QueryVectors
Note
Amazon S3 Vectors is in preview release for Amazon S3 and is subject to change.
Performs an approximate nearest neighbor search query in a vector index using a query vector. By default, it returns the keys of approximate nearest neighbors. You can optionally include the computed distance (between the query vector and each vector in the response), the vector data, and metadata of each vector in the response.
To specify the vector index, you can either use both the vector bucket name and the vector index name, or use the vector index Amazon Resource Name (ARN).
- Permissions
-
You must have the
s3vectors:QueryVectors
permission to use this operation. Additional permissions are required based on the request parameters you specify:-
With only
s3vectors:QueryVectors
permission, you can retrieve vector keys of approximate nearest neighbors and computed distances between these vectors. This permission is sufficient only when you don't set any metadata filters and don't request vector data or metadata (by keeping thereturnMetadata
parameter set tofalse
or not specified). -
If you specify a metadata filter or set
returnMetadata
to true, you must have boths3vectors:QueryVectors
ands3vectors:GetVectors
permissions. The request fails with a403 Forbidden error
if you request metadata filtering, vector data, or metadata without thes3vectors:GetVectors
permission.
-
Request Syntax
POST /QueryVectors HTTP/1.1
Content-type: application/json
{
"filter": JSON value
,
"indexArn": "string
",
"indexName": "string
",
"queryVector": { ... },
"returnDistance": boolean
,
"returnMetadata": boolean
,
"topK": number
,
"vectorBucketName": "string
"
}
URI Request Parameters
The request does not use any URI parameters.
Request Body
The request accepts the following data in JSON format.
- filter
-
Metadata filter to apply during the query. For more information about metadata keys, see Metadata filtering in the Amazon S3 User Guide.
Type: JSON value
Required: No
- indexArn
-
The ARN of the vector index that you want to query.
Type: String
Required: No
- indexName
-
The name of the vector index that you want to query.
Type: String
Length Constraints: Minimum length of 3. Maximum length of 63.
Required: No
- queryVector
-
The query vector. Ensure that the query vector has the same dimension as the dimension of the vector index that's being queried. For example, if your vector index contains vectors with 384 dimensions, your query vector must also have 384 dimensions.
Type: VectorData object
Note: This object is a Union. Only one member of this object can be specified or returned.
Required: Yes
- returnDistance
-
Indicates whether to include the computed distance in the response. The default value is
false
.Type: Boolean
Required: No
- returnMetadata
-
Indicates whether to include metadata in the response. The default value is
false
.Type: Boolean
Required: No
- topK
-
The number of results to return for each query.
Type: Integer
Valid Range: Minimum value of 1.
Required: Yes
- vectorBucketName
-
The name of the vector bucket that contains the vector index.
Type: String
Length Constraints: Minimum length of 3. Maximum length of 63.
Required: No
Response Syntax
HTTP/1.1 200
Content-type: application/json
{
"vectors": [
{
"data": { ... },
"distance": number,
"key": "string",
"metadata": JSON value
}
]
}
Response Elements
If the action is successful, the service sends back an HTTP 200 response.
The following data is returned in JSON format by the service.
- vectors
-
The vectors in the approximate nearest neighbor search.
Type: Array of QueryOutputVector objects
Errors
- AccessDeniedException
-
Access denied.
HTTP Status Code: 403
- InternalServerException
-
The request failed due to an internal server error.
HTTP Status Code: 500
- KmsDisabledException
-
The specified AWS KMS key isn't enabled.
HTTP Status Code: 400
- KmsInvalidKeyUsageException
-
The request was rejected for one of the following reasons:
-
The
KeyUsage
value of the KMS key is incompatible with the API operation. -
The encryption algorithm or signing algorithm specified for the operation is incompatible with the type of key material in the KMS key (
KeySpec
).
For more information, see InvalidKeyUsageException in the AWS Key Management Service API Reference.
HTTP Status Code: 400
-
- KmsInvalidStateException
-
The key state of the KMS key isn't compatible with the operation.
For more information, see KMSInvalidStateException in the AWS Key Management Service API Reference.
HTTP Status Code: 400
- KmsNotFoundException
-
The KMS key can't be found.
HTTP Status Code: 400
- NotFoundException
-
The request was rejected because the specified resource can't be found.
HTTP Status Code: 404
- ServiceQuotaExceededException
-
Your request exceeds a service quota.
HTTP Status Code: 402
- ServiceUnavailableException
-
The service is unavailable. Wait briefly and retry your request. If it continues to fail, increase your waiting time between retries.
HTTP Status Code: 503
- TooManyRequestsException
-
The request was denied due to request throttling.
HTTP Status Code: 429
- ValidationException
-
The requested action isn't valid.
HTTP Status Code: 400
See Also
For more information about using this API in one of the language-specific AWS SDKs, see the following: