Qdrant

The Qdrant component is a data component that allows users to build and search vector datasets. It can carry out the following tasks:

Vector Search
Batch Upsert
Upsert
Delete
Create Collection
Delete Collection

Release Stage

Alpha

Configuration

The component definition and tasks are defined in the definition.yaml and tasks.yaml files respectively.

Setup

In order to communicate with Qdrant, the following connection details need to be provided. You may specify them directly in a pipeline recipe as key-value pairs within the component's setup block, or you can create a Connection from the Integration Settings page and reference the whole setup as setup: ${connection.<my-connection-id>}.

Field	Field ID	Type	Note
API Key (required)	`api-key`	string	Fill in your Qdrant API key. Please refer to clusters in Qdrant data access control.
Qdrant URL Endpoint (required)	`url`	string	Fill in your Qdrant URL endpoint. Please refer to clusters in Qdrant cluster details.

Supported Tasks

Vector Search

Perform a vector search on a collection

Input	Field ID	Type	Description
Task ID (required)	`task`	string	`TASK_VECTOR_SEARCH`
Collection Name (required)	`collection-name`	string	The name of the collection to perform vector similarity search on.
Vector (required)	`vector`	array[number]	An array of dimensions for the vector query.
Limit (required)	`limit`	integer	The limit of points, empty for all points.
Payloads	`payloads`	array[string]	The payloads to return in the points. If empty then all payloads will be returned.
Filter	`filter`	object	The properties filter to be applied to the data with Qdrant filter, please refer to filter section.
Params	`params`	object	The additional parameters to be passed to the search, please refer to params section.
Min Score	`min-score`	number	The minimum score of the points to be returned.

Output	Field ID	Type	Description
Result	`result`	object	Result of the vector search operation.
Status	`status`	string	Vector search status.

Output Objects in Vector Search

Result

Field	Field ID	Type	Note
IDs	`ids`	array	The ids returned from the vector search operation.
Metadata	`metadata`	array	The metadata returned from the vector search operation.
Points	`points`	array	The points returned from the vector search operation.
Vectors	`vectors`	array	The vectors returned from the vector search operation.

Batch Upsert

Insert multiple vector points into a collection

Input	Field ID	Type	Description
Task ID (required)	`task`	string	`TASK_BATCH_UPSERT`
Collection Name (required)	`collection-name`	string	The name of the collection to upsert the point into.
Array ID (required)	`array-id`	array[string]	The array of id.
Array Metadata	`array-metadata`	array[object]	The array of vector metadata payload.
Array Vector (required)	`array-vector`	array[array]	The array of vector values.
Ordering	`ordering`	string	The ordering guarantees of the batch upsert. Enum values `weak` `medium` `strong`

Output	Field ID	Type	Description
Status	`status`	string	Batch upsert status.

Upsert

Upsert a vector point into a collection

Input	Field ID	Type	Description
Task ID (required)	`task`	string	`TASK_UPSERT`
Collection Name (required)	`collection-name`	string	The name of the collection to upsert the point into.
ID (required)	`id`	string	The ID of the point.
Metadata	`metadata`	object	The vector metadata payload.
Vector (required)	`vector`	array[number]	An array of dimensions for the vector value.
Ordering	`ordering`	string	The ordering guarantees of the batch upsert. Enum values `weak` `medium` `strong`

Output	Field ID	Type	Description
Status	`status`	string	Upsert status.

Delete

Delete vector points from a collection

Input	Field ID	Type	Description
Task ID (required)	`task`	string	`TASK_DELETE`
Collection Name (required)	`collection-name`	string	The name of the collection to delete the object from.
ID	`id`	string	The ID of the point.
Filter	`filter`	object	The properties filter to be applied to the data with Qdrant filter, please refer to filter section.
Ordering	`ordering`	string	The ordering guarantees of the batch upsert. Enum values `weak` `medium` `strong`

Output	Field ID	Type	Description
Status	`status`	string	Delete status.

Create Collection

Create a collection

Input	Field ID	Type	Description
Task ID (required)	`task`	string	`TASK_CREATE_COLLECTION`
Collection Name (required)	`collection-name`	string	The name of the collection to create.
Config (required)	`config`	object	The configuration of the collection. Please refer to here.

Output	Field ID	Type	Description
Status	`status`	string	Create collection status.

Delete Collection

Delete a collection

Input	Field ID	Type	Description
Task ID (required)	`task`	string	`TASK_DELETE_COLLECTION`
Collection Name (required)	`collection-name`	string	The name of the collection to delete.

Output	Field ID	Type	Description
Status	`status`	string	Delete collection status.