - Variable in class ai.h2o.automl.colmeta.ColMeta

_percentNA - Variable in class ai.h2o.automl.colmeta.ColMeta

_response - Variable in class ai.h2o.automl.colmeta.ColMeta

_response - Variable in class ai.h2o.automl.FrameMetadata

_runner_id - Variable in class ai.h2o.automl.events.EventLog

_sigma - Variable in class ai.h2o.automl.colmeta.ColMeta

_skew - Variable in class ai.h2o.automl.colmeta.ColMeta

_ssqs - Variable in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

_stratify - Variable in class ai.h2o.automl.colmeta.ColMeta

_sums - Variable in class ai.h2o.automl.collectors.MetaCollector.DynamicHisto

_target - Variable in class ai.h2o.automl.H2OJob

_thirdMoment - Variable in class ai.h2o.automl.colmeta.ColMeta

_trainTestWeight - Variable in class ai.h2o.automl.FrameMetadata

_v - Variable in class ai.h2o.automl.colmeta.ColMeta

_variance - Variable in class ai.h2o.automl.colmeta.ColMeta

_vif - Variable in class ai.h2o.automl.colmeta.ColMeta

_weight - Variable in class ai.h2o.automl.ModelingStep

_weightMult - Variable in class ai.h2o.automl.colmeta.ColMeta

A B C D E F G H I J K L M N O P R S T U V W X _