Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1FindNeighborsRequestQuery

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1beta1/classes.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb

Overview

A query to find a number of the nearest neighbors (most similar vectors) of a vector.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1FindNeighborsRequestQuery

Returns a new instance of GoogleCloudAiplatformV1beta1FindNeighborsRequestQuery.



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12375

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#approximate_neighbor_count ⇒ Fixnum

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. Corresponds to the JSON property approximateNeighborCount

Returns:

  • (Fixnum) 


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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12337

def approximate_neighbor_count
  @approximate_neighbor_count
end

#datapoint ⇒ Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1IndexDatapoint

A datapoint of Index. Corresponds to the JSON property datapoint

Returns:



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12342

def datapoint
  @datapoint
end

#fraction_leaf_nodes_to_search_override ⇒ Float

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. Corresponds to the JSON property fractionLeafNodesToSearchOverride

Returns:

  • (Float) 


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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12351

def fraction_leaf_nodes_to_search_override
  @fraction_leaf_nodes_to_search_override
end

#neighbor_count ⇒ Fixnum

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). Corresponds to the JSON property neighborCount

Returns:

  • (Fixnum) 


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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12359

def neighbor_count
  @neighbor_count
end

#per_crowding_attribute_neighbor_count ⇒ Fixnum

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. Corresponds to the JSON property perCrowdingAttributeNeighborCount

Returns:

  • (Fixnum) 


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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12368

def per_crowding_attribute_neighbor_count
  @per_crowding_attribute_neighbor_count
end

#rrf ⇒ Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1FindNeighborsRequestQueryRrf

Parameters for RRF algorithm that combines search results. Corresponds to the JSON property rrf

Returns:



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12373

def rrf
  @rrf
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12380

def update!(**args)
  @approximate_neighbor_count = args[:approximate_neighbor_count] if args.key?(:approximate_neighbor_count)
  @datapoint = args[:datapoint] if args.key?(:datapoint)
  @fraction_leaf_nodes_to_search_override = args[:fraction_leaf_nodes_to_search_override] if args.key?(:fraction_leaf_nodes_to_search_override)
  @neighbor_count = args[:neighbor_count] if args.key?(:neighbor_count)
  @per_crowding_attribute_neighbor_count = args[:per_crowding_attribute_neighbor_count] if args.key?(:per_crowding_attribute_neighbor_count)
  @rrf = args[:rrf] if args.key?(:rrf)
end