Qdrant Collections API

openapi: 3.2.0
info:
  title: Qdrant Aliases Collections API
  description: "API description for Qdrant vector search engine.\n\nThis document describes CRUD and search operations on collections of points (vectors with payload).\n\nQdrant supports any combinations of `should`, `min_should`, `must` and `must_not` conditions, which makes it possible to use in applications when object could not be described solely by vector. It could be location features, availability flags, and other custom properties businesses should take into account.\n## Examples\nThis examples cover the most basic use-cases - collection creation and basic vector search.\n### Create collection\nFirst - let's create a collection with dot-production metric.\n```\ncurl -X PUT 'http://localhost:6333/collections/test_collection' \\\n  -H 'Content-Type: application/json' \\\n  --data-raw '{\n    \"vectors\": {\n      \"size\": 4,\n      \"distance\": \"Dot\"\n    }\n  }'\n\n```\nExpected response:\n```\n{\n    \"result\": true,\n    \"status\": \"ok\",\n    \"time\": 0.031095451\n}\n```\nWe can ensure that collection was created:\n```\ncurl 'http://localhost:6333/collections/test_collection'\n```\nExpected response:\n```\n{\n  \"result\": {\n    \"status\": \"green\",\n    \"segments_count\": 5,\n    \"disk_data_size\": 0,\n    \"ram_data_size\": 0,\n    \"config\": {\n      \"params\": {\n        \"vectors\": {\n          \"size\": 4,\n          \"distance\": \"Dot\"\n        }\n      },\n      \"hnsw_config\": {\n        \"m\": 16,\n        \"ef_construct\": 100,\n        \"full_scan_threshold\": 10000\n      },\n      \"optimizer_config\": {\n        \"deleted_threshold\": 0.2,\n        \"vacuum_min_vector_number\": 1000,\n        \"default_segment_number\": 2,\n        \"max_segment_size\": null,\n        \"memmap_threshold\": null,\n        \"indexing_threshold\": 20000,\n        \"flush_interval_sec\": 5,\n        \"max_optimization_threads\": null\n      },\n      \"wal_config\": {\n        \"wal_capacity_mb\": 32,\n        \"wal_segments_ahead\": 0\n      }\n    }\n  },\n  \"status\": \"ok\",\n  \"time\": 2.1199e-05\n}\n```\n\n### Add points\nLet's now add vectors with some payload:\n```\ncurl -L -X PUT 'http://localhost:6333/collections/test_collection/points?wait=true' \\ -H 'Content-Type: application/json' \\ --data-raw '{\n  \"points\": [\n    {\"id\": 1, \"vector\": [0.05, 0.61, 0.76, 0.74], \"payload\": {\"city\": \"Berlin\"}},\n    {\"id\": 2, \"vector\": [0.19, 0.81, 0.75, 0.11], \"payload\": {\"city\": [\"Berlin\", \"London\"] }},\n    {\"id\": 3, \"vector\": [0.36, 0.55, 0.47, 0.94], \"payload\": {\"city\": [\"Berlin\", \"Moscow\"] }},\n    {\"id\": 4, \"vector\": [0.18, 0.01, 0.85, 0.80], \"payload\": {\"city\": [\"London\", \"Moscow\"] }},\n    {\"id\": 5, \"vector\": [0.24, 0.18, 0.22, 0.44], \"payload\": {\"count\": [0]}},\n    {\"id\": 6, \"vector\": [0.35, 0.08, 0.11, 0.44]}\n  ]\n}'\n```\nExpected response:\n```\n{\n    \"result\": {\n        \"operation_id\": 0,\n        \"status\": \"completed\"\n    },\n    \"status\": \"ok\",\n    \"time\": 0.000206061\n}\n```\n### Search with filtering\nLet's start with a basic request:\n```\ncurl -L -X POST 'http://localhost:6333/collections/test_collection/points/search' \\ -H 'Content-Type: application/json' \\ --data-raw '{\n    \"vector\": [0.2,0.1,0.9,0.7],\n    \"top\": 3\n}'\n```\nExpected response:\n```\n{\n    \"result\": [\n        { \"id\": 4, \"score\": 1.362, \"payload\": null, \"version\": 0 },\n        { \"id\": 1, \"score\": 1.273, \"payload\": null, \"version\": 0 },\n        { \"id\": 3, \"score\": 1.208, \"payload\": null, \"version\": 0 }\n    ],\n    \"status\": \"ok\",\n    \"time\": 0.000055785\n}\n```\nBut result is different if we add a filter:\n```\ncurl -L -X POST 'http://localhost:6333/collections/test_collection/points/search' \\ -H 'Content-Type: application/json' \\ --data-raw '{\n    \"filter\": {\n        \"should\": [\n            {\n                \"key\": \"city\",\n                \"match\": {\n                    \"value\": \"London\"\n                }\n            }\n        ]\n    },\n    \"vector\": [0.2, 0.1, 0.9, 0.7],\n    \"top\": 3\n}'\n```\nExpected response:\n```\n{\n    \"result\": [\n        { \"id\": 4, \"score\": 1.362, \"payload\": null, \"version\": 0 },\n        { \"id\": 2, \"score\": 0.871, \"payload\": null, \"version\": 0 }\n    ],\n    \"status\": \"ok\",\n    \"time\": 0.000093972\n}\n```\n"
  contact:
    email: andrey@vasnetsov.com
  license:
    name: Apache 2.0
    url: http://www.apache.org/licenses/LICENSE-2.0.html
  version: master
servers:
- url: '{protocol}://{hostname}:{port}'
  variables:
    protocol:
      enum:
      - http
      - https
      default: http
    hostname:
      default: localhost
    port:
      default: '6333'
security:
- api-key: []
- bearerAuth: []
- {}
tags:
- name: Collections
  description: Searchable collections of points.
paths:
  /collections:
    get:
      tags:
      - Collections
      summary: List collections
      description: Get list name of all existing collections
      operationId: get_collections
      responses:
        default:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        4XX:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '200':
          description: successful operation
          content:
            application/json:
              schema:
                type: object
                properties:
                  usage:
                    default: null
                    anyOf:
                    - $ref: '#/components/schemas/Usage'
                    - {}
                  time:
                    type: number
                    format: float
                    description: Time spent to process this request
                    example: 0.002
                  status:
                    type: string
                    example: ok
                  result:
                    $ref: '#/components/schemas/CollectionsResponse'
  /collections/{collection_name}:
    get:
      tags:
      - Collections
      summary: Collection info
      description: Get detailed information about specified existing collection
      operationId: get_collection
      parameters:
      - name: collection_name
        in: path
        description: Name of the collection to retrieve
        required: true
        schema:
          type: string
      responses:
        default:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        4XX:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '200':
          description: successful operation
          content:
            application/json:
              schema:
                type: object
                properties:
                  usage:
                    default: null
                    anyOf:
                    - $ref: '#/components/schemas/Usage'
                    - {}
                  time:
                    type: number
                    format: float
                    description: Time spent to process this request
                    example: 0.002
                  status:
                    type: string
                    example: ok
                  result:
                    $ref: '#/components/schemas/CollectionInfo'
    put:
      tags:
      - Collections
      summary: Create collection
      description: Create new collection with given parameters
      operationId: create_collection
      requestBody:
        description: Parameters of a new collection
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/CreateCollection'
      parameters:
      - name: collection_name
        in: path
        description: Name of the new collection
        required: true
        schema:
          type: string
      - name: timeout
        in: query
        description: 'Wait for operation commit timeout in seconds.

          If timeout is reached - request will return with service error.

          '
        schema:
          type: integer
      responses:
        default:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        4XX:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '200':
          description: successful operation
          content:
            application/json:
              schema:
                type: object
                properties:
                  usage:
                    default: null
                    anyOf:
                    - $ref: '#/components/schemas/Usage'
                    - {}
                  time:
                    type: number
                    format: float
                    description: Time spent to process this request
                    example: 0.002
                  status:
                    type: string
                    example: ok
                  result:
                    type: boolean
    patch:
      tags:
      - Collections
      summary: Update collection parameters
      description: Update parameters of the existing collection
      operationId: update_collection
      requestBody:
        description: New parameters
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/UpdateCollection'
      parameters:
      - name: collection_name
        in: path
        description: Name of the collection to update
        required: true
        schema:
          type: string
      - name: timeout
        in: query
        description: 'Wait for operation commit timeout in seconds.

          If timeout is reached - request will return with service error.

          '
        schema:
          type: integer
      responses:
        default:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        4XX:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '200':
          description: successful operation
          content:
            application/json:
              schema:
                type: object
                properties:
                  usage:
                    default: null
                    anyOf:
                    - $ref: '#/components/schemas/Usage'
                    - {}
                  time:
                    type: number
                    format: float
                    description: Time spent to process this request
                    example: 0.002
                  status:
                    type: string
                    example: ok
                  result:
                    type: boolean
    delete:
      tags:
      - Collections
      summary: Delete collection
      description: Drop collection and all associated data
      operationId: delete_collection
      parameters:
      - name: collection_name
        in: path
        description: Name of the collection to delete
        required: true
        schema:
          type: string
      - name: timeout
        in: query
        description: 'Wait for operation commit timeout in seconds.

          If timeout is reached - request will return with service error.

          '
        schema:
          type: integer
      responses:
        default:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        4XX:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '200':
          description: successful operation
          content:
            application/json:
              schema:
                type: object
                properties:
                  usage:
                    default: null
                    anyOf:
                    - $ref: '#/components/schemas/Usage'
                    - {}
                  time:
                    type: number
                    format: float
                    description: Time spent to process this request
                    example: 0.002
                  status:
                    type: string
                    example: ok
                  result:
                    type: boolean
  /collections/{collection_name}/exists:
    get:
      tags:
      - Collections
      summary: Check the existence of a collection
      description: Returns "true" if the given collection name exists, and "false" otherwise
      operationId: collection_exists
      parameters:
      - name: collection_name
        in: path
        description: Name of the collection
        required: true
        schema:
          type: string
      responses:
        default:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        4XX:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '200':
          description: successful operation
          content:
            application/json:
              schema:
                type: object
                properties:
                  usage:
                    default: null
                    anyOf:
                    - $ref: '#/components/schemas/Usage'
                    - {}
                  time:
                    type: number
                    format: float
                    description: Time spent to process this request
                    example: 0.002
                  status:
                    type: string
                    example: ok
                  result:
                    $ref: '#/components/schemas/CollectionExistence'
  /collections/{collection_name}/optimizations:
    get:
      tags:
      - Collections
      summary: Get optimization progress
      description: Get progress of ongoing and completed optimizations for a collection
      operationId: get_optimizations
      parameters:
      - name: collection_name
        in: path
        description: Name of the collection
        required: true
        schema:
          type: string
      - name: with
        in: query
        description: 'Comma-separated list of optional fields to include in the response.

          Possible values: queued, completed, idle_segments.'
        required: false
        schema:
          type: string
      - name: completed_limit
        in: query
        description: 'Maximum number of completed optimizations to return.

          Ignored if `completed` is not in the `with` parameter.'
        required: false
        schema:
          type: integer
          minimum: 0
          default: 16
      responses:
        default:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        4XX:
          description: error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '200':
          description: successful operation
          content:
            application/json:
              schema:
                type: object
                properties:
                  usage:
                    default: null
                    anyOf:
                    - $ref: '#/components/schemas/Usage'
                    - {}
                  time:
                    type: number
                    format: float
                    description: Time spent to process this request
                    example: 0.002
                  status:
                    type: string
                    example: ok
                  result:
                    $ref: '#/components/schemas/OptimizationsResponse'
components:
  schemas:
    PayloadIndexInfo:
      description: Display payload field type & index information
      type: object
      required:
      - data_type
      - points
      properties:
        data_type:
          $ref: '#/components/schemas/PayloadSchemaType'
        params:
          anyOf:
          - $ref: '#/components/schemas/PayloadSchemaParams'
          - {}
        points:
          description: Number of points indexed with this index
          type: integer
          format: uint
          minimum: 0
    HnswConfig:
      description: Config of HNSW index
      type: object
      required:
      - ef_construct
      - full_scan_threshold
      - m
      properties:
        m:
          description: Number of edges per node in the index graph. Larger the value - more accurate the search, more space required.
          type: integer
          format: uint
          minimum: 0
        ef_construct:
          description: Number of neighbours to consider during the index building. Larger the value - more accurate the search, more time required to build index.
          type: integer
          format: uint
          minimum: 4
        full_scan_threshold:
          description: 'Minimal size threshold (in KiloBytes) below which full-scan is preferred over HNSW search. This measures the total size of vectors being queried against. When the maximum estimated amount of points that a condition satisfies is smaller than `full_scan_threshold_kb`, the query planner will use full-scan search instead of HNSW index traversal for better performance. Note: 1Kb = 1 vector of size 256'
          type: integer
          format: uint
          minimum: 0
        max_indexing_threads:
          description: Number of parallel threads used for background index building. If 0 - automatically select from 8 to 16. Best to keep between 8 and 16 to prevent likelihood of slow building or broken/inefficient HNSW graphs. On small CPUs, less threads are used.
          default: 0
          type: integer
          format: uint
          minimum: 0
        on_disk:
          description: 'Store HNSW index on disk. If set to false, index will be stored in RAM. Default: false'
          type:
          - boolean
          - 'null'
        payload_m:
          description: Custom M param for hnsw graph built for payload index. If not set, default M will be used.
          type:
          - integer
          - 'null'
          format: uint
          minimum: 0
        inline_storage:
          description: 'Store copies of original and quantized vectors within the HNSW index file. Default: false. Enabling this option will trade the search speed for disk usage by reducing amount of random seeks during the search. Requires quantized vectors to be enabled. Multi-vectors are not supported.'
          type:
          - boolean
          - 'null'
    StopwordsSet:
      type: object
      properties:
        languages:
          description: Set of languages to use for stopwords. Multiple pre-defined lists of stopwords can be combined.
          type:
          - array
          - 'null'
          items:
            $ref: '#/components/schemas/Language'
          uniqueItems: true
        custom:
          description: Custom stopwords set. Will be merged with the languages set.
          type:
          - array
          - 'null'
          items:
            type: string
          uniqueItems: true
    VectorsConfigDiff:
      description: 'Vector update params for multiple vectors


        { "vector_name": { "hnsw_config": { "m": 8 } } }'
      type: object
      additionalProperties:
        $ref: '#/components/schemas/VectorParamsDiff'
    BinaryQuantizationQueryEncoding:
      type: string
      enum:
      - default
      - binary
      - scalar4bits
      - scalar8bits
    ModelUsage:
      type: object
      required:
      - tokens
      properties:
        tokens:
          type: integer
          format: uint64
          minimum: 0
    ScalarQuantization:
      type: object
      required:
      - scalar
      properties:
        scalar:
          $ref: '#/components/schemas/ScalarQuantizationConfig'
    SnowballParams:
      type: object
      required:
      - language
      - type
      properties:
        type:
          $ref: '#/components/schemas/Snowball'
        language:
          $ref: '#/components/schemas/SnowballLanguage'
    StrictModeSparse:
      type: object
      properties:
        max_length:
          description: Max length of sparse vector
          type:
          - integer
          - 'null'
          format: uint
          minimum: 1
    BoolIndexParams:
      type: object
      required:
      - type
      properties:
        type:
          $ref: '#/components/schemas/BoolIndexType'
        on_disk:
          description: 'If true, store the index on disk. Default: false.'
          type:
          - boolean
          - 'null'
        enable_hnsw:
          description: 'Enable HNSW graph building for this payload field. If true, builds additional HNSW links (Need payload_m > 0). Default: true.'
          type:
          - boolean
          - 'null'
    ScalarType:
      type: string
      enum:
      - int8
    CompressionRatio:
      type: string
      enum:
      - x4
      - x8
      - x16
      - x32
      - x64
    OptimizationsSummary:
      type: object
      required:
      - idle_segments
      - queued_optimizations
      - queued_points
      - queued_segments
      properties:
        queued_optimizations:
          description: Number of pending optimizations in the queue. Each optimization will take one or more unoptimized segments and produce one optimized segment.
          type: integer
          format: uint
          minimum: 0
        queued_segments:
          description: Number of unoptimized segments in the queue.
          type: integer
          format: uint
          minimum: 0
        queued_points:
          description: Number of points in unoptimized segments in the queue.
          type: integer
          format: uint
          minimum: 0
        idle_segments:
          description: Number of segments that don't require optimization.
          type: integer
          format: uint
          minimum: 0
    SparseVectorsConfig:
      type: object
      additionalProperties:
        $ref: '#/components/schemas/SparseVectorParams'
    VectorParamsDiff:
      type: object
      properties:
        hnsw_config:
          description: Update params for HNSW index. If empty object - it will be unset.
          anyOf:
          - $ref: '#/components/schemas/HnswConfigDiff'
          - {}
        quantization_config:
          description: Update params for quantization. If none - it is left unchanged.
          anyOf:
          - $ref: '#/components/schemas/QuantizationConfigDiff'
          - {}
        on_disk:
          description: If true, vectors are served from disk, improving RAM usage at the cost of latency
          type:
          - boolean
          - 'null'
    Language:
      type: string
      enum:
      - arabic
      - azerbaijani
      - basque
      - bengali
      - catalan
      - chinese
      - danish
      - dutch
      - english
      - finnish
      - french
      - german
      - greek
      - hebrew
      - hinglish
      - hungarian
      - indonesian
      - italian
      - japanese
      - kazakh
      - nepali
      - norwegian
      - portuguese
      - romanian
      - russian
      - slovene
      - spanish
      - swedish
      - tajik
      - turkish
    CollectionParamsDiff:
      type: object
      properties:
        replication_factor:
          description: Number of replicas for each shard
          type:
          - integer
          - 'null'
          format: uint32
          minimum: 1
        write_consistency_factor:
          description: Minimal number successful responses from replicas to consider operation successful
          type:
          - integer
          - 'null'
          format: uint32
          minimum: 1
        read_fan_out_factor:
          description: Fan-out every read request to these many additional remote nodes (and return first available response)
          type:
          - integer
          - 'null'
          format: uint32
          minimum: 0
        read_fan_out_delay_ms:
          description: Delay in milliseconds before sending read requests to remote nodes
          type:
          - integer
          - 'null'
          format: uint64
          minimum: 0
        on_disk_payload:
          description: 'If true - point''s payload will not be stored in memory. It will be read from the disk every time it is requested. This setting saves RAM by (slightly) increasing the response time. Note: those payload values that are involved in filtering and are indexed - remain in RAM.'
          default: null
          type:
          - boolean
          - 'null'
    Distance:
      description: Type of internal tags, build from payload Distance function types used to compare vectors
      type: string
      enum:
      - Cosine
      - Euclid
      - Dot
      - Manhattan
    GeoIndexType:
      type: string
      enum:
      - geo
    Datatype:
      type: string
      enum:
      - float32
      - uint8
      - float16
    FloatIndexParams:
      type: object
      required:
      - type
      properties:
        type:
          $ref: '#/components/schemas/FloatIndexType'
        is_principal:
          description: If true - use this key to organize storage of the collection data. This option assumes that this key will be used in majority of filtered requests.
          type:
          - boolean
          - 'null'
        on_disk:
          description: 'If true, store the index on disk. Default: false.'
          type:
          - boolean
          - 'null'
        enable_hnsw:
          description: 'Enable HNSW graph building for this payload field. If true, builds additional HNSW links (Need payload_m > 0). Default: true.'
          type:
          - boolean
          - 'null'
    BinaryQuantizationEncoding:
      type: string
      enum:
      - one_bit
      - two_bits
      - one_and_half_bits
    MaxOptimizationThreadsSetting:
      type: string
      enum:
      - auto
    Usage:
      description: Usage of the hardware resources, spent to process the request
      type: object
      properties:
        hardware:
          anyOf:
          - $ref: '#/components/schemas/HardwareUsage'
          - {}
        inference:
          anyOf:
          - $ref: '#/components/schemas/InferenceUsage'
          - {}
    StopwordsInterface:
      anyOf:
      - $ref: '#/components/schemas/Language'
      - $ref: '#/components/schemas/StopwordsSet'
    IntegerIndexParams:
      type: object
      required:
      - type
      properties:
        type:
          $ref: '#/components/schemas/IntegerIndexType'
        lookup:
          description: If true - support direct lookups. Default is true.
          type:
          - boolean
          - 'null'
        range:
          description: If true - support ranges filters. Default is true.
          type:
          - boolean
          - 'null'
        is_principal:
          description: If true - use this key to organize storage of the collection data. This option assumes that this key will be used in majority of filtered requests. Default is false.
          type:
          - boolean
          - 'null'
        on_disk:
          description: 'If true, store the index on disk. Default: false. Default is false.'
          type:
          - boolean
          - 'null'
        enable_hnsw:
          description: 'Enable HNSW graph building for this payload field. If true, builds additional HNSW links (Need payload_m > 0). Default: true.'
          type:
          - boolean
          - 'null'
    ProductQuantization:
      type: object
      required:
      - product
      properties:
        product:
          $ref: '#/components/schemas/ProductQuantizationConfig'
    OptimizationsResponse:
      description: Optimizations progress for the collection
      type: object
      required:
      - running
      - summary
      properties:
        summary:
          $ref: '#/components/schemas/OptimizationsSummary'
        running:
          description: Currently running optimizations.
          type: array
          items:
            $ref: '#/components/schemas/Optimization'
        queued:
          description: An estimated queue of pending optimizations. Requires `?with=queued`.
          type:
          - array
          - 'null'
          items:
            $ref: '#/components/schemas/PendingOptimization'
        completed:
          description: Completed optimizations. Requires `?with=completed`. Limited by `?completed_limit=N`.
          type:
          - array
          - 'null'
          items:
            $ref: '#/components/schemas/Optimization'
        idle_segments:
          description: Segments that don't require optimization. Requires `?with=idle_segments`.
          type:
          - array
          - 'null'
          items:
            $ref: '#/components/schemas/OptimizationSegmentInfo'
    IntegerIndexType:
      type: string
      enum:
      - integer
    StrictModeSparseConfigOutput:
      type: object
      additionalProperties:
        $ref: '#/components/schemas/StrictModeSparseOutput'
    CollectionsResponse:
      type: object
      required:
      - collections
      properties:
        collections:
          type: array
          items:
            $ref: '#/components/schemas/CollectionDescription'
      example:
        collections:
        - name: arxiv-title
        - name: arxiv-abstract
        - name: medium-title
        - name: medium-text
    OptimizersConfigDiff:
      type: object
      properties:
        deleted_threshold:
          description: The minimal fraction of deleted vectors in a segment, required to perform segment optimization
          type:
          - number
          - 'null'
          format: double
          maximum: 1
          minimum: 0
        vacuum_min_vector_number:
          description: The minimal number of vectors in a segment, required to perform segment optimization
          type:
          - integer
          - 'null'
          format: uint
          minimum: 100
        default_segment_number:
          description: 'Target amount of segments optimizer will try to keep. Real amount of segments may vary depending on multiple parameters: - Amount of stored points - Current write RPS


            It is recommended to select default number of segments as a factor of the number of search threads, so that each segment would be handled evenly by one of the threads If `default_segment_number = 0`, will be automatically selected by the number of available CPUs'
          type:
          - integer
          - 'null'
          format: uint
          minimum: 0
        max_segment_size:
          description: 'Do not create segments larger this size (in kilobytes). Large segments might require disproportionately long indexation times, therefore it makes sense to limit the size of segments.


            If indexation speed have more priority for your - make this parameter lower. If search speed is more important - make this parameter higher. Note: 1Kb = 1 vector of size 256'
          type:
          - integer
          - 'null'
          format: uint
          minimum: 1
        memmap_threshold:
          description: 'Maximum size (in kilobytes) of vectors to store in-memory per segment. Segments larger than this threshold will be stored as read-only memmapped file.


            Memmap storage is disabled by default, to enable it, set this threshold to a reasonable value.


            To disable memmap storage, set this to `0`.


            Note: 1Kb = 1 vector of size 256


            Deprecated since Qdrant 1.15.0'
          deprecated: true
          type:
          - integer
          - 'null'
          format: uint
          minimum: 0
   

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