Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class NearestNeighborQuery.
A query to find a number of similar entities.
Generated from protobuf message google.cloud.aiplatform.v1.NearestNeighborQuery
Namespace
Google \ Cloud \ AIPlatform \ V1Methods
__construct
Constructor.
Parameters | |
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Name | Description |
data |
array
Optional. Data for populating the Message object. |
↳ entity_id |
string
Optional. The entity id whose similar entities should be searched for. If embedding is set, search will use embedding instead of entity_id. |
↳ embedding |
NearestNeighborQuery\Embedding
Optional. The embedding vector that be used for similar search. |
↳ neighbor_count |
int
Optional. The number of similar entities to be retrieved from feature view for each query. |
↳ string_filters |
array<NearestNeighborQuery\StringFilter>
Optional. The list of string filters. |
↳ numeric_filters |
array<NearestNeighborQuery\NumericFilter>
Optional. The list of numeric filters. |
↳ per_crowding_attribute_neighbor_count |
int
Optional. Crowding is a constraint on a neighbor list produced by nearest neighbor search requiring that no more than sper_crowding_attribute_neighbor_count of the k neighbors returned have the same value of crowding_attribute. It's used for improving result diversity. |
↳ parameters |
NearestNeighborQuery\Parameters
Optional. Parameters that can be set to tune query on the fly. |
getEntityId
Optional. The entity id whose similar entities should be searched for.
If embedding is set, search will use embedding instead of entity_id.
Returns | |
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Type | Description |
string |
hasEntityId
setEntityId
Optional. The entity id whose similar entities should be searched for.
If embedding is set, search will use embedding instead of entity_id.
Parameter | |
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Name | Description |
var |
string
|
Returns | |
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Type | Description |
$this |
getEmbedding
Optional. The embedding vector that be used for similar search.
Returns | |
---|---|
Type | Description |
NearestNeighborQuery\Embedding|null |
hasEmbedding
setEmbedding
Optional. The embedding vector that be used for similar search.
Parameter | |
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Name | Description |
var |
NearestNeighborQuery\Embedding
|
Returns | |
---|---|
Type | Description |
$this |
getNeighborCount
Optional. The number of similar entities to be retrieved from feature view for each query.
Returns | |
---|---|
Type | Description |
int |
setNeighborCount
Optional. The number of similar entities to be retrieved from feature view for each query.
Parameter | |
---|---|
Name | Description |
var |
int
|
Returns | |
---|---|
Type | Description |
$this |
getStringFilters
Optional. The list of string filters.
Returns | |
---|---|
Type | Description |
Google\Protobuf\Internal\RepeatedField |
setStringFilters
Optional. The list of string filters.
Parameter | |
---|---|
Name | Description |
var |
array<NearestNeighborQuery\StringFilter>
|
Returns | |
---|---|
Type | Description |
$this |
getNumericFilters
Optional. The list of numeric filters.
Returns | |
---|---|
Type | Description |
Google\Protobuf\Internal\RepeatedField |
setNumericFilters
Optional. The list of numeric filters.
Parameter | |
---|---|
Name | Description |
var |
array<NearestNeighborQuery\NumericFilter>
|
Returns | |
---|---|
Type | Description |
$this |
getPerCrowdingAttributeNeighborCount
Optional. Crowding is a constraint on a neighbor list produced by nearest neighbor search requiring that no more than sper_crowding_attribute_neighbor_count of the k neighbors returned have the same value of crowding_attribute. It's used for improving result diversity.
Returns | |
---|---|
Type | Description |
int |
setPerCrowdingAttributeNeighborCount
Optional. Crowding is a constraint on a neighbor list produced by nearest neighbor search requiring that no more than sper_crowding_attribute_neighbor_count of the k neighbors returned have the same value of crowding_attribute. It's used for improving result diversity.
Parameter | |
---|---|
Name | Description |
var |
int
|
Returns | |
---|---|
Type | Description |
$this |
getParameters
Optional. Parameters that can be set to tune query on the fly.
Returns | |
---|---|
Type | Description |
NearestNeighborQuery\Parameters|null |
hasParameters
clearParameters
setParameters
Optional. Parameters that can be set to tune query on the fly.
Parameter | |
---|---|
Name | Description |
var |
NearestNeighborQuery\Parameters
|
Returns | |
---|---|
Type | Description |
$this |
getInstance
Returns | |
---|---|
Type | Description |
string |