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[tool.poetry] | ||
name = "qdrant_client" | ||
version = "0.3.3" | ||
version = "0.3.4" | ||
description = "Client library for the Qdrant vector search engine" | ||
authors = ["Andrey Vasnetsov <[email protected]>"] | ||
packages = [ | ||
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# InlineResponse2007 | ||
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## Properties | ||
Name | Type | Description | Notes | ||
------------ | ------------- | ------------- | ------------- | ||
**time** | **float** | Time spent to process this request | [optional] | ||
**status** | **str** | | [optional] if omitted the server will use the default value of "ok" | ||
**result** | [**[ScoredPoint]**](ScoredPoint.md) | | [optional] | ||
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[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) | ||
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# ScrollRequest | ||
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Scroll request - paginate over all points which matches given condition | ||
## Properties | ||
Name | Type | Description | Notes | ||
------------ | ------------- | ------------- | ------------- | ||
**filter** | **object** | Look only for points which satisfies this conditions. If not provided - all points. | [optional] | ||
**limit** | **int, none_type** | Page size. Default: 10 | [optional] | ||
**offset** | **int, none_type** | Start ID to read points from. Default: 0 | [optional] | ||
**with_payload** | **bool, none_type** | Return point payload with the result. Default: true | [optional] | ||
**with_vector** | **bool, none_type** | Return point vector with the result. Default: false | [optional] | ||
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[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) | ||
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# ScrollResult | ||
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Result of the points read request. Contains | ||
## Properties | ||
Name | Type | Description | Notes | ||
------------ | ------------- | ------------- | ------------- | ||
**points** | [**[Record]**](Record.md) | List of retrieved points | | ||
**next_page_offset** | **int, none_type** | Offset which should be used to retrieve a next page result | [optional] | ||
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[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) | ||
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API description for Qdrant vector search engine. This document describes CRUD and search operations on collections of points (vectors with payload). Qdrant supports any combinations of `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. ## Examples This examples cover the most basic use-cases - collection creation and basic vector search. ### Create collection First - let's create a collection with dot-production metric. ``` curl -X POST 'http://localhost:6333/collections' \\ -H 'Content-Type: application/json' \\ --data-raw '{ \"create_collection\": { \"name\": \"test_collection\", \"vector_size\": 4, \"distance\": \"Dot\" } }' ``` Expected response: ``` { \"result\": true, \"status\": \"ok\", \"time\": 0.031095451 } ``` We can ensure that collection was created: ``` curl 'http://localhost:6333/collections/test_collection' ``` Expected response: ``` { \"result\": { \"status\": \"green\", \"vectors_count\": 0, \"segments_count\": 5, \"disk_data_size\": 0, \"ram_data_size\": 0, \"config\": { \"params\": { \"vector_size\": 4, \"distance\": \"Dot\" }, \"hnsw_config\": { \"m\": 16, \"ef_construct\": 100, \"full_scan_threshold\": 10000 }, \"optimizer_config\": { \"deleted_threshold\": 0.2, \"vacuum_min_vector_number\": 1000, \"max_segment_number\": 5, \"memmap_threshold\": 50000, \"indexing_threshold\": 20000, \"payload_indexing_threshold\": 10000, \"flush_interval_sec\": 1 }, \"wal_config\": { \"wal_capacity_mb\": 32, \"wal_segments_ahead\": 0 } } }, \"status\": \"ok\", \"time\": 2.1199e-05 } ``` ### Add points Let's now add vectors with some payload: ``` curl -L -X POST 'http://localhost:6333/collections/test_collection?wait=true' \\ -H 'Content-Type: application/json' \\ --data-raw '{ \"upsert_points\": { \"points\": [ {\"id\": 1, \"vector\": [0.05, 0.61, 0.76, 0.74], \"payload\": {\"city\": {\"type\": \"keyword\", \"value\": \"Berlin\"}}}, {\"id\": 2, \"vector\": [0.19, 0.81, 0.75, 0.11], \"payload\": {\"city\": {\"type\": \"keyword\", \"value\": [\"Berlin\", \"London\"] }}}, {\"id\": 3, \"vector\": [0.36, 0.55, 0.47, 0.94], \"payload\": {\"city\": {\"type\": \"keyword\", \"value\": [\"Berlin\", \"Moscow\"] }}}, {\"id\": 4, \"vector\": [0.18, 0.01, 0.85, 0.80], \"payload\": {\"city\": {\"type\": \"keyword\", \"value\": [\"London\", \"Moscow\"]}}}, {\"id\": 5, \"vector\": [0.24, 0.18, 0.22, 0.44], \"payload\": {\"count\": {\"type\": \"integer\", \"value\": [0]}}}, {\"id\": 6, \"vector\": [0.35, 0.08, 0.11, 0.44]} ] } }' ``` Expected response: ``` { \"result\": { \"operation_id\": 0, \"status\": \"completed\" }, \"status\": \"ok\", \"time\": 0.000206061 } ``` ### Search with filtering Let's start with a basic request: ``` curl -L -X POST 'http://localhost:6333/collections/test_collection/points/search' \\ -H 'Content-Type: application/json' \\ --data-raw '{ \"vector\": [0.2,0.1,0.9,0.7], \"top\": 3 }' ``` Expected response: ``` { \"result\": [ { \"id\": 4, \"score\": 1.362 }, { \"id\": 1, \"score\": 1.273 }, { \"id\": 3, \"score\": 1.208 } ], \"status\": \"ok\", \"time\": 0.000055785 } ``` But result is different if we add a filter: ``` curl -L -X POST 'http://localhost:6333/collections/test_collection/points/search' \\ -H 'Content-Type: application/json' \\ --data-raw '{ \"filter\": { \"should\": [ { \"key\": \"city\", \"match\": { \"keyword\": \"London\" } } ] }, \"vector\": [0.2, 0.1, 0.9, 0.7], \"top\": 3 }' ``` Expected response: ``` { \"result\": [ { \"id\": 4, \"score\": 1.362 }, { \"id\": 2, \"score\": 0.871 } ], \"status\": \"ok\", \"time\": 0.000093972 } ``` # noqa: E501 | ||
The version of the OpenAPI document: 0.3.2 | ||
The version of the OpenAPI document: 0.3.4 | ||
Contact: [email protected] | ||
Generated by: https://openapi-generator.tech | ||
""" | ||
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