qdrant

Beta

Available in: Cloud, Self-Managed

Adds items to a Qdrant collection

Introduced in version 4.33.0.

  • Common

  • Advanced

# Common config fields, showing default values
output:
  label: ""
  qdrant:
    max_in_flight: 64
    batching:
      count: 0
      byte_size: 0
      period: ""
      check: ""
    grpc_host: localhost:6334 # No default (required)
    api_token: ""
    collection_name: "" # No default (required)
    id: root = "dc88c126-679f-49f5-ab85-04b77e8c2791" # No default (required)
    vector_mapping: 'root = {"dense_vector": [0.352,0.532,0.754],"sparse_vector": {"indices": [23,325,532],"values": [0.352,0.532,0.532]}, "multi_vector": [[0.352,0.532],[0.352,0.532]]}' # No default (required)
    payload_mapping: root = {}
# All config fields, showing default values
output:
  label: ""
  qdrant:
    max_in_flight: 64
    batching:
      count: 0
      byte_size: 0
      period: ""
      check: ""
      processors: [] # No default (optional)
    grpc_host: localhost:6334 # No default (required)
    api_token: ""
    tls:
      enabled: false
      skip_cert_verify: false
      enable_renegotiation: false
      root_cas: ""
      root_cas_file: ""
      client_certs: []
    collection_name: "" # No default (required)
    id: root = "dc88c126-679f-49f5-ab85-04b77e8c2791" # No default (required)
    vector_mapping: 'root = {"dense_vector": [0.352,0.532,0.754],"sparse_vector": {"indices": [23,325,532],"values": [0.352,0.532,0.532]}, "multi_vector": [[0.352,0.532],[0.352,0.532]]}' # No default (required)
    payload_mapping: root = {}

Performance

This output benefits from sending multiple messages in flight in parallel for improved performance. You can tune the max number of in flight messages (or message batches) with the field max_in_flight.

This output benefits from sending messages as a batch for improved performance. Batches can be formed at both the input and output level. You can find out more in this doc.

Fields

max_in_flight

The maximum number of messages to have in flight at a given time. Increase this to improve throughput.

Type: int

Default: 64

batching

Allows you to configure a batching policy.

Type: object

# Examples

batching:
  byte_size: 5000
  count: 0
  period: 1s

batching:
  count: 10
  period: 1s

batching:
  check: this.contains("END BATCH")
  count: 0
  period: 1m

batching.count

A number of messages at which the batch should be flushed. If 0 disables count based batching.

Type: int

Default: 0

batching.byte_size

An amount of bytes at which the batch should be flushed. If 0 disables size based batching.

Type: int

Default: 0

batching.period

A period in which an incomplete batch should be flushed regardless of its size.

Type: string

Default: ""

# Examples

period: 1s

period: 1m

period: 500ms

batching.check

A Bloblang query that should return a boolean value indicating whether a message should end a batch.

Type: string

Default: ""

# Examples

check: this.type == "end_of_transaction"

batching.processors

A list of processors to apply to a batch as it is flushed. This allows you to aggregate and archive the batch however you see fit. Please note that all resulting messages are flushed as a single batch, therefore splitting the batch into smaller batches using these processors is a no-op.

Type: array

# Examples

processors:
  - archive:
      format: concatenate

processors:
  - archive:
      format: lines

processors:
  - archive:
      format: json_array

grpc_host

The gRPC host of the Qdrant server.

Type: string

# Examples

grpc_host: localhost:6334

grpc_host: xyz-example.eu-central.aws.cloud.qdrant.io:6334

api_token

The Qdrant API token for authentication. Defaults to an empty string.

This field contains sensitive information that usually shouldn’t be added to a configuration directly. For more information, see Secrets.

Type: string

Default: ""

tls

TLS(HTTPS) config to use when connecting

Type: object

tls.enabled

Whether custom TLS settings are enabled.

Type: bool

Default: false

tls.skip_cert_verify

Whether to skip server side certificate verification.

Type: bool

Default: false

tls.enable_renegotiation

Whether to allow the remote server to repeatedly request renegotiation. Enable this option if you’re seeing the error message local error: tls: no renegotiation.

Type: bool

Default: false

Requires version 3.45.0 or newer

tls.root_cas

An optional root certificate authority to use. This is a string, representing a certificate chain from the parent trusted root certificate, to possible intermediate signing certificates, to the host certificate.

This field contains sensitive information that usually shouldn’t be added to a configuration directly. For more information, see Secrets.

Type: string

Default: ""

# Examples

root_cas: |-
  -----BEGIN CERTIFICATE-----
  ...
  -----END CERTIFICATE-----

tls.root_cas_file

An optional path of a root certificate authority file to use. This is a file, often with a .pem extension, containing a certificate chain from the parent trusted root certificate, to possible intermediate signing certificates, to the host certificate.

Type: string

Default: ""

# Examples

root_cas_file: ./root_cas.pem

tls.client_certs

A list of client certificates to use. For each certificate either the fields cert and key, or cert_file and key_file should be specified, but not both.

Type: array

Default: []

# Examples

client_certs:
  - cert: foo
    key: bar

client_certs:
  - cert_file: ./example.pem
    key_file: ./example.key

tls.client_certs[].cert

A plain text certificate to use.

Type: string

Default: ""

tls.client_certs[].key

A plain text certificate key to use.

This field contains sensitive information that usually shouldn’t be added to a configuration directly. For more information, see Secrets.

Type: string

Default: ""

tls.client_certs[].cert_file

The path of a certificate to use.

Type: string

Default: ""

tls.client_certs[].key_file

The path of a certificate key to use.

Type: string

Default: ""

tls.client_certs[].password

A plain text password for when the private key is password encrypted in PKCS#1 or PKCS#8 format. The obsolete pbeWithMD5AndDES-CBC algorithm is not supported for the PKCS#8 format.

Because the obsolete pbeWithMD5AndDES-CBC algorithm does not authenticate the ciphertext, it is vulnerable to padding oracle attacks that can let an attacker recover the plaintext.

This field contains sensitive information that usually shouldn’t be added to a configuration directly. For more information, see Secrets.

Type: string

Default: ""

# Examples

password: foo

password: ${KEY_PASSWORD}

collection_name

The name of the collection in Qdrant. This field supports interpolation functions.

Type: string

id

The ID of the point to insert. Can be a UUID string or positive integer.

Type: string

# Examples

id: root = "dc88c126-679f-49f5-ab85-04b77e8c2791"

id: root = 832

vector_mapping

The mapping to extract the vector from the document.

Type: string

# Examples

vector_mapping: 'root = {"dense_vector": [0.352,0.532,0.754],"sparse_vector": {"indices": [23,325,532],"values": [0.352,0.532,0.532]}, "multi_vector": [[0.352,0.532],[0.352,0.532]]}'

vector_mapping: root = [1.2, 0.5, 0.76]

vector_mapping: root = this.vector

vector_mapping: root = [[0.352,0.532,0.532,0.234],[0.352,0.532,0.532,0.234]]

vector_mapping: 'root = {"some_sparse": {"indices":[23,325,532],"values":[0.352,0.532,0.532]}}'

vector_mapping: 'root = {"some_multi": [[0.352,0.532,0.532,0.234],[0.352,0.532,0.532,0.234]]}'

vector_mapping: 'root = {"some_dense": [0.352,0.532,0.532,0.234]}'

payload_mapping

An optional mapping of message to payload associated with the point.

Type: string

Default: "root = {}"

# Examples

payload_mapping: 'root = {"field": this.value, "field_2": 987}'

payload_mapping: root = metadata()