OpenSearch Vector Store

The OpenSearchVector class provides vector search using OpenSearch, a powerful open-source search and analytics engine. It leverages OpenSearch's k-NN capabilities to perform efficient vector similarity search.

Constructor Options

url:

string

OpenSearch connection URL (e.g., 'http://localhost:9200')

Methods

createIndex()

Creates a new index with the specified configuration.

indexName:

string

The name of the index to create

dimension:

number

The dimension of the vectors to be stored in the index

metric?:

'cosine' | 'euclidean' | 'dotproduct'

= 'cosine'

The distance metric to use for vector similarity

listIndexes()

Lists all indexes in the OpenSearch instance.

Returns: Promise<string[]>

describeIndex()

Gets information about an index.

indexName:

string

The name of the index to describe

deleteIndex()

indexName:

string

The name of the index to delete

upsert()

indexName:

string

The name of the index to upsert vectors into

vectors:

number[][]

Array of vector embeddings to insert

metadata?:

Record<string, any>[]

Array of metadata objects corresponding to each vector

ids?:

string[]

Optional array of IDs for the vectors. If not provided, random IDs will be generated

query()

indexName:

string

The name of the index to query

queryVector:

number[]

The query vector to find similar vectors for

topK?:

number

= 10

The number of results to return

filter?:

VectorFilter

Optional filter to apply to the query (MongoDB-style query syntax)

updateVector()

Update a single vector by ID or by metadata filter. Either id or filter must be provided, but not both.

indexName:

string

The name of the index to update vectors in

id?:

string

The ID of the vector to update (mutually exclusive with filter)

filter?:

Record<string, any>

Metadata filter to identify vector(s) to update (mutually exclusive with id)

update:

{ vector?: number[]; metadata?: Record<string, any>; }

Object containing the vector and/or metadata to update

deleteVector()

Deletes a single vector by its ID from the index.

indexName:

string

The name of the index to delete the vector from

id:

string

The ID of the vector to delete

deleteVectors()

Delete multiple vectors by IDs or by metadata filter. Either ids or filter must be provided, but not both.

indexName:

string

Name of the index containing the vectors to delete

ids?:

string[]

Array of vector IDs to delete (mutually exclusive with filter)

filter?:

Record<string, any>

Metadata filter to identify vectors to delete (mutually exclusive with ids)

Related

• Metadata Filters