Package com.google.cloud.aiplatform.v1beta1

Class StudySpec.DecayCurveAutomatedStoppingSpec

java.lang.Object

com.google.protobuf.AbstractMessageLite

com.google.protobuf.AbstractMessage

com.google.protobuf.GeneratedMessageV3

com.google.cloud.aiplatform.v1beta1.StudySpec.DecayCurveAutomatedStoppingSpec

All Implemented Interfaces:

StudySpec.DecayCurveAutomatedStoppingSpecOrBuilder, com.google.protobuf.Message, com.google.protobuf.MessageLite, com.google.protobuf.MessageLiteOrBuilder, com.google.protobuf.MessageOrBuilder, Serializable

Enclosing class:

StudySpec

public static final class StudySpec.DecayCurveAutomatedStoppingSpec
extends com.google.protobuf.GeneratedMessageV3
implements StudySpec.DecayCurveAutomatedStoppingSpecOrBuilder

 The decay curve automated stopping rule builds a Gaussian Process
 Regressor to predict the final objective value of a Trial based on the
 already completed Trials and the intermediate measurements of the current
 Trial. Early stopping is requested for the current Trial if there is very
 low probability to exceed the optimal value found so far.
 

Protobuf type google.cloud.aiplatform.v1beta1.StudySpec.DecayCurveAutomatedStoppingSpec

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static class	StudySpec.DecayCurveAutomatedStoppingSpec.Builder	The decay curve automated stopping rule builds a Gaussian Process Regressor to predict the final objective value of a Trial based on the already completed Trials and the intermediate measurements of the current Trial.

Nested classes/interfaces inherited from class com.google.protobuf.GeneratedMessageV3

com.google.protobuf.GeneratedMessageV3.BuilderParent, com.google.protobuf.GeneratedMessageV3.ExtendableBuilder<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>,BuilderT extends com.google.protobuf.GeneratedMessageV3.ExtendableBuilder<MessageT,BuilderT>>, com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>>, com.google.protobuf.GeneratedMessageV3.ExtendableMessageOrBuilder<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>>, com.google.protobuf.GeneratedMessageV3.FieldAccessorTable, com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter

Nested classes/interfaces inherited from class com.google.protobuf.AbstractMessageLite

com.google.protobuf.AbstractMessageLite.InternalOneOfEnum

Field Summary

Fields

Modifier and Type	Field	Description
static int	USE_ELAPSED_DURATION_FIELD_NUMBER

Fields inherited from class com.google.protobuf.GeneratedMessageV3

alwaysUseFieldBuilders, unknownFields

Fields inherited from class com.google.protobuf.AbstractMessage

memoizedSize

Fields inherited from class com.google.protobuf.AbstractMessageLite

memoizedHashCode

Method Summary

Modifier and Type	Method	Description
boolean	equals(Object obj)
static StudySpec.DecayCurveAutomatedStoppingSpec	getDefaultInstance()
StudySpec.DecayCurveAutomatedStoppingSpec	getDefaultInstanceForType()
static com.google.protobuf.Descriptors.Descriptor	getDescriptor()
com.google.protobuf.Parser<StudySpec.DecayCurveAutomatedStoppingSpec>	getParserForType()
int	getSerializedSize()
boolean	getUseElapsedDuration()	True if [Measurement.elapsed_duration][google.cloud.aiplatform.v1beta1.Measurement.elapsed_duration] is used as the x-axis of each Trials Decay Curve.
int	hashCode()
protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable	internalGetFieldAccessorTable()
boolean	isInitialized()
static StudySpec.DecayCurveAutomatedStoppingSpec.Builder	newBuilder()
static StudySpec.DecayCurveAutomatedStoppingSpec.Builder	newBuilder(StudySpec.DecayCurveAutomatedStoppingSpec prototype)
StudySpec.DecayCurveAutomatedStoppingSpec.Builder	newBuilderForType()
protected StudySpec.DecayCurveAutomatedStoppingSpec.Builder	newBuilderForType(com.google.protobuf.GeneratedMessageV3.BuilderParent parent)
protected Object	newInstance(com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter unused)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseDelimitedFrom(InputStream input)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(byte[] data)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(com.google.protobuf.ByteString data)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(com.google.protobuf.CodedInputStream input)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(InputStream input)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(ByteBuffer data)
static StudySpec.DecayCurveAutomatedStoppingSpec	parseFrom(ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static com.google.protobuf.Parser<StudySpec.DecayCurveAutomatedStoppingSpec>	parser()
StudySpec.DecayCurveAutomatedStoppingSpec.Builder	toBuilder()
void	writeTo(com.google.protobuf.CodedOutputStream output)

Methods inherited from class com.google.protobuf.GeneratedMessageV3

canUseUnsafe, computeStringSize, computeStringSizeNoTag, emptyBooleanList, emptyDoubleList, emptyFloatList, emptyIntList, emptyLongList, getAllFields, getDescriptorForType, getField, getOneofFieldDescriptor, getRepeatedField, getRepeatedFieldCount, getUnknownFields, hasField, hasOneof, internalGetMapField, isStringEmpty, makeExtensionsImmutable, makeMutableCopy, mergeFromAndMakeImmutableInternal, mutableCopy, mutableCopy, mutableCopy, mutableCopy, mutableCopy, newBooleanList, newBuilderForType, newDoubleList, newFloatList, newIntList, newLongList, parseDelimitedWithIOException, parseDelimitedWithIOException, parseUnknownField, parseUnknownFieldProto3, parseWithIOException, parseWithIOException, parseWithIOException, parseWithIOException, serializeBooleanMapTo, serializeIntegerMapTo, serializeLongMapTo, serializeStringMapTo, writeReplace, writeString, writeStringNoTag

Methods inherited from class com.google.protobuf.AbstractMessage

findInitializationErrors, getInitializationErrorString, hashBoolean, hashEnum, hashEnumList, hashFields, hashLong, toString

Methods inherited from class com.google.protobuf.AbstractMessageLite

addAll, addAll, checkByteStringIsUtf8, toByteArray, toByteString, writeDelimitedTo, writeTo

Methods inherited from class java.lang.Object

clone, finalize, getClass, notify, notifyAll, wait, wait, wait

Methods inherited from interface com.google.protobuf.MessageLite

toByteArray, toByteString, writeDelimitedTo, writeTo

Methods inherited from interface com.google.protobuf.MessageOrBuilder

findInitializationErrors, getAllFields, getDescriptorForType, getField, getInitializationErrorString, getOneofFieldDescriptor, getRepeatedField, getRepeatedFieldCount, getUnknownFields, hasField, hasOneof

Field Detail

USE_ELAPSED_DURATION_FIELD_NUMBER

public static final int USE_ELAPSED_DURATION_FIELD_NUMBER

See Also:

Constant Field Values

Method Detail

newInstance

protected Object newInstance(com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter unused)

Overrides:

newInstance in class com.google.protobuf.GeneratedMessageV3

getDescriptor

public static final com.google.protobuf.Descriptors.Descriptor getDescriptor()

internalGetFieldAccessorTable

protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()

Specified by:

internalGetFieldAccessorTable in class com.google.protobuf.GeneratedMessageV3

getUseElapsedDuration

public boolean getUseElapsedDuration()

 True if
 [Measurement.elapsed_duration][google.cloud.aiplatform.v1beta1.Measurement.elapsed_duration]
 is used as the x-axis of each Trials Decay Curve. Otherwise,
 [Measurement.step_count][google.cloud.aiplatform.v1beta1.Measurement.step_count]
 will be used as the x-axis.
 

bool use_elapsed_duration = 1;

Specified by:

getUseElapsedDuration in interface StudySpec.DecayCurveAutomatedStoppingSpecOrBuilder

Returns:

The useElapsedDuration.

isInitialized

public final boolean isInitialized()

Specified by:

isInitialized in interface com.google.protobuf.MessageLiteOrBuilder

Overrides:

isInitialized in class com.google.protobuf.GeneratedMessageV3

writeTo

public void writeTo(com.google.protobuf.CodedOutputStream output)
             throws IOException

Specified by:

writeTo in interface com.google.protobuf.MessageLite

Overrides:

writeTo in class com.google.protobuf.GeneratedMessageV3

Throws:

IOException

getSerializedSize

public int getSerializedSize()

Specified by:

getSerializedSize in interface com.google.protobuf.MessageLite

Overrides:

getSerializedSize in class com.google.protobuf.GeneratedMessageV3

equals

public boolean equals(Object obj)

Specified by:

equals in interface com.google.protobuf.Message

Overrides:

equals in class com.google.protobuf.AbstractMessage

hashCode

public int hashCode()

Specified by:

hashCode in interface com.google.protobuf.Message

Overrides:

hashCode in class com.google.protobuf.AbstractMessage

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(ByteBuffer data)
                                                           throws com.google.protobuf.InvalidProtocolBufferException

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(ByteBuffer data,
                                                                  com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                                           throws com.google.protobuf.InvalidProtocolBufferException

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(com.google.protobuf.ByteString data)
                                                           throws com.google.protobuf.InvalidProtocolBufferException

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(com.google.protobuf.ByteString data,
                                                                  com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                                           throws com.google.protobuf.InvalidProtocolBufferException

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(byte[] data)
                                                           throws com.google.protobuf.InvalidProtocolBufferException

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(byte[] data,
                                                                  com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                                           throws com.google.protobuf.InvalidProtocolBufferException

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(InputStream input)
                                                           throws IOException

Throws:

IOException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(InputStream input,
                                                                  com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                                           throws IOException

Throws:

IOException

parseDelimitedFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseDelimitedFrom(InputStream input)
                                                                    throws IOException

Throws:

IOException

parseDelimitedFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseDelimitedFrom(InputStream input,
                                                                           com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                                                    throws IOException

Throws:

IOException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(com.google.protobuf.CodedInputStream input)
                                                           throws IOException

Throws:

IOException

parseFrom

public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(com.google.protobuf.CodedInputStream input,
                                                                  com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                                           throws IOException

Throws:

IOException

newBuilderForType

public StudySpec.DecayCurveAutomatedStoppingSpec.Builder newBuilderForType()

Specified by:

newBuilderForType in interface com.google.protobuf.Message

Specified by:

newBuilderForType in interface com.google.protobuf.MessageLite

newBuilder

public static StudySpec.DecayCurveAutomatedStoppingSpec.Builder newBuilder()

newBuilder

public static StudySpec.DecayCurveAutomatedStoppingSpec.Builder newBuilder(StudySpec.DecayCurveAutomatedStoppingSpec prototype)

toBuilder

public StudySpec.DecayCurveAutomatedStoppingSpec.Builder toBuilder()

Specified by:

toBuilder in interface com.google.protobuf.Message

Specified by:

toBuilder in interface com.google.protobuf.MessageLite

newBuilderForType

protected StudySpec.DecayCurveAutomatedStoppingSpec.Builder newBuilderForType(com.google.protobuf.GeneratedMessageV3.BuilderParent parent)

Specified by:

newBuilderForType in class com.google.protobuf.GeneratedMessageV3

getDefaultInstance

public static StudySpec.DecayCurveAutomatedStoppingSpec getDefaultInstance()

parser

public static com.google.protobuf.Parser<StudySpec.DecayCurveAutomatedStoppingSpec> parser()

getParserForType

public com.google.protobuf.Parser<StudySpec.DecayCurveAutomatedStoppingSpec> getParserForType()

Specified by:

getParserForType in interface com.google.protobuf.Message

Specified by:

getParserForType in interface com.google.protobuf.MessageLite

Overrides:

getParserForType in class com.google.protobuf.GeneratedMessageV3

getDefaultInstanceForType

public StudySpec.DecayCurveAutomatedStoppingSpec getDefaultInstanceForType()

Specified by:

getDefaultInstanceForType in interface com.google.protobuf.MessageLiteOrBuilder

Specified by:

getDefaultInstanceForType in interface com.google.protobuf.MessageOrBuilder