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from_peer_idobject)additionalProperties propertiesrequiredrrabsrnumberstring$refz#/$defs/FieldConditionz#/$defs/IsEmptyConditionz#/$defs/IsNullConditionz#/$defs/HasIdConditionz#/$defs/HasVectorConditionz#/$defs/NestedConditionz#/$defs/Filterz#/$defs/GeoDistancez#/$defs/DatetimeExpressionz#/$defs/DatetimeKeyExpressionz#/$defs/MultExpressionz#/$defs/SumExpressionz#/$defs/NegExpressionz#/$defs/AbsExpressionz#/$defs/DivExpressionz#/$defs/SqrtExpressionz#/$defs/PowExpressionz#/$defs/ExpExpressionz#/$defs/Log10Expressionz#/$defs/LnExpressionz#/$defs/LinDecayExpressionz#/$defs/ExpDecayExpressionz#/$defs/GaussDecayExpressionAbs)anyOfrrdatetimeDatetime datetime_keyz Datetime KeyzRange filter requestz date-time)formatrdatenullNzpoint.key < range.ltLt)rdefaultrrzpoint.key > range.gtGtzpoint.key >= range.gteGtezpoint.key <= range.lteLte)ltgtgtelte)rrrrrXz7The target value to start decaying from. 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Interiors)exterior interiorsrzjGeo filter request Matches coordinates inside the circle of `radius` and center with coordinates `center`zRadius of the area in metersRadius)centerradiusrr zID-based filtering conditionhas_idzHas Idz1Filter points which have specific vector assigned has_vectorz Has Vectorz6Select points with empty payload for a specified fieldrz#/$defs/PayloadFieldz5Select points with null payload for a specified fieldr lin_decaylnLnlog10Log10z&Exact match on any of the given valuesanyAnyz@Should have at least one value not matching the any given valuesexceptExceptz%Full-text phrase match of the string.phrasePhrasezFull-text match of the strings.textTextzExact match of the given valuevalueValue Conditionsz Min Count) conditions min_countrrmultMultnegNegz7Select points with payload for a specified nested field)rfilterr"nestedz#/$defs/Nestedz Payload fieldzPayload field namepowz#/$defs/PowParamsBaseExponent)baseexponentr'r(sqrtSqrtrsumSumrzValues count filter requestz'point.key.length() < values_count.ltz'point.key.length() > values_count.gtz)point.key.length() >= values_count.gtez)point.key.length() <= values_count.ltezuWARN: Work-in-progress, unimplemented Text document for embedding. Requires inference infrastructure, unimplemented.zMText of the document This field will be used as input for the embedding modelz\Name of the model used to generate the vector List of available models depends on a providerModelT)rrzDParameters for the model Values of the parameters are model-specificOptions)rmodeloptionsr/ztWARN: Work-in-progress, unimplemented Image object for embedding. Requires inference infrastructure, unimplemented.z*Image data: base64 encoded image or an URL)rr)imager/r0r1zuWARN: Work-in-progress, unimplemented Custom object for embedding. Requires inference infrastructure, unimplemented.zvArbitrary data, used as input for the embedding model Used if the model requires more than one input or a custom inputObject)rr/r0zSparse vector structurezIndices must be uniqueIndicesz*Values and indices must be the same lengthValues)indicesvaluesr5r6z Always Ramz"#/$defs/BinaryQuantizationEncodingz'#/$defs/BinaryQuantizationQueryEncodingzAsymmetric quantization configuration allows a query to have different quantization than stored vectors. It can increase the accuracy of search at the cost of performance.) always_ramencodingquery_encodingBinaryQuantizationEncoding)one_bittwo_bitsone_and_half_bits)enumrrBinaryQuantizationQueryEncoding)rbinary scalar4bits scalar8bits BoolIndexTypeboolzmCreate alternative name for a collection. Collection will be available under both names for search, retrieve,zCollection Namez Alias Name)collection_name alias_namerErF create_aliasz#/$defs/CreateAliaszDelete alias if exists delete_aliasz#/$defs/DeleteAliaszChange alias to a new onezOld Alias NamezNew Alias Name)old_alias_namenew_alias_namerIrJ rename_aliasz#/$defs/RenameAliasz Shard Key)r" shard_key)rrLz#/$defs/SparseVectorz#/$defs/Documentz #/$defs/Imagez#/$defs/InferenceObjectPositiveNegative)rrr@z #/$defs/BinaryQuantizationConfigCompressionRatio)x4x8x16x32x64Datatype)float32uint8float16DistancezYType of internal tags, build from payload Distance function types used to compare vectors)CosineEuclidDot Manhattan)rr>rrznNumber of edges per node in the index graph. Larger the value - more accurate the search, more space required.MzNumber of neighbours to consider during the index building. Larger the value - more accurate the search, more time required to build the index.z Ef Constructa=Minimal size (in kilobytes) of vectors for additional payload-based indexing. If payload chunk is smaller than `full_scan_threshold_kb` additional indexing won't be used - in this case full-scan search should be preferred by query planner and additional indexing is not required. Note: 1Kb = 1 vector of size 256zFull Scan ThresholdzNumber of parallel threads used for background index building. If 0 - automatically select from 8 to 16. Best to keep between 8 and 16 to prevent likelihood of building broken/inefficient HNSW graphs. On small CPUs, less threads are used.zMax Indexing ThreadszZStore HNSW index on disk. If set to false, the index will be stored in RAM. Default: falsezOn Diskz[Custom M param for additional payload-aware HNSW links. If not set, default M will be used.z Payload M)m ef_constructfull_scan_thresholdmax_indexing_threadson_disk payload_mzKOperation for creating new collection and (optionally) specify index params collection CollectionMaxOptimizationThreadsSettingautoModifierzIf used, include weight modification, which will be applied to sparse vectors at query time: None - no modification (default) Idf - inverse document frequency, based on statistics of the collectionnoneidfMultiVectorComparatormax_sim comparatorz#/$defs/MultiVectorComparatorz^The minimal fraction of deleted vectors in a segment, required to perform segment optimizationzDeleted ThresholdzTThe minimal number of vectors in a segment, required to perform segment optimizationzVacuum Min Vector NumberaTarget 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 CPUszDefault Segment NumberaeDo 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 256zMax Segment SizeaeMaximum 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 1.15.0zMemmap ThresholdaDMaximum size (in kilobytes) of vectors allowed for plain index, exceeding this threshold will enable vector indexing Default value is 20,000, based on <https://github.com/google-research/google-research/blob/master/scann/docs/algorithms.md>. To disable vector indexing, set to `0`. Note: 1kB = 1 vector of size 256.zIndexing Thresholdz(Minimum interval between forced flushes.zFlush Interval Secz%#/$defs/MaxOptimizationThreadsSettinga4Max number of threads (jobs) for running optimizations per shard. Note: each optimization job will also use `max_indexing_threads` threads by itself for index building. If "auto" - have no limit and choose dynamically to saturate CPU. If 0 - no optimization threads, optimizations will be disabled.zMax Optimization Threads)deleted_thresholdvacuum_min_vector_numberdefault_segment_numbermax_segment_sizememmap_thresholdindexing_thresholdflush_interval_secmax_optimization_threadsproductz!#/$defs/ProductQuantizationConfigz#/$defs/CompressionRatio) compressionr7rxscalarz #/$defs/ScalarQuantizationConfigz#/$defs/ScalarTypeziQuantile for quantization. Expected value range in [0.5, 1.0]. If not set - use the whole range of valuesQuantilez]If true - quantized vectors always will be stored in RAM, ignoring the config of main storage)rquantiler7 ScalarTypeint8ShardingMethodcustomz(Configuration for sparse inverted index.zvWe prefer a full scan search upto (excluding) this number of vectors. Note: this is number of vectors, not KiloBytes.zUStore index on disk. If set to false, the index will be stored in RAM. Default: falsez#/$defs/Datatypea9Defines which datatype should be used for the index. Choosing different datatypes allows to optimize memory usage and performance vs accuracy. - For `float32` datatype - vectors are stored as single-precision floating point numbers, 4 bytes. - For `float16` datatype - vectors are stored as half-precision floating point numbers, 2 bytes. - For `uint8` datatype - vectors are quantized to unsigned 8-bit integers, 1 byte. Quantization to fit byte range `[0, 255]` happens during indexing automatically, so the actual vector data does not need to conform to this range.)rarcdatatypez+Params of single sparse vector data storagez#/$defs/SparseIndexParamszQCustom params for index. If none - values from collection configuration are used.z#/$defs/ModifierzIConfigures addition value modifications for sparse vectors. Default: none)indexmodifierenabledz7Whether strict mode is enabled for a collection or not.Enabledmax_query_limitzTMax allowed `limit` parameter for all APIs that don't have their own max limit.zMax Query Limit max_timeoutz Max allowed `timeout` parameter.z Max Timeoutunindexed_filtering_retrievezIAllow usage of unindexed fields in retrieval based (e.g. search) filters.zUnindexed Filtering Retrieveunindexed_filtering_updatezMAllow usage of unindexed fields in filtered updates (e.g. delete by payload).zUnindexed Filtering Updatesearch_max_hnsw_efz,Max HNSW value allowed in search parameters.zSearch Max Hnsw Efsearch_allow_exactz'Whether exact search is allowed or not.zSearch Allow Exactsearch_max_oversamplingz)Max oversampling value allowed in search.zSearch Max Oversamplingupsert_max_batchsizezMax batchsize when upsertingzUpsert Max Batchsize max_collection_vector_size_byteszEMax size of a collections vector storage in bytes, ignoring replicas.z Max Collection Vector Size Bytesread_rate_limitz4Max number of read operations per minute per replicazRead Rate Limitwrite_rate_limitz5Max number of write operations per minute per replicazWrite Rate Limit!max_collection_payload_size_bytesz2Max size of a collections payload storage in bytesz!Max Collection Payload Size Bytesmax_points_countz.Max number of points estimated in a collectionzMax Points Countfilter_max_conditionsz!Max conditions a filter can have.zFilter Max Conditionscondition_max_sizez1Max size of a condition, eg. items in `MatchAny`.zCondition Max Sizemultivector_configz#/$defs/StrictModeMultivectorzMultivector configurationzMultivector Config sparse_configz#/$defs/StrictModeSparsezSparse vector configurationz Sparse Config max_vectorsz&Max number of vectors in a multivectorz Max Vectors max_lengthzMax length of sparse vectorz Max Lengthrz$Params of single vector data storagezSize of a vectors usedSizez#/$defs/Distancez#/$defs/HnswConfigDiffzVCustom params for HNSW index. 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