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OpenAPI Specification
openapi: 3.2.0
info:
title: Qdrant Aliases Service 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: Service
description: Qdrant service utilities.
paths:
/:
get:
summary: Returns information about the running Qdrant instance
description: Returns information about the running Qdrant instance like version and commit id
operationId: root
tags:
- Service
responses:
'200':
description: Qdrant server version information
content:
application/json:
schema:
$ref: '#/components/schemas/VersionInfo'
4XX:
description: error
/telemetry:
get:
summary: Collect telemetry data
description: Collect telemetry data including app info, system info, collections info, cluster info, configs and statistics
operationId: telemetry
tags:
- Service
parameters:
- name: anonymize
in: query
description: If true, anonymize result
required: false
schema:
type: boolean
- name: details_level
in: query
description: Level of details in telemetry data. Minimal level is 0, maximal is infinity
required: false
schema:
type: integer
minimum: 0
- name: per_collection
in: query
description: If true, include per-collection request statistics in the response
required: false
schema:
type: boolean
- name: timeout
in: query
description: Timeout for this request
required: false
schema:
type: integer
minimum: 1
default: 60
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/TelemetryData'
/metrics:
get:
summary: Collect Prometheus metrics data
description: Collect metrics data including app info, collections info, cluster info and statistics
operationId: metrics
tags:
- Service
parameters:
- name: anonymize
in: query
description: If true, anonymize result
required: false
schema:
type: boolean
- name: per_collection
in: query
description: If true, include per-collection request metrics with a collection label instead of global request metrics
required: false
schema:
type: boolean
- name: timeout
in: query
description: Timeout for this request
required: false
schema:
type: integer
minimum: 1
default: 60
responses:
'200':
description: Metrics data in Prometheus format
content:
text/plain:
schema:
type: string
example: '# HELP app_info information about qdrant server
# TYPE app_info gauge
app_info{name="qdrant",version="0.11.1"} 1
# HELP cluster_enabled is cluster support enabled
# TYPE cluster_enabled gauge
cluster_enabled 0
# HELP collections_total number of collections
# TYPE collections_total gauge
collections_total 1
'
4XX:
description: error
/healthz:
get:
summary: Kubernetes healthz endpoint
description: An endpoint for health checking used in Kubernetes.
operationId: healthz
tags:
- Service
responses:
'200':
description: Healthz response
content:
text/plain:
schema:
type: string
example: healthz check passed
4XX:
description: error
/livez:
get:
summary: Kubernetes livez endpoint
description: An endpoint for health checking used in Kubernetes.
operationId: livez
tags:
- Service
responses:
'200':
description: Healthz response
content:
text/plain:
schema:
type: string
example: healthz check passed
4XX:
description: error
/readyz:
get:
summary: Kubernetes readyz endpoint
description: An endpoint for health checking used in Kubernetes.
operationId: readyz
tags:
- Service
responses:
'200':
description: Healthz response
content:
text/plain:
schema:
type: string
example: healthz check passed
4XX:
description: error
components:
schemas:
ClusterTelemetry:
type: object
required:
- enabled
properties:
enabled:
type: boolean
status:
anyOf:
- $ref: '#/components/schemas/ClusterStatusTelemetry'
- {}
config:
anyOf:
- $ref: '#/components/schemas/ClusterConfigTelemetry'
- {}
peers:
type:
- object
- 'null'
additionalProperties:
$ref: '#/components/schemas/PeerInfo'
peer_metadata:
type:
- object
- 'null'
additionalProperties:
$ref: '#/components/schemas/PeerMetadata'
metadata:
type:
- object
- 'null'
additionalProperties: true
resharding_enabled:
type:
- boolean
- 'null'
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
Indexes:
description: Vector index configuration
oneOf:
- description: Do not use any index, scan whole vector collection during search. Guarantee 100% precision, but may be time consuming on large collections.
type: object
required:
- options
- type
properties:
type:
type: string
enum:
- plain
options:
type: object
- description: Use filterable HNSW index for approximate search. Is very fast even on a very huge collections, but require additional space to store index and additional time to build it.
type: object
required:
- options
- type
properties:
type:
type: string
enum:
- hnsw
options:
$ref: '#/components/schemas/HnswConfig'
ConsensusConfigTelemetry:
type: object
required:
- bootstrap_timeout_sec
- max_message_queue_size
- tick_period_ms
properties:
max_message_queue_size:
type: integer
format: uint
minimum: 0
tick_period_ms:
type: integer
format: uint64
minimum: 0
bootstrap_timeout_sec:
type: integer
format: uint64
minimum: 0
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'
StateRole:
description: Role of the peer in the consensus
type: string
enum:
- Follower
- Candidate
- Leader
- PreCandidate
ReplicaState:
description: State of the single shard within a replica set.
type: string
enum:
- Active
- Dead
- Partial
- Initializing
- Listener
- PartialSnapshot
- Recovery
- Resharding
- ReshardingScaleDown
- ActiveRead
- ManualRecovery
GpuDeviceTelemetry:
type: object
required:
- name
properties:
name:
type: string
SnowballParams:
type: object
required:
- language
- type
properties:
type:
$ref: '#/components/schemas/Snowball'
language:
$ref: '#/components/schemas/SnowballLanguage'
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
TrackerTelemetry:
description: Tracker object used in telemetry
type: object
required:
- name
- segment_ids
- segment_uuids
- start_at
- status
- uuid
properties:
name:
description: Name of the optimizer
type: string
uuid:
description: UUID of the upcoming segment being created by the optimizer
type: string
format: uuid
segment_ids:
description: Internal segment IDs being optimized. These are local and in-memory, meaning that they can refer to different segments after a service restart.
type: array
items:
type: integer
format: uint
minimum: 0
segment_uuids:
description: Segment UUIDs being optimized. Refers to same segments as in `segment_ids`, but trackable across restarts, and reflect their directory name.
type: array
items:
type: string
format: uuid
status:
$ref: '#/components/schemas/TrackerStatus'
start_at:
description: Start time of the optimizer
type: string
format: date-time
end_at:
description: End time of the optimizer
type:
- string
- 'null'
format: date-time
WebApiTelemetry:
type: object
required:
- responses
properties:
responses:
type: object
additionalProperties:
type: object
additionalProperties:
$ref: '#/components/schemas/OperationDurationStatistics'
per_collection_responses:
type: object
additionalProperties:
type: object
additionalProperties:
type: object
additionalProperties:
$ref: '#/components/schemas/OperationDurationStatistics'
VersionInfo:
type: object
required:
- title
- version
properties:
title:
type: string
version:
type: string
commit:
type:
- string
- 'null'
ShardUpdateQueueInfo:
type: object
required:
- length
properties:
length:
description: Number of elements in the queue
type: integer
format: uint
minimum: 0
op_num:
description: last operation number processed
type:
- integer
- 'null'
format: uint
minimum: 0
deferred_points:
description: Number of points that are deferred (i.e hidden from search as they're not yet optimized).
type:
- integer
- 'null'
format: uint
minimum: 0
CpuEndian:
type: string
enum:
- little
- big
- other
CompressionRatio:
type: string
enum:
- x4
- x8
- x16
- x32
- x64
SegmentType:
description: Type of segment
type: string
enum:
- plain
- indexed
- special
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
SegmentTelemetry:
type: object
required:
- config
- info
- payload_field_indices
- vector_index_searches
properties:
info:
$ref: '#/components/schemas/SegmentInfo'
config:
$ref: '#/components/schemas/SegmentConfig'
vector_index_searches:
type: array
items:
$ref: '#/components/schemas/VectorIndexSearchesTelemetry'
payload_field_indices:
type: array
items:
$ref: '#/components/schemas/PayloadIndexTelemetry'
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
TelemetryData:
type: object
required:
- collections
- id
properties:
id:
type: string
app:
anyOf:
- $ref: '#/components/schemas/AppBuildTelemetry'
- {}
collections:
$ref: '#/components/schemas/CollectionsTelemetry'
cluster:
anyOf:
- $ref: '#/components/schemas/ClusterTelemetry'
- {}
requests:
anyOf:
- $ref: '#/components/schemas/RequestsTelemetry'
- {}
memory:
anyOf:
- $ref: '#/components/schemas/MemoryTelemetry'
- {}
hardware:
anyOf:
- $ref: '#/components/schemas/HardwareTelemetry'
- {}
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'
SparseIndexConfig:
description: Configuration for sparse inverted index.
type: object
required:
- index_type
properties:
full_scan_threshold:
description: 'We prefer a full scan search upto (excluding) this number of vectors.
Note: this is number of vectors, not KiloBytes.'
type:
- integer
- 'null'
format: uint
minimum: 0
index_type:
$ref: '#/components/schemas/SparseIndexType'
datatype:
description: Datatype used to store weights in the index.
anyOf:
- $ref: '#/components/schemas/VectorStorageDatatype'
- {}
ReshardingDirection:
description: 'Resharding direction, scale up or down in number of shards
- `up` - Scale up, add a new shard
- `down` - Scale down, remove a shard'
type: string
enum:
- up
- down
BinaryQuantizationEncoding:
type: string
enum:
- one_bit
- two_bits
- one_and_half_bits
HardwareTelemetry:
type: object
required:
- collection_data
properties:
collection_data:
type: object
additionalProperties:
$ref: '#/components/schemas/HardwareUsage'
PeerInfo:
description: Information of a peer in the cluster
type: object
required:
- uri
properties:
uri:
type: string
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'
- {}
CollectionsTelemetry:
type: object
required:
- number_of_collections
properties:
number_of_collections:
type: integer
format: uint
minimum: 0
max_collections:
type:
- integer
- 'null'
format: uint
minimum: 0
collections:
type:
- array
- 'null'
items:
$ref: '#/components/schemas/CollectionTelemetryEnum'
snapshots:
type:
- array
- 'null'
items:
$ref: '#/components/schemas/CollectionSnapshotTelemetry'
LocalShardTelemetry:
type: object
required:
- total_optimized_points
properties:
variant_name:
type:
- string
- 'null'
status:
anyOf:
- $ref: '#/components/schemas/ShardStatus'
- {}
total_optimized_points:
description: Total number of optimized points since the last start.
type: integer
format: uint
minimum: 0
vectors_size_bytes:
description: An ESTIMATION of effective amount of bytes used for vectors Do NOT rely on this number unless you know what you are doing
type:
- integer
- 'null'
format: uint
minimum: 0
payloads_size_bytes:
description: An estimation of the effective amount of bytes used for payloads Do NOT rely on this number unless you know what you are doing
type:
- integer
- 'null'
format: uint
minimum: 0
num_points:
description: Sum of segment points This is an approximate number Do NOT rely on this number unless you know what you are doing
type:
- integer
- 'null'
format: uint
minimum: 0
num_vectors:
description: Sum of number of vectors in all segments This is an approximate number Do NOT rely on this number unless you know what you are doing
type:
- integer
- 'null'
format: uint
minimum: 0
num_vectors_by_name:
description: Sum of number of vectors across all segments, grouped by their name. This is an approximate number. Do NOT rely on this number unless you know what you are doing
type:
- object
- 'null'
additionalProperties:
type: integer
format: uint
minimum: 0
segments:
type:
- array
- 'null'
items:
$ref: '#/components/schemas/SegmentTelemetry'
optimizations:
anyOf:
- $ref: '#/components/schemas/OptimizerTelemetry'
- {}
async_scorer:
type:
- boolean
- 'null'
indexed_only_excluded_vectors:
type:
- object
- 'null'
additionalProperties:
type: integer
format: uint
minimum: 0
update_queue:
description: Update queue status
anyOf:
- $ref: '#/components/schemas/ShardUpdateQueueInfo'
- {}
AppFeaturesTelemetry:
type: object
required:
- debug
- gpu
- recovery_mode
- rocksdb
- service_debug_feature
- staging
properties:
debug:
type: boolean
service_debug_feature:
type: boolean
recovery_mode:
type: boolean
gpu:
type: boolean
rocksdb:
type: boolean
staging:
type: boolean
ClusterConfigTelemetry:
type: object
required:
- consensus
- grpc_timeout_ms
- p2p
properties:
grpc_timeout_ms:
type: integer
format: uint64
minimum: 0
p2p:
$ref: '#/components/schemas/P2pConfigTelemetry'
consensus:
$ref: '#/components/schemas/ConsensusConfigTelemetry'
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'
OptimizerTelemetry:
type: object
required:
- optimizations
- status
properties:
status:
$ref: '#/components/schemas/OptimizersStatus'
optimizations:
$ref: '#/components/schemas/OperationDurationStatistics'
log:
type:
- array
- 'null'
items:
$ref: '#/components/schemas/TrackerTelemetry'
ProductQuantization:
type: object
required:
- product
properties:
product:
$ref: '#/components/schemas/ProductQuantizationConfig'
ShardStatus:
description: 'Current state of the shard (supports same states as the collection)
`Green` - all good. `Yellow` - optimization is running, ''Grey'' - optimizations are possible but not triggered, `Red` - some operations failed and was not recovered'
type: string
enum:
- green
- yellow
- grey
- red
IntegerIndexType:
type: string
enum:
- integer
StrictModeSparseConfigOutput:
type: object
additionalProperties:
$ref: '#/components/schemas/StrictModeSparseOutput'
CollectionsAggregatedTelemetry:
type: object
required:
- optimizers_status
- params
- vectors
properties:
vectors:
type: integer
format: uint
minimum: 0
optimizers_status:
# --- truncated at 32 KB (88 KB total) ---
# Full source: https://raw.githubusercontent.com/api-evangelist/qdrant/refs/heads/main/openapi/qdrant-service-api-openapi.yml