com.google.cloud.vertexai.api

Class Attribution

java.lang.Object

com.google.protobuf.AbstractMessageLite

com.google.protobuf.AbstractMessage

com.google.protobuf.GeneratedMessageV3

com.google.cloud.vertexai.api.Attribution

All Implemented Interfaces:

AttributionOrBuilder, com.google.protobuf.Message, com.google.protobuf.MessageLite, com.google.protobuf.MessageLiteOrBuilder, com.google.protobuf.MessageOrBuilder, Serializable

public final class Attribution
extends com.google.protobuf.GeneratedMessageV3
implements AttributionOrBuilder

 Attribution that explains a particular prediction output.
 

Protobuf type google.cloud.vertexai.v1.Attribution

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	Attribution.Builder Attribution that explains a particular prediction output.

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 and Description
static int	APPROXIMATION_ERROR_FIELD_NUMBER
static int	BASELINE_OUTPUT_VALUE_FIELD_NUMBER
static int	FEATURE_ATTRIBUTIONS_FIELD_NUMBER
static int	INSTANCE_OUTPUT_VALUE_FIELD_NUMBER
static int	OUTPUT_DISPLAY_NAME_FIELD_NUMBER
static int	OUTPUT_INDEX_FIELD_NUMBER
static int	OUTPUT_NAME_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 and Description
boolean	equals(Object obj)
double	getApproximationError() Output only.
double	getBaselineOutputValue() Output only.
static Attribution	getDefaultInstance()
Attribution	getDefaultInstanceForType()
static com.google.protobuf.Descriptors.Descriptor	getDescriptor()
com.google.protobuf.Value	getFeatureAttributions() Output only.
com.google.protobuf.ValueOrBuilder	getFeatureAttributionsOrBuilder() Output only.
double	getInstanceOutputValue() Output only.
String	getOutputDisplayName() Output only.
com.google.protobuf.ByteString	getOutputDisplayNameBytes() Output only.
int	getOutputIndex(int index) Output only.
int	getOutputIndexCount() Output only.
List<Integer>	getOutputIndexList() Output only.
String	getOutputName() Output only.
com.google.protobuf.ByteString	getOutputNameBytes() Output only.
com.google.protobuf.Parser<Attribution>	getParserForType()
int	getSerializedSize()
boolean	hasFeatureAttributions() Output only.
int	hashCode()
protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable	internalGetFieldAccessorTable()
boolean	isInitialized()
static Attribution.Builder	newBuilder()
static Attribution.Builder	newBuilder(Attribution prototype)
Attribution.Builder	newBuilderForType()
protected Attribution.Builder	newBuilderForType(com.google.protobuf.GeneratedMessageV3.BuilderParent parent)
protected Object	newInstance(com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter unused)
static Attribution	parseDelimitedFrom(InputStream input)
static Attribution	parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static Attribution	parseFrom(byte[] data)
static Attribution	parseFrom(byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static Attribution	parseFrom(ByteBuffer data)
static Attribution	parseFrom(ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static Attribution	parseFrom(com.google.protobuf.ByteString data)
static Attribution	parseFrom(com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static Attribution	parseFrom(com.google.protobuf.CodedInputStream input)
static Attribution	parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static Attribution	parseFrom(InputStream input)
static Attribution	parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static com.google.protobuf.Parser<Attribution>	parser()
Attribution.Builder	toBuilder()
void	writeTo(com.google.protobuf.CodedOutputStream output)

Methods inherited from class com.google.protobuf.GeneratedMessageV3

canUseUnsafe, computeStringSize, computeStringSizeNoTag, emptyBooleanList, emptyDoubleList, emptyFloatList, emptyIntList, emptyList, emptyLongList, getAllFields, getDescriptorForType, getField, getOneofFieldDescriptor, getRepeatedField, getRepeatedFieldCount, getUnknownFields, hasField, hasOneof, internalGetMapField, internalGetMapFieldReflection, isStringEmpty, makeExtensionsImmutable, makeMutableCopy, 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.MessageOrBuilder

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

Methods inherited from interface com.google.protobuf.MessageLite

toByteArray, toByteString, writeDelimitedTo, writeTo

Field Detail

BASELINE_OUTPUT_VALUE_FIELD_NUMBER

public static final int BASELINE_OUTPUT_VALUE_FIELD_NUMBER

See Also:

Constant Field Values

INSTANCE_OUTPUT_VALUE_FIELD_NUMBER

public static final int INSTANCE_OUTPUT_VALUE_FIELD_NUMBER

See Also:

Constant Field Values

FEATURE_ATTRIBUTIONS_FIELD_NUMBER

public static final int FEATURE_ATTRIBUTIONS_FIELD_NUMBER

See Also:

Constant Field Values

OUTPUT_INDEX_FIELD_NUMBER

public static final int OUTPUT_INDEX_FIELD_NUMBER

See Also:

Constant Field Values

OUTPUT_DISPLAY_NAME_FIELD_NUMBER

public static final int OUTPUT_DISPLAY_NAME_FIELD_NUMBER

See Also:

Constant Field Values

APPROXIMATION_ERROR_FIELD_NUMBER

public static final int APPROXIMATION_ERROR_FIELD_NUMBER

See Also:

Constant Field Values

OUTPUT_NAME_FIELD_NUMBER

public static final int OUTPUT_NAME_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

getBaselineOutputValue

public double getBaselineOutputValue()

 Output only. Model predicted output if the input instance is constructed
 from the baselines of all the features defined in
 [ExplanationMetadata.inputs][google.cloud.aiplatform.v1.ExplanationMetadata.inputs].
 The field name of the output is determined by the key in
 [ExplanationMetadata.outputs][google.cloud.aiplatform.v1.ExplanationMetadata.outputs].

 If the Model's predicted output has multiple dimensions (rank > 1), this is
 the value in the output located by
 [output_index][google.cloud.aiplatform.v1.Attribution.output_index].

 If there are multiple baselines, their output values are averaged.
 

double baseline_output_value = 1 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getBaselineOutputValue in interface AttributionOrBuilder

Returns:

The baselineOutputValue.

getInstanceOutputValue

public double getInstanceOutputValue()

 Output only. Model predicted output on the corresponding [explanation
 instance][ExplainRequest.instances]. The field name of the output is
 determined by the key in
 [ExplanationMetadata.outputs][google.cloud.aiplatform.v1.ExplanationMetadata.outputs].

 If the Model predicted output has multiple dimensions, this is the value in
 the output located by
 [output_index][google.cloud.aiplatform.v1.Attribution.output_index].
 

double instance_output_value = 2 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getInstanceOutputValue in interface AttributionOrBuilder

Returns:

The instanceOutputValue.

hasFeatureAttributions

public boolean hasFeatureAttributions()

 Output only. Attributions of each explained feature. Features are extracted
 from the [prediction
 instances][google.cloud.aiplatform.v1.ExplainRequest.instances] according
 to [explanation metadata for
 inputs][google.cloud.aiplatform.v1.ExplanationMetadata.inputs].

 The value is a struct, whose keys are the name of the feature. The values
 are how much the feature in the
 [instance][google.cloud.aiplatform.v1.ExplainRequest.instances] contributed
 to the predicted result.

 The format of the value is determined by the feature's input format:

   * If the feature is a scalar value, the attribution value is a
     [floating number][google.protobuf.Value.number_value].

   * If the feature is an array of scalar values, the attribution value is
     an [array][google.protobuf.Value.list_value].

   * If the feature is a struct, the attribution value is a
     [struct][google.protobuf.Value.struct_value]. The keys in the
     attribution value struct are the same as the keys in the feature
     struct. The formats of the values in the attribution struct are
     determined by the formats of the values in the feature struct.

 The
 [ExplanationMetadata.feature_attributions_schema_uri][google.cloud.aiplatform.v1.ExplanationMetadata.feature_attributions_schema_uri]
 field, pointed to by the
 [ExplanationSpec][google.cloud.aiplatform.v1.ExplanationSpec] field of the
 [Endpoint.deployed_models][google.cloud.aiplatform.v1.Endpoint.deployed_models]
 object, points to the schema file that describes the features and their
 attribution values (if it is populated).
 

.google.protobuf.Value feature_attributions = 3 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

hasFeatureAttributions in interface AttributionOrBuilder

Returns:

Whether the featureAttributions field is set.

getFeatureAttributions

public com.google.protobuf.Value getFeatureAttributions()

 Output only. Attributions of each explained feature. Features are extracted
 from the [prediction
 instances][google.cloud.aiplatform.v1.ExplainRequest.instances] according
 to [explanation metadata for
 inputs][google.cloud.aiplatform.v1.ExplanationMetadata.inputs].

 The value is a struct, whose keys are the name of the feature. The values
 are how much the feature in the
 [instance][google.cloud.aiplatform.v1.ExplainRequest.instances] contributed
 to the predicted result.

 The format of the value is determined by the feature's input format:

   * If the feature is a scalar value, the attribution value is a
     [floating number][google.protobuf.Value.number_value].

   * If the feature is an array of scalar values, the attribution value is
     an [array][google.protobuf.Value.list_value].

   * If the feature is a struct, the attribution value is a
     [struct][google.protobuf.Value.struct_value]. The keys in the
     attribution value struct are the same as the keys in the feature
     struct. The formats of the values in the attribution struct are
     determined by the formats of the values in the feature struct.

 The
 [ExplanationMetadata.feature_attributions_schema_uri][google.cloud.aiplatform.v1.ExplanationMetadata.feature_attributions_schema_uri]
 field, pointed to by the
 [ExplanationSpec][google.cloud.aiplatform.v1.ExplanationSpec] field of the
 [Endpoint.deployed_models][google.cloud.aiplatform.v1.Endpoint.deployed_models]
 object, points to the schema file that describes the features and their
 attribution values (if it is populated).
 

.google.protobuf.Value feature_attributions = 3 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getFeatureAttributions in interface AttributionOrBuilder

Returns:

The featureAttributions.

getFeatureAttributionsOrBuilder

public com.google.protobuf.ValueOrBuilder getFeatureAttributionsOrBuilder()

 Output only. Attributions of each explained feature. Features are extracted
 from the [prediction
 instances][google.cloud.aiplatform.v1.ExplainRequest.instances] according
 to [explanation metadata for
 inputs][google.cloud.aiplatform.v1.ExplanationMetadata.inputs].

 The value is a struct, whose keys are the name of the feature. The values
 are how much the feature in the
 [instance][google.cloud.aiplatform.v1.ExplainRequest.instances] contributed
 to the predicted result.

 The format of the value is determined by the feature's input format:

   * If the feature is a scalar value, the attribution value is a
     [floating number][google.protobuf.Value.number_value].

   * If the feature is an array of scalar values, the attribution value is
     an [array][google.protobuf.Value.list_value].

   * If the feature is a struct, the attribution value is a
     [struct][google.protobuf.Value.struct_value]. The keys in the
     attribution value struct are the same as the keys in the feature
     struct. The formats of the values in the attribution struct are
     determined by the formats of the values in the feature struct.

 The
 [ExplanationMetadata.feature_attributions_schema_uri][google.cloud.aiplatform.v1.ExplanationMetadata.feature_attributions_schema_uri]
 field, pointed to by the
 [ExplanationSpec][google.cloud.aiplatform.v1.ExplanationSpec] field of the
 [Endpoint.deployed_models][google.cloud.aiplatform.v1.Endpoint.deployed_models]
 object, points to the schema file that describes the features and their
 attribution values (if it is populated).
 

.google.protobuf.Value feature_attributions = 3 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getFeatureAttributionsOrBuilder in interface AttributionOrBuilder

getOutputIndexList

public List<Integer> getOutputIndexList()

 Output only. The index that locates the explained prediction output.

 If the prediction output is a scalar value, output_index is not populated.
 If the prediction output has multiple dimensions, the length of the
 output_index list is the same as the number of dimensions of the output.
 The i-th element in output_index is the element index of the i-th dimension
 of the output vector. Indices start from 0.
 

repeated int32 output_index = 4 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getOutputIndexList in interface AttributionOrBuilder

Returns:

A list containing the outputIndex.

getOutputIndexCount

public int getOutputIndexCount()

 Output only. The index that locates the explained prediction output.

 If the prediction output is a scalar value, output_index is not populated.
 If the prediction output has multiple dimensions, the length of the
 output_index list is the same as the number of dimensions of the output.
 The i-th element in output_index is the element index of the i-th dimension
 of the output vector. Indices start from 0.
 

repeated int32 output_index = 4 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getOutputIndexCount in interface AttributionOrBuilder

Returns:

The count of outputIndex.

getOutputIndex

public int getOutputIndex(int index)

 Output only. The index that locates the explained prediction output.

 If the prediction output is a scalar value, output_index is not populated.
 If the prediction output has multiple dimensions, the length of the
 output_index list is the same as the number of dimensions of the output.
 The i-th element in output_index is the element index of the i-th dimension
 of the output vector. Indices start from 0.
 

repeated int32 output_index = 4 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getOutputIndex in interface AttributionOrBuilder

Parameters:

index - The index of the element to return.

Returns:

The outputIndex at the given index.

getOutputDisplayName

public String getOutputDisplayName()

 Output only. The display name of the output identified by
 [output_index][google.cloud.aiplatform.v1.Attribution.output_index]. For
 example, the predicted class name by a multi-classification Model.

 This field is only populated iff the Model predicts display names as a
 separate field along with the explained output. The predicted display name
 must has the same shape of the explained output, and can be located using
 output_index.
 

string output_display_name = 5 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getOutputDisplayName in interface AttributionOrBuilder

Returns:

The outputDisplayName.

getOutputDisplayNameBytes

public com.google.protobuf.ByteString getOutputDisplayNameBytes()

 Output only. The display name of the output identified by
 [output_index][google.cloud.aiplatform.v1.Attribution.output_index]. For
 example, the predicted class name by a multi-classification Model.

 This field is only populated iff the Model predicts display names as a
 separate field along with the explained output. The predicted display name
 must has the same shape of the explained output, and can be located using
 output_index.
 

string output_display_name = 5 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getOutputDisplayNameBytes in interface AttributionOrBuilder

Returns:

The bytes for outputDisplayName.

getApproximationError

public double getApproximationError()

 Output only. Error of
 [feature_attributions][google.cloud.aiplatform.v1.Attribution.feature_attributions]
 caused by approximation used in the explanation method. Lower value means
 more precise attributions.

 * For Sampled Shapley
 [attribution][google.cloud.aiplatform.v1.ExplanationParameters.sampled_shapley_attribution],
 increasing
 [path_count][google.cloud.aiplatform.v1.SampledShapleyAttribution.path_count]
 might reduce the error.
 * For Integrated Gradients
 [attribution][google.cloud.aiplatform.v1.ExplanationParameters.integrated_gradients_attribution],
 increasing
 [step_count][google.cloud.aiplatform.v1.IntegratedGradientsAttribution.step_count]
 might reduce the error.
 * For [XRAI
 attribution][google.cloud.aiplatform.v1.ExplanationParameters.xrai_attribution],
 increasing
 [step_count][google.cloud.aiplatform.v1.XraiAttribution.step_count] might
 reduce the error.

 See [this introduction](/vertex-ai/docs/explainable-ai/overview)
 for more information.
 

double approximation_error = 6 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getApproximationError in interface AttributionOrBuilder

Returns:

The approximationError.

getOutputName

public String getOutputName()

 Output only. Name of the explain output. Specified as the key in
 [ExplanationMetadata.outputs][google.cloud.aiplatform.v1.ExplanationMetadata.outputs].
 

string output_name = 7 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getOutputName in interface AttributionOrBuilder

Returns:

The outputName.

getOutputNameBytes

public com.google.protobuf.ByteString getOutputNameBytes()

 Output only. Name of the explain output. Specified as the key in
 [ExplanationMetadata.outputs][google.cloud.aiplatform.v1.ExplanationMetadata.outputs].
 

string output_name = 7 [(.google.api.field_behavior) = OUTPUT_ONLY];

Specified by:

getOutputNameBytes in interface AttributionOrBuilder

Returns:

The bytes for outputName.

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 Attribution parseFrom(ByteBuffer data)
                             throws com.google.protobuf.InvalidProtocolBufferException

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

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

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

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

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

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

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

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

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

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

Throws:

com.google.protobuf.InvalidProtocolBufferException

parseFrom

public static Attribution parseFrom(InputStream input)
                             throws IOException

Throws:

IOException

parseFrom

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

Throws:

IOException

parseDelimitedFrom

public static Attribution parseDelimitedFrom(InputStream input)
                                      throws IOException

Throws:

IOException

parseDelimitedFrom

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

Throws:

IOException

parseFrom

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

Throws:

IOException

parseFrom

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

Throws:

IOException

newBuilderForType

public Attribution.Builder newBuilderForType()

Specified by:

newBuilderForType in interface com.google.protobuf.Message

Specified by:

newBuilderForType in interface com.google.protobuf.MessageLite

newBuilder

public static Attribution.Builder newBuilder()

newBuilder

public static Attribution.Builder newBuilder(Attribution prototype)

toBuilder

public Attribution.Builder toBuilder()

Specified by:

toBuilder in interface com.google.protobuf.Message

Specified by:

toBuilder in interface com.google.protobuf.MessageLite

newBuilderForType

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

Specified by:

newBuilderForType in class com.google.protobuf.GeneratedMessageV3

getDefaultInstance

public static Attribution getDefaultInstance()

parser

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

getParserForType

public com.google.protobuf.Parser<Attribution> 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 Attribution getDefaultInstanceForType()

Specified by:

getDefaultInstanceForType in interface com.google.protobuf.MessageLiteOrBuilder

Specified by:

getDefaultInstanceForType in interface com.google.protobuf.MessageOrBuilder