water.automl.api.schemas3

Class AutoMLBuildSpecV99.AutoMLBuildControlV99

java.lang.Object

water.Iced

water.api.Schema<AutoMLBuildSpec.AutoMLBuildControl,AutoMLBuildSpecV99.AutoMLBuildControlV99>

water.automl.api.schemas3.AutoMLBuildSpecV99.AutoMLBuildControlV99

All Implemented Interfaces:

java.io.Externalizable, java.io.Serializable, java.lang.Cloneable, water.Freezable

Enclosing class:

AutoMLBuildSpecV99

public static final class AutoMLBuildSpecV99.AutoMLBuildControlV99
extends water.api.Schema<AutoMLBuildSpec.AutoMLBuildControl,AutoMLBuildSpecV99.AutoMLBuildControlV99>

The specification of overall build parameters for the AutoML process. TODO: this should have all the standard early-stopping functionality like Grid does.

See Also:

Serialized Form

Field Summary

Fields

Modifier and Type	Field and Description
java.lang.String	loss
int	nfolds
java.lang.String	project_name
hex.schemas.HyperSpaceSearchCriteriaV99.RandomDiscreteValueSearchCriteriaV99	stopping_criteria

Constructor Summary

Constructors

Constructor and Description
AutoMLBuildSpecV99.AutoMLBuildControlV99()

Method Summary

Methods inherited from class water.api.Schema

createAndFillImpl, createImpl, extractVersionFromSchemaName, fillFromImpl, fillFromImpl, fillFromImpl, fillFromParms, fillFromParms, fillImpl, fillImpl, getImplClass, getImplClass, getSchemaName, getSchemaType, getSchemaVersion, init_meta, markdown, markdown, newInstance, newInstance, setField, setSchemaType_doNotCall

Methods inherited from class water.Iced

asBytes, clone, copyOver, frozenType, read, readExternal, readJSON, reloadFromBytes, toJsonString, write, writeExternal, writeJSON

Methods inherited from class java.lang.Object

equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Field Detail

project_name

@API(help="Optional project name used to group models from multiple AutoML runs into a single Leaderboard; derived from the training data name if not specified.")
public java.lang.String project_name

loss

@API(help="Loss function (not yet enabled).",
     direction=INPUT)
public java.lang.String loss

stopping_criteria

@API(help="Model performance based stopping criteria for the AutoML run.",
     direction=INPUT)
public hex.schemas.HyperSpaceSearchCriteriaV99.RandomDiscreteValueSearchCriteriaV99 stopping_criteria

nfolds

@API(help="Number of folds for k-fold cross-validation (defaults to 5, must be >=2 or use 0 to disable). Disabling prevents Stacked Ensembles from being built.",
     direction=INPUT)
public int nfolds

Constructor Detail

AutoMLBuildSpecV99.AutoMLBuildControlV99

public AutoMLBuildSpecV99.AutoMLBuildControlV99()