avs updates

Author: rustagir

examples/src/test/kotlin/AggregatesBuilderTest.kt

@@ -28,7 +28,6 @@ import com.mongodb.client.model.geojson.Position
 import com.mongodb.client.model.search.SearchOperator
 import com.mongodb.client.model.search.SearchOptions
 import com.mongodb.client.model.search.SearchPath
-import com.mongodb.client.model.search.VectorSearchOptions
 import com.mongodb.client.model.search.VectorSearchOptions.exactVectorSearchOptions
 import com.mongodb.kotlin.client.coroutine.MongoClient
 import config.getConfig

source/fundamentals/builders/aggregates.txt

@@ -932,13 +932,12 @@ The example in this section uses data modeled with the following Kotlin data cla
    :language: kotlin
 
 This example shows how to build an aggregation pipeline that uses the
-``vectorSearch()`` method to perform a vector search with the following
+``vectorSearch()`` method to perform an exact vector search with the following
 specifications:
 
 - Searches ``plotEmbedding`` field values by using vector embeddings of a
   string value
 - Uses the ``mflix_movies_embedding_index`` vector search index
-- Considers up to 2 nearest neighbors
 - Returns 1 document
 - Filters for documents in which the ``year`` value is at least ``2016``
 

source/whats-new.txt

@@ -35,6 +35,11 @@ improvements, and fixes:
 
       :ref:`kotlin-search-indexes` in the Indexes guide
 
+.. TODO blocked on https://github.com/10gen/docs-shared/pull/85
+.. .. replacement:: vector-search-link
+..
+..    :ref:`kotlin-atlas-vector-search` in the Aggregates Builders guide
+
 - Adds support for serializers from the ``kotlinx-datetime`` library
   that let you map {+language+} date and time types to BSON as the
   expected types instead of as strings. To learn more, see the