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public static final class FindNeighborsRequest.Query extends GeneratedMessageV3 implements FindNeighborsRequest.QueryOrBuilder
A query to find a number of the nearest neighbors (most similar vectors) of a vector.
Protobuf type google.cloud.aiplatform.v1beta1.FindNeighborsRequest.Query
Inheritance
Object > AbstractMessageLite<MessageType,BuilderType> > AbstractMessage > GeneratedMessageV3 > FindNeighborsRequest.QueryImplements
FindNeighborsRequest.QueryOrBuilderStatic Fields
APPROXIMATE_NEIGHBOR_COUNT_FIELD_NUMBER
public static final int APPROXIMATE_NEIGHBOR_COUNT_FIELD_NUMBER
Field Value | |
---|---|
Type | Description |
int |
DATAPOINT_FIELD_NUMBER
public static final int DATAPOINT_FIELD_NUMBER
Field Value | |
---|---|
Type | Description |
int |
FRACTION_LEAF_NODES_TO_SEARCH_OVERRIDE_FIELD_NUMBER
public static final int FRACTION_LEAF_NODES_TO_SEARCH_OVERRIDE_FIELD_NUMBER
Field Value | |
---|---|
Type | Description |
int |
NEIGHBOR_COUNT_FIELD_NUMBER
public static final int NEIGHBOR_COUNT_FIELD_NUMBER
Field Value | |
---|---|
Type | Description |
int |
PER_CROWDING_ATTRIBUTE_NEIGHBOR_COUNT_FIELD_NUMBER
public static final int PER_CROWDING_ATTRIBUTE_NEIGHBOR_COUNT_FIELD_NUMBER
Field Value | |
---|---|
Type | Description |
int |
RRF_FIELD_NUMBER
public static final int RRF_FIELD_NUMBER
Field Value | |
---|---|
Type | Description |
int |
Static Methods
getDefaultInstance()
public static FindNeighborsRequest.Query getDefaultInstance()
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
getDescriptor()
public static final Descriptors.Descriptor getDescriptor()
Returns | |
---|---|
Type | Description |
Descriptor |
newBuilder()
public static FindNeighborsRequest.Query.Builder newBuilder()
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query.Builder |
newBuilder(FindNeighborsRequest.Query prototype)
public static FindNeighborsRequest.Query.Builder newBuilder(FindNeighborsRequest.Query prototype)
Parameter | |
---|---|
Name | Description |
prototype |
FindNeighborsRequest.Query |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query.Builder |
parseDelimitedFrom(InputStream input)
public static FindNeighborsRequest.Query parseDelimitedFrom(InputStream input)
Parameter | |
---|---|
Name | Description |
input |
InputStream |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
IOException |
parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
public static FindNeighborsRequest.Query parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
input |
InputStream |
extensionRegistry |
ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(byte[] data)
public static FindNeighborsRequest.Query parseFrom(byte[] data)
Parameter | |
---|---|
Name | Description |
data |
byte[] |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)
public static FindNeighborsRequest.Query parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
data |
byte[] |
extensionRegistry |
ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(ByteString data)
public static FindNeighborsRequest.Query parseFrom(ByteString data)
Parameter | |
---|---|
Name | Description |
data |
ByteString |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)
public static FindNeighborsRequest.Query parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
data |
ByteString |
extensionRegistry |
ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(CodedInputStream input)
public static FindNeighborsRequest.Query parseFrom(CodedInputStream input)
Parameter | |
---|---|
Name | Description |
input |
CodedInputStream |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
public static FindNeighborsRequest.Query parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
input |
CodedInputStream |
extensionRegistry |
ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(InputStream input)
public static FindNeighborsRequest.Query parseFrom(InputStream input)
Parameter | |
---|---|
Name | Description |
input |
InputStream |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
public static FindNeighborsRequest.Query parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
input |
InputStream |
extensionRegistry |
ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
IOException |
parseFrom(ByteBuffer data)
public static FindNeighborsRequest.Query parseFrom(ByteBuffer data)
Parameter | |
---|---|
Name | Description |
data |
ByteBuffer |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)
public static FindNeighborsRequest.Query parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)
Parameters | |
---|---|
Name | Description |
data |
ByteBuffer |
extensionRegistry |
ExtensionRegistryLite |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
Exceptions | |
---|---|
Type | Description |
InvalidProtocolBufferException |
parser()
public static Parser<FindNeighborsRequest.Query> parser()
Returns | |
---|---|
Type | Description |
Parser<Query> |
Methods
equals(Object obj)
public boolean equals(Object obj)
Parameter | |
---|---|
Name | Description |
obj |
Object |
Returns | |
---|---|
Type | Description |
boolean |
getApproximateNeighborCount()
public int getApproximateNeighborCount()
The number of neighbors to find via approximate search before exact reordering is performed. If not set, the default value from scam config is used; if set, this value must be > 0.
int32 approximate_neighbor_count = 4;
Returns | |
---|---|
Type | Description |
int |
The approximateNeighborCount. |
getDatapoint()
public IndexDatapoint getDatapoint()
Required. The datapoint/vector whose nearest neighbors should be searched for.
.google.cloud.aiplatform.v1beta1.IndexDatapoint datapoint = 1 [(.google.api.field_behavior) = REQUIRED];
Returns | |
---|---|
Type | Description |
IndexDatapoint |
The datapoint. |
getDatapointOrBuilder()
public IndexDatapointOrBuilder getDatapointOrBuilder()
Required. The datapoint/vector whose nearest neighbors should be searched for.
.google.cloud.aiplatform.v1beta1.IndexDatapoint datapoint = 1 [(.google.api.field_behavior) = REQUIRED];
Returns | |
---|---|
Type | Description |
IndexDatapointOrBuilder |
getDefaultInstanceForType()
public FindNeighborsRequest.Query getDefaultInstanceForType()
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query |
getFractionLeafNodesToSearchOverride()
public double getFractionLeafNodesToSearchOverride()
The fraction of the number of leaves to search, set at query time allows user to tune search performance. This value increase result in both search accuracy and latency increase. The value should be between 0.0 and 1.0. If not set or set to 0.0, query uses the default value specified in NearestNeighborSearchConfig.TreeAHConfig.fraction_leaf_nodes_to_search.
double fraction_leaf_nodes_to_search_override = 5;
Returns | |
---|---|
Type | Description |
double |
The fractionLeafNodesToSearchOverride. |
getNeighborCount()
public int getNeighborCount()
The number of nearest neighbors to be retrieved from database for each query. If not set, will use the default from the service configuration (https://cloud.google.com/vertex-ai/docs/matching-engine/configuring-indexes#nearest-neighbor-search-config).
int32 neighbor_count = 2;
Returns | |
---|---|
Type | Description |
int |
The neighborCount. |
getParserForType()
public Parser<FindNeighborsRequest.Query> getParserForType()
Returns | |
---|---|
Type | Description |
Parser<Query> |
getPerCrowdingAttributeNeighborCount()
public int getPerCrowdingAttributeNeighborCount()
Crowding is a constraint on a neighbor list produced by nearest neighbor search requiring that no more than some value k' of the k neighbors returned have the same value of crowding_attribute. It's used for improving result diversity. This field is the maximum number of matches with the same crowding tag.
int32 per_crowding_attribute_neighbor_count = 3;
Returns | |
---|---|
Type | Description |
int |
The perCrowdingAttributeNeighborCount. |
getRankingCase()
public FindNeighborsRequest.Query.RankingCase getRankingCase()
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query.RankingCase |
getRrf()
public FindNeighborsRequest.Query.RRF getRrf()
Optional. Represents RRF algorithm that combines search results.
.google.cloud.aiplatform.v1beta1.FindNeighborsRequest.Query.RRF rrf = 6 [(.google.api.field_behavior) = OPTIONAL];
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query.RRF |
The rrf. |
getRrfOrBuilder()
public FindNeighborsRequest.Query.RRFOrBuilder getRrfOrBuilder()
Optional. Represents RRF algorithm that combines search results.
.google.cloud.aiplatform.v1beta1.FindNeighborsRequest.Query.RRF rrf = 6 [(.google.api.field_behavior) = OPTIONAL];
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query.RRFOrBuilder |
getSerializedSize()
public int getSerializedSize()
Returns | |
---|---|
Type | Description |
int |
hasDatapoint()
public boolean hasDatapoint()
Required. The datapoint/vector whose nearest neighbors should be searched for.
.google.cloud.aiplatform.v1beta1.IndexDatapoint datapoint = 1 [(.google.api.field_behavior) = REQUIRED];
Returns | |
---|---|
Type | Description |
boolean |
Whether the datapoint field is set. |
hasRrf()
public boolean hasRrf()
Optional. Represents RRF algorithm that combines search results.
.google.cloud.aiplatform.v1beta1.FindNeighborsRequest.Query.RRF rrf = 6 [(.google.api.field_behavior) = OPTIONAL];
Returns | |
---|---|
Type | Description |
boolean |
Whether the rrf field is set. |
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 FindNeighborsRequest.Query.Builder newBuilderForType()
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query.Builder |
newBuilderForType(GeneratedMessageV3.BuilderParent parent)
protected FindNeighborsRequest.Query.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)
Parameter | |
---|---|
Name | Description |
parent |
BuilderParent |
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query.Builder |
newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)
protected Object newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)
Parameter | |
---|---|
Name | Description |
unused |
UnusedPrivateParameter |
Returns | |
---|---|
Type | Description |
Object |
toBuilder()
public FindNeighborsRequest.Query.Builder toBuilder()
Returns | |
---|---|
Type | Description |
FindNeighborsRequest.Query.Builder |
writeTo(CodedOutputStream output)
public void writeTo(CodedOutputStream output)
Parameter | |
---|---|
Name | Description |
output |
CodedOutputStream |
Exceptions | |
---|---|
Type | Description |
IOException |