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public static final class StudySpec.DecayCurveAutomatedStoppingSpec extends 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
Inheritance
Object > AbstractMessageLite<MessageType,BuilderType> > AbstractMessage > GeneratedMessageV3 > StudySpec.DecayCurveAutomatedStoppingSpecStatic Fields
USE_ELAPSED_DURATION_FIELD_NUMBER
public static final int USE_ELAPSED_DURATION_FIELD_NUMBER
Field Value | |
---|---|
Type | Description |
int |
Static Methods
getDefaultInstance()
public static StudySpec.DecayCurveAutomatedStoppingSpec getDefaultInstance()
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
getDescriptor()
public static final Descriptors.Descriptor getDescriptor()
Returns | |
---|---|
Type | Description |
Descriptor |
newBuilder()
public static StudySpec.DecayCurveAutomatedStoppingSpec.Builder newBuilder()
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec.Builder |
newBuilder(StudySpec.DecayCurveAutomatedStoppingSpec prototype)
public static StudySpec.DecayCurveAutomatedStoppingSpec.Builder newBuilder(StudySpec.DecayCurveAutomatedStoppingSpec prototype)
Parameter | |
---|---|
Name | Description |
prototype | StudySpec.DecayCurveAutomatedStoppingSpec |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec.Builder |
parseDelimitedFrom(InputStream input)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseDelimitedFrom(InputStream input)
Parameter | |
---|---|
Name | Description |
input | InputStream |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
IOException |
parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
input | InputStream |
extensionRegistry | ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(byte[] data)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(byte[] data)
Parameter | |
---|---|
Name | Description |
data | byte[] |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
data | byte[] |
extensionRegistry | ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(ByteString data)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(ByteString data)
Parameter | |
---|---|
Name | Description |
data | ByteString |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
data | ByteString |
extensionRegistry | ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(CodedInputStream input)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(CodedInputStream input)
Parameter | |
---|---|
Name | Description |
input | CodedInputStream |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
input | CodedInputStream |
extensionRegistry | ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(InputStream input)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(InputStream input)
Parameter | |
---|---|
Name | Description |
input | InputStream |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
input | InputStream |
extensionRegistry | ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(ByteBuffer data)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(ByteBuffer data)
Parameter | |
---|---|
Name | Description |
data | ByteBuffer |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)
public static StudySpec.DecayCurveAutomatedStoppingSpec parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
data | ByteBuffer |
extensionRegistry | ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parser()
public static Parser<StudySpec.DecayCurveAutomatedStoppingSpec> parser()
Returns | |
---|---|
Type | Description |
Parser<DecayCurveAutomatedStoppingSpec> |
Methods
equals(Object obj)
public boolean equals(Object obj)
Parameter | |
---|---|
Name | Description |
obj | Object |
Returns | |
---|---|
Type | Description |
boolean |
getDefaultInstanceForType()
public StudySpec.DecayCurveAutomatedStoppingSpec getDefaultInstanceForType()
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec |
getParserForType()
public Parser<StudySpec.DecayCurveAutomatedStoppingSpec> getParserForType()
Returns | |
---|---|
Type | Description |
Parser<DecayCurveAutomatedStoppingSpec> |
getSerializedSize()
public int getSerializedSize()
Returns | |
---|---|
Type | Description |
int |
getUseElapsedDuration()
public boolean getUseElapsedDuration()
True if Measurement.elapsed_duration is used as the x-axis of each Trials Decay Curve. Otherwise, Measurement.step_count will be used as the x-axis.
bool use_elapsed_duration = 1;
Returns | |
---|---|
Type | Description |
boolean | The useElapsedDuration. |
hashCode()
public int hashCode()
Returns | |
---|---|
Type | Description |
int |
internalGetFieldAccessorTable()
protected GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()
Returns | |
---|---|
Type | Description |
FieldAccessorTable |
isInitialized()
public final boolean isInitialized()
Returns | |
---|---|
Type | Description |
boolean |
newBuilderForType()
public StudySpec.DecayCurveAutomatedStoppingSpec.Builder newBuilderForType()
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec.Builder |
newBuilderForType(GeneratedMessageV3.BuilderParent parent)
protected StudySpec.DecayCurveAutomatedStoppingSpec.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)
Parameter | |
---|---|
Name | Description |
parent | BuilderParent |
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec.Builder |
newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)
protected Object newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)
Parameter | |
---|---|
Name | Description |
unused | UnusedPrivateParameter |
Returns | |
---|---|
Type | Description |
Object |
toBuilder()
public StudySpec.DecayCurveAutomatedStoppingSpec.Builder toBuilder()
Returns | |
---|---|
Type | Description |
StudySpec.DecayCurveAutomatedStoppingSpec.Builder |
writeTo(CodedOutputStream output)
public void writeTo(CodedOutputStream output)
Parameter | |
---|---|
Name | Description |
output | CodedOutputStream |
Exceptions | |
---|---|
Type | Description |
IOException |