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ACORN-related search parameters FzIf true, then ACORN may be used for the HNSW search based on filters selectivity. Improves search recall for searches with multiple low-selectivity payload filters, at cost of performance.defaultrenableNaMaximum selectivity of filters to enable ACORN. If estimated filters selectivity is higher than this value, ACORN will not be used. Selectivity is estimated as: `estimated number of points satisfying the filters / total number of points`. 0.0 for never, 1.0 for always. Default is 0.4.max_selectivityr ) r!r"r#r$__doc__rrAr boolr%rBfloatr&r r'r(r=r=$sG#SFHTN(-v(OXe_r'r=cF\rSrSr%\"SSS9r\\S'\"SSS9r\\S'Sr g) AliasDescription3.rr alias_namecollection_namer N) r!r"r#r$rrIstrr%rJr&r r'r(rGrG3s$CR0J0 "5OS5r'rGc\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SSS9r \ S \S '\"SSS9r \ S \S '\"SSS9r \ S \S'\"SSS9r \ S\S'\"SSS9r\ \\S'\"SSS9r\ \\S'\"SSS9r\\\4\S'Srg)AppBuildTelemetry8.rrnameversionNr?AppFeaturesTelemetryfeatures FeatureFlagsruntime_featuresHnswGlobalConfighnsw_global_configRunningEnvironmentTelemetrysystemjwt_rbachide_jwt_dashboardstartupr )r!r"r#r$rrOrKr%rPrRr rTrVrXrYrDrZr[r rrr&r r'r(rMrM8scr*D#*"-GS-16tQS1THh-.T16tQS1Th~.T7 "?r'rMc\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SSS9r \\S'\"SSS9r \\S'\"SSS9r \\S 'S r g ) rQD.rrdebugservice_debug_feature recovery_modegpurocksdbr N) r!r"r#r$rr^rDr%r_r`rarbr&r r'r(rQrQDsX,E4,"'"<4<4M44cr*C*#2.GT.r'rQcp\rSrSr%\"SSS9r\S\S'\"SSS9rS\S'\"S SS 9r \ \S \S 'S r g )BatchL.rrExtendedPointIdidsBatchVectorStructvectorsNr?Payloadpayloadsr ) r!r"r#r$rrgrr%rirkr r&r r'r(rdrdLsE#("#=C =#("#=G =*/"*MHhtI'Mr'rdc.\rSrSr%\"SSS9rS\S'Srg) BinaryQuantizationR.rrBinaryQuantizationConfigbinaryr N)r!r"r#r$rrpr%r&r r'r(rmrmR).s)CF &Cr'rmcp\rSrSr%\"SSS9r\\\S'\"SSS9r \S\S'\"SSS9r \S \S 'S r g) roVNrr? always_ramBinaryQuantizationEncodingencodingzAsymmetric quantization configuration allows a query to have different quantization than stored vectors. It can increase the accuracy of search at the cost of performance.BinaryQuantizationQueryEncodingquery_encodingr ) r!r"r#r$rrtr rDr%rvrxr&r r'r(roroVsP!&t!DJD7?r'roc \rSrSrSrSrSrSrg)ru_one_bittwo_bitsone_and_half_bitsr N)r!r"r#r$ONE_BITTWO_BITSONE_AND_HALF_BITSr&r r'r(ruru_sGH+r'ruc$\rSrSrSrSrSrSrSrg)rwer@rp scalar4bits scalar8bitsr N) r!r"r#r$DEFAULTBINARY SCALAR4BITS SCALAR8BITSr&r r'r(rwrwesG FKKr'rwcd\rSrSr%Sr\"SSS9r\\\ S'\"SSS9r \\\ S '\"S S S9r \\\ S '\"S SS9r \S\ S'\"S SS9r \\\ S'\"S SS9r\\\ S'\"S SS9r\\\ S'\"S SS9r\S\ S'\"S SS9r\S\ S'\"S SS9r\\\ S'\"S SS9r\\\ S 'S!rg )" Bm25Configlz) Configuration of the local bm25 models. g333333?zeControls term frequency saturation. Higher values mean term frequency has more impact. Default is 1.2r?kg?zControls document length normalization. Ranges from 0 (no normalization) to 1 (full normalization). Higher values mean longer documents have less impact. Default is 0.75.bzCExpected average document length in the collection. Default is 256.avg_lenNz'Configuration of the local bm25 models. TokenizerType tokenizerzDefines which language to use for text preprocessing. This parameter is used to construct default stopwords filter and stemmer. To disable language-specific processing, set this to `'language': 'none'`. If not specified, English is assumed.languagez:Lowercase the text before tokenization. Default is `true`. lowercaseutIf true, normalize tokens by folding accented characters to ASCII (e.g., 'ação' -> 'acao'). Default is `false`. ascii_foldingzConfiguration of the stopwords filter. Supports list of pre-defined languages and custom stopwords. Default: initialized for specified `language` or English if not specified.StopwordsInterface stopwordszConfiguration of the stemmer. Processes tokens to their root form. Default: initialized Snowball stemmer for specified `language` or English if not specified.StemmingAlgorithmstemmerzMinimum token length to keep. If token is shorter than this, it will be discarded. Default is `None`, which means no minimum length. min_token_lenzMaximum token length to keep. If token is longer than this, it will be discarded. Default is `None`, which means no maximum length. max_token_lenr )r!r"r#r$rCrrr rEr%rrrrrKrrDrrrrr1rr&r r'r(rrlsY{AxAAx %!f GXe_,1Kt+uIx(u#GHhsm!&"^!Ix~%*K%M8D>16E1Ix,-.3u.GX) *$)[$M8C=$)Z$M8C=r'rcL\rSrSr%\"SSS9rS\S'\"SSS 9r\\ \S 'S r g) BoolIndexParams.rr BoolIndexTypetypeN1If true, store the index on disk. Default: false.r?on_diskr r!r"r#r$rrr%rr rDr&r r'r(rrs)!#26D/6#D>qrGXd^rr'rc\rSrSrSrSrg)rrDr N)r!r"r#r$BOOLr&r r'r(rr Dr'rc8\rSrSr%Sr\"SSS9r\S\S'Sr g ) ChangeAliasesOperationz Operation for performing changes of collection aliases. Alias changes are atomic, meaning that no collection modifications can happen between alias operations. .zOperation for performing changes of collection aliases. Alias changes are atomic, meaning that no collection modifications can happen between alias operations.rAliasOperationsactionsr N) r!r"r#r$rCrrrr%r&r r'r(rrs)(- v(GT# $r'rc.\rSrSr%\"SSS9rS\S'Srg) ClearPayloadOperation.rrPointsSelector clear_payloadr N)r!r"r#r$rrr%r&r r'r(rrs&+CR&@M#@r'rc^\rSrSr%\"SSS9r\\S'\"SSS9rS\S'\"SSS9r S\S 'S r g ) ClusterConfigTelemetry.rrgrpc_timeout_msP2pConfigTelemetryp2pConsensusConfigTelemetry consensusr N) r!r"r#r$rrr1r%rrr&r r'r(rrs7 "5OS5 %cr :C :,1#2,FI)Fr'rc4\rSrSr%\"SSS9r\S\S'Srg) ClusterStatusOneOf.rr)disabledstatusr N) r!r"r#r$rrr r%r&r r'r(rrs" cr" G #r'rc\rSrSr%Sr\"SSS9r\S\S'\"SSS9r \ \S '\"SS S9r \ \ S 4\S '\"SSS9rS \S'\"SSS9rS\S'\"SSS9r\ \ S4\S'Srg)ClusterStatusOneOf1z Description of enabled cluster .zDescription of enabled clusterr)enabledrID of this peerpeer_idz6Peers composition of the cluster with main informationPeerInfopeersRaftInfo raft_infoConsensusThreadStatusconsensus_thread_statuszConsequent failures of message send operations in consensus by peer address. On the first success to send to that peer - entry is removed from this hashmap.MessageSendErrorsmessage_send_failuresr N)r!r"r#r$rCrrr r%rr1rrrKrrrr&r r'r(rrs c?@ G A*;tY[9\M8Dn!456\).t)LHhtCH~&Lr'rc\rSrSr%Sr\"SSS9r\\S'\"SSS9r \\S'\"SS S9r \ S \S '\"SS S9r \ S \S'\"SSS9r \ S\S'\"SSS9r\\ S\S'Srg)CollectionClusterInfoz4 Current clustering distribution for the collection .rrrzTotal number of shards shard_countz Local shardsLocalShardInfo local_shardsz Remote shardsRemoteShardInfo remote_shardszShard transfersShardTransferInfoshard_transfersNzResharding operationsr?ReshardingInforesharding_operationsr )r!r"r#r$rCrrr1r%rrrrrrr r&r r'r(rrs*;CD^u>v8D)9$:;vr'rc\rSrSr%Sr\"SSS9rS\S'\"SSS9rS\S '\"SSS9r S \S '\"S SS 9r \ S\S'\"S SS 9r \ S\S'\"S SS 9r \ S\S'\"S SS 9r\ S\S'Srg )CollectionConfigz0 Information about the collection configuration .z.Information about the collection configurationrCollectionParamsparams HnswConfig hnsw_configOptimizersConfigoptimizer_configNr? WalConfig wal_configQuantizationConfigquantization_configStrictModeConfigOutputstrict_mode_configArbitrary JSON metadata for the collection This can be used to store application-specific information such as creation time, migration data, inference model info, etc.rjrr )r!r"r#r$rCrrr%rrrr rrrr&r r'r(rrs"'s8h!iF i %c7g hKh+0Br+s(s(-"R)J%;@"R;"67>C"R>!9:%*~%Hhy!r'rc\rSrSr%\"SSS9rS\S'\"SSS9rS\S'\"SSS9rS \S '\"SSS9r S \S '\"S SS9r \ S\S'\"S SS9r \ S\S'\"S SS9r \ \\S'\"S SS9r\ S\S'Srg )CollectionConfigTelemetryi.rrrrrrrrrrNr?rrrruuidz*Arbitrary JSON metadata for the collectionrjrr )r!r"r#r$rrr%rrrrr rrr rr&r r'r(rrs!&s!;F ; %cr :K:+0"+E(E#CR8J 8:?Z\:]"67]=B4]_=`!9:` 2>D(4.>$)$Dp$qHhy!qr'rc.\rSrSr%\"SSS9r\\S'Srg)CollectionDescriptioni.rrrOr N r!r"r#r$rrOrKr%r&r r'r(rrcr*D#*r'rc2\rSrSr%Sr\"SSS9r\\S'Sr g) CollectionExistenceizK State of existence of a collection, true = exists, false = does not exist .zIState of existence of a collection, true = exists, false = does not existrexistsr N) r!r"r#r$rCrrrDr%r&r r'r(rrs*uvFDvr'rc\rSrSr%Sr\"SSS9rS\S'\"SSS9rS\S '\"S S S 9r \ \ S \S'\"S SS 9r \ \ \S'\"S SS 9r\ \ \S'\"SSS9r\ \S'\"SSS9rS\S'\"SSS9r\\S4\S'Srg )CollectionInfoiz8 Current statistics and configuration of the collection .z6Current statistics and configuration of the collectionrCollectionStatusrOptimizersStatusoptimizer_statusNz"Warnings related to the collectionr?CollectionWarningwarningszApproximate number of indexed vectors in the collection. Indexed vectors in large segments are faster to query, as it is stored in a specialized vector index.indexed_vectors_countzkApproximate number of points (vectors + payloads) in collection. Each point could be accessed by unique id. points_countzXNumber of segments in collection. Each segment has independent vector as payload indexessegments_countrrzTypes of stored payloadPayloadIndexInfopayload_schemar )r!r"r#r$rCrrr%rr r rr r1r r rrrrKr&r r'r(rrs"'s8p!qF q+0 Q,(5:"F5Hht/01,1u,8C=#(B#L(3-  sNC"'s8p!qF q49#Kd4eND001er'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S '\"SS S9r \S \S '\"SS S9r \\ \S'\"SSS9r \\ \S'\"SSS9r \\ \S'\"SSS9r\\\S'\"SSS9r\\\S4\S'Srg)ri:Nrr? VectorsConfigriz#Number of shards the collection has shard_numberSharding method Default is Auto - points are distributed across all available shards Custom - points are distributed across shards according to shard keyShardingMethodsharding_method!Number of replicas for each shardreplication_factorDefines how many replicas should apply the operation for us to consider it successful. Increasing this number will make the collection more resilient to inconsistencies, but will also make it fail if not enough replicas are available. Does not have any performance impact.write_consistency_factora&Defines how many additional replicas should be processing read request at the same time. Default value is Auto, which means that fan-out will be determined automatically based on the busyness of the local replica. Having more than 0 might be useful to smooth latency spikes of individual nodes.read_fan_out_factorT#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: trueon_disk_payloadz*Configuration of the sparse vector storagersparse_vectorsr )r!r"r#r$rrir r%rr1rrrrrrDrrrKr&r r'r(rr:s).t)LGXo &L"'?d"eL(3-e27p3OX./).aEh(i i.3g/hsm*/}*#',z'OXd^AF"NANHT#';";<=r'rc\rSrSr%\"SSS9r\\\S'\"SSS9r \\\S'\"SSS9r \\\S '\"SS S9r \\ \S 'S r g) CollectionParamsDiffiSNrr?rzRMinimal number successful responses from replicas to consider operation successfulrzfFan-out every read request to these many additional remote nodes (and return first available response)raIf true - point's payload will not be stored in memory. It will be read from the disk every time it is requested. This setting saves RAM by (slightly) increasing the response time. Note: those payload values that are involved in filtering and are indexed - remain in RAM.rr )r!r"r#r$rrr r1r%rrrrDr&r r'r(rrSss(-dHk(l l.3"v/hsm*/|*#',k'OXd^r'rc\rSrSr%\"SSS9r\\S'\"SSS9r\ \ \S'\"SSS9r \ \ \S '\"SSS9r \ \ \S 'S r g) CollectionSnapshotTelemetryib.rridNr?running_snapshotsrunning_snapshot_recoverytotal_snapshot_creationsr )r!r"r#r$rr"rKr%r#r r1r$r%r&r r'r(r!r!bsUCR(B(',Tr'Jx}J/4Tr/Rx}R.3Db.QhsmQr'r!c6\rSrSrSrS\4SjrSrSrSr Sr S r g ) riiz Current state of the collection. `Green` - all good. `Yellow` - optimization is running, 'Grey' - optimizations are possible but not triggered, `Red` - some operations failed and was not recovered returnc,[UR5$NrKvalueselfs r(__str__CollectionStatus.__str__n4::r'greenyellowgreyredr N r!r"r#r$rCrKr.GREENYELLOWGREYREDr&r r'r(rri) E F D Cr'rc\rSrSr%\"SSS9r\\S'\"SSS9r\ \S'\"SSS9r S\S'\"S SS 9r \ \ S \S '\"S SS 9r\ \ S \S'\"S SS 9r\ \ S\S'\"S SS 9r\ \\S4\S'Srg )CollectionTelemetryiw.rrr" init_time_msrrNr?ReplicaSetTelemetryshardsr transfersr reshardingShardCleanStatusTelemetryshard_clean_tasksr )r!r"r#r$rr"rKr%r=r1rr?r rr@rArCrr&r r'r(r<r<wsCR(B(cr2L#2*/*DF 'D49$TV4WFHT/0 1W5:4UW5XIx012X38SU3VJ./0VJOX\jlJmxS*E%E FGmr'r<c.\rSrSr%\"SSS9r\\S'Srg)ri.zWarning messagermessager N) r!r"r#r$rrErKr%r&r r'r(rrs*; cr"W#*/s)CKx~&Cr'rfc4\rSrSr%\"SSS9r\S\S'Srg) ConsensusThreadStatusOneOf1i.rr)stoppedrr N) r!r"r#r$rrr r%r&r r'r(rjrjs" cr"W#r'rjcL\rSrSr%\"SSS9r\S\S'\"SSS9r\ \S'Sr g ) ConsensusThreadStatusOneOf2i.rr)stopped_with_errrerrr N) r!r"r#r$rrr r%rorKr&r r'r(rmrms5 cr"W#Sb)C)r'rmcF\rSrSr%\"SSS9rS\S'\"SSS9rS\S'Srg ) ContextExamplePairi.rrRecommendExamplepositivenegativer N r!r"r#r$rrsr%rtr&r r'r(rqrqs&#("#=H =#("#=H =r'rqcF\rSrSr%\"SSS9rS\S'\"SSS9rS\S'Srg ) ContextPairi.rr VectorInputrsrtr Nrur r'r(rwrws$#CR8Hm8#CR8Hm8r'rwc.\rSrSr%\"SSS9rS\S'Srg) ContextQueryi.rr ContextInputcontextr N)r!r"r#r$rr|r%r&r r'r(rzrzs#CR8G^8r'rzct\rSrSr%Sr\"SSS9r\S\S'\"SSS9r \S \S '\"S S S9r \\ \S 'Sr g) CountRequestiz Count Request Counts the number of points which satisfy the given filter. If filter is not provided, the count of all points in the collection will be returned. NUSpecify in which shards to look for the points, if not specified - look in all shardsr?ShardKeySelector shard_key4Look only for points which satisfies this conditionsFilterfilterTzIf true, count exact number of points. If false, count approximate number of points faster. Approximate count might be unreliable during the indexing process. Default: trueexactr ) r!r"r#r$rCrrr r%rrrDr&r r'r(r~r~s]/4k/Ix*+"'tAw!xFHX x!CE8D>r'r~c.\rSrSr%\"SSS9r\\S'Srg) CountResulti.z-Number of points which satisfy the conditionsrcountr N) r!r"r#r$rrr1r%r&r r'r(rrss(WXE3Xr'rc \rSrSrSrSrSrSrg) CpuEndianilittlebigotherr N)r!r"r#r$LITTLEBIGOTHERr&r r'r(rrs F C Er'rcJ\rSrSr%Sr\"SSS9r\\S'\"SSS9r \\S'Sr g ) CreateAliasizo Create alternative name for a collection. Collection will be available under both names for search, retrieve, .zmCreate alternative name for a collection. Collection will be available under both names for search, retrieve,rrJrIr N) r!r"r#r$rCrrJrKr%rIr&r r'r(rrs?! DOS DJr'rc.\rSrSr%\"SSS9rS\S'Srg) CreateAliasOperationi.rrr create_aliasr N)r!r"r#r$rrr%r&r r'r(rrs"'"ANHT#';";<=8=TWl7m!34m$)~%Hhy!r'rcL\rSrSr%\"SSS9r\\S'\"SSS9r\ S\S 'S r g) CreateFieldIndexi*.rr field_nameNr?PayloadFieldSchema field_schemar ) r!r"r#r$rrrKr%rr r&r r'r(rr*s+CR0J038SU3VL(/0Vr'rc\rSrSr%\"SSS9rS\S'\"SSS 9r\\ \S '\"SS S 9r \\ \S '\"SS S 9r \\ \ \S'\"SSS 9r \S\S'Srg)CreateShardingKeyi/.rrShardKeyrNz_How many shards to create for this key If not specified, will use the default value from configr? shards_numberzcHow many replicas to create for each shard If not specified, will use the default value from configrzPlacement of shards for this key List of peer ids, that can be used to place shards for this key If not specified, will be randomly placed among all peers placementzInitial state of the shards for this key If not specified, will be `Initializing` first and then `Active` Warning: do not change this unless you know what you are doing ReplicaState initial_stater )r!r"r#r$rrr%rr r1rrrrr&r r'r(rr/s!#26Iz6#(u$M8C=).y) &+q&IxS "/4/M8N+r'rc.\rSrSr%\"SSS9rS\S'Srg) CreateShardingKeyOperationiC.rrrcreate_sharding_keyr N)r!r"r#r$rrr%r&r r'r(rrCs/4Sb/I,Ir'rc \rSrSrSrSrSrSrg)DatatypeiGfloat32uint8float16r N)r!r"r#r$FLOAT32UINT8FLOAT16r&r r'r(rrGsG EGr'rc.\rSrSr%\"SSS9r\\S'Srg)DatetimeExpressioniM.rrrr N) r!r"r#r$rrrKr%r&r r'r(rrMs#2.Hc.r'rcj\rSrSr%\"SSS9rS\S'\"SSS 9r\\ \S '\"SS S 9r \\ \S 'S r g)DatetimeIndexParamsiQ.rrDatetimeIndexTyperNIf 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.r? is_principalrrr r!r"r#r$rrr%rr rDrr&r r'r(rrQsJ %cr :D :#(j$L(4.$D>qrGXd^rr'rc\rSrSrSrSrg)riZrr N)r!r"r#r$DATETIMEr&r r'r(rrZHr'rc.\rSrSr%\"SSS9r\\S'Srg)DatetimeKeyExpressioni^.rr datetime_keyr N) r!r"r#r$rrrKr%r&r r'r(rr^scr2L#2r'rc\rSrSr%Sr\"SSS9r\\\ \ 4\ S'\"SSS9r \\\ \ 4\ S'\"SS S9r \\\ \ 4\ S '\"SS S9r\\\ \ 4\ S 'S rg) DatetimeRangeib Range filter request Npoint.key < range.ltr?ltpoint.key > range.gtgtpoint.key >= range.gtegtepoint.key <= range.ltelter )r!r"r#r$rCrrr r rrr%rrrr&r r'r(rrbs+0Jc*dBx~&'d*/Jc*dBx~&'d+0Kf+gC%$' (g+0Kf+gC%$' (gr'rc\rSrSr%\"SSS9rS\S'\"SSS 9r\S\S '\"SS S 9r \\ \S '\"SS S 9r \\ \S'Sr g)DecayParamsExpressionim.rrr9xNz7The target value to start decaying from. Defaults to 0.r?targetzdThe scale factor of the decay, in terms of `x`. Defaults to 1.0. Must be a non-zero positive number.scalez}The midpoint of the decay. Should be between 0 and 1.Defaults to 0.5. Output will be this value when `|x - target| == scale`.midpointr ) r!r"r#r$rrr%rr rrErr&r r'r(rrmslCR0A|0%*"[&FH\ "#zE8E?!&T!Hhuor'rc2\rSrSr%Sr\"SSS9r\\S'Sr g) DeleteAliasi| Delete alias if exists .Delete alias if existsrrIr N) r!r"r#r$rCrrIrKr%r&r r'r(rr|sC-EFJFr'rc2\rSrSr%Sr\"SSS9rS\S'Srg ) DeleteAliasOperationir.rrr delete_aliasr N) r!r"r#r$rCrrr%r&r r'r(rrs#(9Q"RL-Rr'rc.\rSrSr%\"SSS9rS\S'Srg) DeleteOperationi.rrrdeleter N)r!r"r#r$rrr%r&r r'r(rrs$Sb9F 9r'rc\rSrSr%Sr\"SSS9r\\\ S'\"SSS 9r \ \S \ S '\"SS S 9r \ S \ S'\"SSS 9r \ S\ S'Srg) DeletePayloadiQ This data structure is used in API interface and applied across multiple shards .z+List of payload keys to remove from payloadrkeysN+Deletes values from each point in this listr?rfpoints=Deletes values from points that satisfy this filter conditionrrOThis data structure is used in API interface and applied across multiple shardsrrr )r!r"r#r$rCrrrrKr%rr rrr&r r'r(rrs~C-Z[D$s)[05"O1FHT+, -"'"a"FHX /4"s/Ix*+r'rc.\rSrSr%\"SSS9rS\S'Srg) DeletePayloadOperationi.rrrdelete_payloadr N)r!r"r#r$rrr%r&r r'r(rr&+CR&@NO@r'rc\rSrSr%\"SSS9r\\S\S'\"SSS9r \S\S '\"S S S 9r \\ \S '\"SSS9r \S\S'Sr g) DeleteVectorsiNrr?rfrrrr.z Vector namesrvectorrrrr )r!r"r#r$rrr rr%rrrKrr&r r'r(rrsp05"O1FHT+, -"'"a"FHX c~>FDI>.3Db.QIx*+Qr'rc.\rSrSr%\"SSS9rS\S'Srg) DeleteVectorsOperationi.rrrdelete_vectorsr N)r!r"r#r$rrr%r&r r'r(rrrr'rc\rSrSrSrSrSrg) Directioniascdescr N)r!r"r#r$ASCDESCr&r r'r(rrs C Dr'rc\rSrSrSrSrg)Disabledir N)r!r"r#r$DISABLEDr&r r'r(rrrr'rcV\rSrSr%\"SSS9rS\S'\"SSS9r\\ SS4\S 'S r g ) DiscoverInputi.rrrxrz:Search space will be constrained by these pairs of vectorsrwr|r N) r!r"r#r$rrr%r|r rr&r r'r(rrs9!#26FM69> U:GU4 & 5 6r'rc.\rSrSr%\"SSS9rS\S'Srg) DiscoverQueryi.rrrdiscoverr N)r!r"r#r$rrr%r&r r'r(rrs %cr :Ho:r'rcd\rSrSr%Sr\"SSS9r\S\S'\"SSS9r \S \S '\"SS S9r \\ S \S '\"SSS9r \S\S'\"SSS9r \S\S'\"SSS9r\\S'\"SSS9r\\\S'\"SSS9r\S\S'\"SSS9r\S\S'\"SS S9r\S!\S"'\"SS#S9r\S$\S%'S&rg)'DiscoverRequestizW Use context and a target to find the most similar points, constrained by the context. Nrr?rrzLook for vectors closest to this. When using the target (with or without context), the integer part of the score represents the rank with respect to the context, while the decimal part of the score relates to the distance to the target.rrraPairs of { positive, negative } examples to constrain the search. When using only the context (without a target), a special search - called context search - is performed where pairs of points are used to generate a loss that guides the search towards the zone where most positive examples overlap. This means that the score minimizes the scenario of finding a point closer to a negative than to a positive part of a pair. Since the score of a context relates to loss, the maximum score a point can get is 0.0, and it becomes normal that many points can have a score of 0.0. For discovery search (when including a target), the context part of the score for each pair is calculated +1 if the point is closer to a positive than to a negative part of a pair, and -1 otherwise.rqr|rrrAdditional search params SearchParamsr.Max number of result to returnrlimit~Offset of the first result to return. May be used to paginate results. Note: large offset values may cause performance issues.offsetCSelect which payload to return with the response. Default is false.WithPayloadInterface with_payloadPOptions for specifying which vectors to include into response. Default is false. WithVector with_vector[Define which vector to use for recommendation, if not specified - try to use default vector UsingVectorusingThe location used to lookup vectors. If not specified - use current collection. Note: the other collection should have the same vector size as the current collectionLookupLocation lookup_fromr )r!r"r#r$rCrrr r%rr|rrrrr1rrr r rr&r r'r(rrsL/4k/Ix*+,1D,FH' (5:^ 5GXd/0 1"'tAw!xFHX x',TGa'bFH^ $bs(HIE3I!UFHSM6;"g6L(12+0"t+K,'&+q&E8M "/4|/K*+r'rc4\rSrSr%\"SSS9r\S\S'Srg) DiscoverRequestBatchi.rrrsearchesr N r!r"r#r$rrrr%r&r r'r(rrs(-cr(BHd$%Br'rc6\rSrSrSrS\4SjrSrSrSr Sr S r g ) Distanceiz[ Type of internal tags, build from payload Distance function types used to compare vectors r'c,[UR5$r)r*r,s r(r.Distance.__str__r0r'CosineEuclidDot Manhattanr N) r!r"r#r$rCrKr.COSINEEUCLIDDOT MANHATTANr&r r'r(rrs)F F CIr'rc.\rSrSr%\"SSS9rS\S'Srg) DivExpressioni.rr DivParamsdivr N)r!r"r#r$rr$r%r&r r'r(r"r"Sb1C1r'r"cd\rSrSr%\"SSS9rS\S'\"SSS9rS\S'\"SSS 9r\ \ \S 'S r g) r#i.rrr9leftrightNr?by_zero_defaultr ) r!r"r#r$rr'r%r(r)r rEr&r r'r(r#r#s9s3D,34E<4',Tr'JOXe_Jr'r#ch\rSrSr%Sr\"SSS9r\\S'\"SSS9r \\S'\"S S S 9r \ S \S 'Sr g )Documenti zw WARN: Work-in-progress, unimplemented Text document for embedding. Requires inference infrastructure, unimplemented. .zOText of the document. This field will be used as input for the embedding model.rtext^Name of the model used to generate the vector. List of available models depends on a provider.modelNzwAdditional options for the model, will be passed to the inference service as-is. See model cards for available options.r?DocumentOptionsoptionsr ) r!r"r#r$rCrr,rKr%r.r0r r&r r'r(r+r+ s[ jD# tE3,1N,GX' (r'r+c.\rSrSr%\"SSS9rS\S'Srg) DropReplicaOperationi.rrReplica drop_replicar N)r!r"r#r$rr4r%r&r r'r(r2r2s#CR8L)8r'r2c.\rSrSr%\"SSS9rS\S'Srg) DropShardingKeyi".rrrrr N)r!r"r#r$rrr%r&r r'r(r6r6"s!#26Iz6r'r6c.\rSrSr%\"SSS9rS\S'Srg) DropShardingKeyOperationi&.rrr6drop_sharding_keyr N)r!r"r#r$rr9r%r&r r'r(r8r8&s+0"+E(Er'r8cp\rSrSr%\"SSS9r\\\S'\"SSS9r \S\S'\"SSS9r \\ \S 'S r g) ErrorResponsei*N"Time spent to process this requestr?timerErrorResponseStatusrresultr ) r!r"r#r$rr=r rEr%rr?rr&r r'r(r;r;*sD!$<`aD(5/a.3Db.QFH* +Q!$B?FHSM?r'r;c4\rSrSr%\"SSS9r\\\S'Sr g)r>i0Nz"Description of the occurred error.r?errorr ) r!r"r#r$rrAr rKr%r&r r'r(r>r>0s ;_`E8C=`r'r>c.\rSrSr%\"SSS9rS\S'Srg) ExpDecayExpressioni4.rrr exp_decayr N)r!r"r#r$rrDr%r&r r'r(rCrC4).s)CI&Cr'rCc.\rSrSr%\"SSS9rS\S'Srg) ExpExpressioni8.rrr9expr N)r!r"r#r$rrHr%r&r r'r(rGrG8r;r'rGc\rSrSr%\"SSS9r\S\S'\"SSS 9r\ \S '\"SS S9r \\ \S '\"SS S9r \S\S'\"SSS9r \\\S'Srg) FacetRequesti<Nrr?rr.z Payload key to use for faceting.rkeyz,Max number of hits to return. Default is 10.rzGFilter conditions - only consider points that satisfy these conditions.rrzaWhether to do a more expensive exact count for each of the values in the facet. Default is false.rr )r!r"r#r$rrr r%rKrKrr1rrrDr&r r'r(rJrJ<sz.3Db.QIx*+QS&HICI ;ijE8C=j!&"k"FHX "wE8D>r'rJc4\rSrSr%\"SSS9r\S\S'Srg) FacetResponseiI.rr FacetValueHithitsr N) r!r"r#r$rrOrr%r&r r'r(rMrMIs"'"C"Q?FHU4 ,k9: ;)."\)J%=B$\wqrGXd^rr'rwc\rSrSrSrSrg)rxirEr N)r!r"r#r$FLOATr&r r'r(rxrxs Er'rxcV\rSrSr%\"SSS9rS\S'\"0SS9r\\ \ \ 4\S'S r g ) FormulaQueryi.rrr9formular?defaultsr N) r!r"r#r$rr}r%r~r rrKrr&r r'r(r|r|s1!#26G\6).rr)JHhtCH~&Jr'r|c.\rSrSrSrS\4SjrSrSrSr g) Fusioniz Fusion algorithm allows to combine results of multiple prefetches. Available fusion algorithms: * `rrf` - Reciprocal Rank Fusion (with default parameters) * `dbsf` - Distribution-Based Score Fusion r'c,[UR5$r)r*r,s r(r.Fusion.__str__r0r'rrfdbsfr N) r!r"r#r$rCrKr.RRFDBSFr&r r'r(rrs C Dr'rc.\rSrSr%\"SSS9rS\S'Srg) FusionQueryi.rrrfusionr N)r!r"r#r$rrr%r&r r'r(rrSb1FH1r'rc.\rSrSr%\"SSS9rS\S'Srg) GaussDecayExpressioni.rrr gauss_decayr N)r!r"r#r$rrr%r&r r'r(rrs+0"+EK(Er'rcJ\rSrSr%Sr\"SSS9rS\S'\"SSS9rS\S'S r g ) rciz{ Geo filter request Matches coordinates inside the rectangle, described by coordinates of lop-left and bottom-right edges .zyGeo filter request Matches coordinates inside the rectangle, described by coordinates of lop-left and bottom-right edgesrGeoPointtop_left bottom_rightr N) r!r"r#r$rCrrr%rr&r r'r(rcrcs?! PHj % P L*r'rcc.\rSrSr%\"SSS9rS\S'Srg) GeoDistancei.rrGeoDistanceParams geo_distancer N)r!r"r#r$rrr%r&r r'r(rrs(-cr(BL%Br'rcF\rSrSr%\"SSS9rS\S'\"SSS9r\\S'S r g ) ri.rrroriginz,Payload field with the destination geo pointtor N) r!r"r#r$rrr%rrKr&r r'r(rrs%s3FJ3C%STBTr'rcL\rSrSr%\"SSS9rS\S'\"SSS 9r\\ \S 'S r g) GeoIndexParamsi.rr GeoIndexTyperNrr?rr rr r'r(rrs) "5D.5#D>qrGXd^rr'rc\rSrSrSrSrg)rigeor N)r!r"r#r$GEOr&r r'r(rrs Cr'rc8\rSrSr%Sr\"SSS9r\S\S'Sr g ) GeoLineStringiz5 Ordered sequence of GeoPoints representing the line .z3Ordered sequence of GeoPoints representing the linerrrr N) r!r"r#r$rCrrrr%r&r r'r(rrs  %S6klFD lr'rcJ\rSrSr%Sr\"SSS9r\\S'\"SSS9r \\S'Sr g ) riz Geo point payload schema .zGeo point payload schemarlonlatr N) r!r"r#r$rCrrrEr%rr&r r'r(rrs-s(BCCCs(BCCCr'rcV\rSrSr%Sr\"SSS9rS\S'\"SS S 9r\ \ S\S 'S r g) rgizc Geo filter request Matches coordinates inside the polygon, defined by `exterior` and `interiors` .zaGeo filter request Matches coordinates inside the polygon, defined by `exterior` and `interiors`rrexteriorNzInterior lines (if present) bound holes within the surface each GeoLineString must consist of a minimum of 4 points, and the first and last points must be the same.r? interiorsr ) r!r"r#r$rCrrr%rr rr&r r'r(rgrgsF!& w!Ho27{2Ix_-.r'rgcJ\rSrSr%Sr\"SSS9rS\S'\"SSS9r\ \S 'S r g ) rei zl Geo filter request Matches coordinates inside the circle of `radius` and center with coordinates `center` .zjGeo filter request Matches coordinates inside the circle of `radius` and center with coordinates `center`rrcenterzRadius of the area in metersradiusr N) r!r"r#r$rCrrr%rrEr&r r'r(rere s7 AFJ#+IJFEJr'rec.\rSrSr%\"SSS9r\\S'Srg)GpuDeviceTelemetryi.rrrOr Nrr r'r(rrrr'rc4\rSrSr%\"SSS9r\S\S'Srg) GroupsResulti.rr PointGroupgroupsr N) r!r"r#r$rrrr%r&r r'r(rrs!&s!;FD ;r'rc8\rSrSr%\"SSS9r\\S4\S'Sr g) GrpcTelemetryi.rrOperationDurationStatistics responsesr N r!r"r#r$rrrrKr%r&r r'r(rrs:?QS:TItC667Tr'rc8\rSrSr%\"SSS9r\\S4\S'Sr g) HardwareTelemetryi#.rr HardwareUsagecollection_datar N) r!r"r#r$rrrrKr%r&r r'r(rr#s272LOT#./Lr'rc\rSrSr%Sr\"SSS9r\\S'\"SSS9r \\S'\"SSS9r \\S'\"SSS9r \\S '\"SSS9r \\S '\"SSS9r \\S '\"SSS9r\\S 'S rg)ri'? Usage of the hardware resources, spent to process the request .=Usage of the hardware resources, spent to process the requestrcpupayload_io_readpayload_io_writepayload_index_io_readpayload_index_io_writevector_io_readvector_io_writer N)r!r"r#r$rCrrr1r%rrrrrrr&r r'r(rr'sS&efCf 2qrOSr!#3rscs!&s8w!x3x"' X#C 1pqNCq 2qrOSrr'rc8\rSrSr%Sr\"SSS9r\S\S'Sr g ) HasIdConditioni7z ID-based filtering condition .zID-based filtering conditionrrfhas_idr N) r!r"r#r$rCrrrr%r&r r'r(rr7s!',C=[&\FD" #\r'rc2\rSrSr%Sr\"SSS9r\\S'Sr g) HasVectorConditioni?z3 Filter points which have specific vector assigned .z1Filter points which have specific vector assignedr has_vectorr N) r!r"r#r$rCrrrKr%r&r r'r(rr?sC-`aJar'rc\rSrSr%Sr\"SSS9r\\S'\"SSS9r \\S'\"SS S9r \\S '\"S S S 9r \ \\S'\"SSS 9r \ \\S'\"SSS 9r\ \\S'\"SSS 9r\ \\S'Srg)riGz Config of HNSW index .nNumber of edges per node in the index graph. Larger the value - more accurate the search, more space required.rmzNumber of neighbours to consider during the index building. Larger the value - more accurate the search, more time required to build index. ef_constructMinimal size threshold (in KiloBytes) below which full-scan is preferred over HNSW search. This measures the total size of vectors being queried against. When the maximum estimated amount of points that a condition satisfies is smaller than `full_scan_threshold_kb`, the query planner will use full-scan search instead of HNSW index traversal for better performance. Note: 1Kb = 1 vector of size 256full_scan_thresholdrzNumber of parallel threads used for background index building. If 0 - automatically select from 8 to 16. Best to keep between 8 and 16 to prevent likelihood of slow building or broken/inefficient HNSW graphs. On small CPUs, less threads are used.r?max_indexing_threadsNzVStore HNSW index on disk. If set to false, index will be stored in RAM. Default: falserzZCustom M param for hnsw graph built for payload index. If not set, default M will be used. payload_mStore copies of original and quantized vectors within the HNSW index file. Default: false. Enabling this option will trade the search speed for disk usage by reducing amount of random seeks during the search. Requires quantized vectors to be enabled. Multi-vectors are not supported.inline_storager )r!r"r#r$rCrrr1r%rrrr rrDrrr&r r'r(rrGs EAs bL# % f +0M+(3-$lGXd^ %p Ix}&+r&NHTNr'rc\rSrSr%\"SSS9r\\\S'\"SSS9r \\\S'\"SSS9r \\\S '\"SS S9r \\\S '\"SS S9r \\ \S '\"SSS9r\\\S'\"SSS9r\\ \S'Srg)rijNrr?rzNumber of neighbours to consider during the index building. Larger the value - more accurate the search, more time required to build the index.rrrzNumber of parallel threads used for background index building. If 0 - automatically select from 8 to 16. Best to keep between 8 and 16 to prevent likelihood of building broken/inefficient HNSW graphs. On small CPUs, less threads are used.rzZStore HNSW index on disk. If set to false, the index will be stored in RAM. Default: falserz[Custom M param for additional payload-aware HNSW links. If not set, default M will be used.rrrr )r!r"r#r$rrr r1r%rrrrrDrrr&r r'r(rrjsEAx}#(f#L(3-*/f*#+0E+(3-$pGXd^ %q Ix}&+r&NHTNr'rc4\rSrSr%\"SSS9r\\\S'Sr g)rUig333333?zEnable HNSW healing if the ratio of missing points is no more than this value. To disable healing completely, set this value to `0.0`.r?healing_thresholdr N) r!r"r#r$rrr rEr%r&r r'r(rUrUs!).]*xr'rUcr\rSrSr%Sr\"SSS9r\\S'\"SSS9r \ \S'\"S S S 9r \ \ \ \4\S 'S rg )Imageizv WARN: Work-in-progress, unimplemented Image object for embedding. Requires inference infrastructure, unimplemented. .z*Image data: base64 encoded image or an URLrimager-r.NDParameters for the model Values of the parameters are model-specificr?r0r )r!r"r#r$rCrrrr%r.rKr0r rr&r r'r(rrsXs(TUE3U tE3)."h)GXd38n %r'rcP\rSrSr%Sr\"SSS9r\S\S'\"SSS9r \ \S'S r g ) IndexesOneOfiz Do not use any index, scan whole vector collection during search. Guarantee 100% precision, but may be time consuming on large collections. .zDo not use any index, scan whole vector collection during search. Guarantee 100% precision, but may be time consuming on large collections.r)plainrr0r N) r!r"r#r$rCrrr r%r0rr&r r'r(rrsD$ bD'(  bGSr'rcP\rSrSr%Sr\"SSS9r\S\S'\"SSS9r S\S 'S r g ) IndexesOneOf1iz 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. .zUse 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.r)hnswrrr0r N) r!r"r#r$rCrrr r%r0r&r r'r(rrsD# CD'' " CG\r'rcr\rSrSr%Sr\"SSS9r\\S'\"SSS9r \ \S'\"S S S 9r \ \ \ \4\S 'S rg )InferenceObjectizw WARN: Work-in-progress, unimplemented Custom object for embedding. Requires inference infrastructure, unimplemented. .zxArbitrary data, used as input for the embedding model. Used if the model requires more than one input or a custom input.robjectr-r.Nrr?r0r )r!r"r#r$rCrrrr%r.rKr0r rr&r r'r(rrsb OFC tE3)."h)GXd38n %r'rc8\rSrSr%\"SSS9r\\S4\S'Sr g) InferenceUsagei.rr ModelUsagemodelsr N) r!r"r#r$rrrrKr%r&r r'r(rrs&+CR&@FDl" #@r'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \\ \S 'S rg) InlineResponse200iNrr?Usageusager<r=rr?r )r!r"r#r$rrr r%r=rErrKr?rDr&r r'r(rrsX$TrBE8G B!$<`aD(5/a!$B?FHSM?"4R@FHTN@r'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse2001iNrr?rrr<r=r TelemetryDatar?r r!r"r#r$rrr r%r=rErrKr?r&r r'r(rrY$TrBE8G B!$<`aD(5/a!$B?FHSM?(-d(KFH_ %Kr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \\ S \S 'S rg) InlineResponse20010iNrr?rrr<r=rSnapshotDescriptionr?r r!r"r#r$rrr r%r=rErrKr?rr&r r'r(rrs`$TrBE8G B!$<`aD(5/a!$B?FHSM?49$TV4WFHT/0 1Wr'rcp\rSrSr%\"SSS9r\\\S'\"SSS9r \\ \S'\"SSS9r \S\S 'S r g) InlineResponse20011iNr<r?r=rrrr?r ) r!r"r#r$rr=r rEr%rrKr?r&r r'r(rrsD!$<`aD(5/a!$B?FHSM?.3Db.QFH* +Qr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse20012iNrr?rrr<r=rRecordr?r rr r'r(rrsY$TrBE8G B!$<`aD(5/a!$B?FHSM?!&t!DFHX Dr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \\ S \S 'S rg) InlineResponse20013iNrr?rrr<r=rrr?r rr r'r(rrs]$TrBE8G B!$<`aD(5/a!$B?FHSM?',Tr'JFHT(^ $Jr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \\ S \S 'S rg) InlineResponse20014iNrr?rrr<r=r UpdateResultr?r rr r'r(rrs^$TrBE8G B!$<`aD(5/a!$B?FHSM?-24R-PFHT.) *Pr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse20015iNrr?rrr<r=r ScrollResultr?r rr r'r(rrY$TrBE8G B!$<`aD(5/a!$B?FHSM?',Tr'JFH^ $Jr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \\ S \S 'S rg) InlineResponse20016i Nrr?rrr<r=r ScoredPointr?r rr r'r(rr s^$TrBE8G B!$<`aD(5/a!$B?FHSM?,1$B,OFHT-( )Or'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \\ \ S \S 'S rg) InlineResponse20017iNrr?rrr<r=rrr?r rr r'r(rrsd$TrBE8G B!$<`aD(5/a!$B?FHSM?27RT2UFHT$}-. /Ur'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse20018iNrr?rrr<r=rrr?r rr r'r(rrrr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse20019iNrr?rrr<r=rrr?r rr r'r(r r sY$TrBE8G B!$<`aD(5/a!$B?FHSM?&+Db&IFH] #Ir'r c\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse2002i&Nrr?rrr<r=r ClusterStatusr?r rr r'r(r r &rr'r c\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse20020i-Nrr?rrr<r=rrMr?r rr r'r(rr-rr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse20021i4Nrr?rrr<r=r QueryResponser?r rr r'r(rr4rr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \\ S \S 'S rg) InlineResponse20022i;Nrr?rrr<r=rrr?r rr r'r(rr;s^$TrBE8G B!$<`aD(5/a!$B?FHSM?.3Db.QFHT/* +Qr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse20023iBNrr?rrr<r=rSearchMatrixPairsResponser?r rr r'r(rrBs[$TrBE8G B!$<`aD(5/a!$B?FHSM?49$TV4WFH0 1Wr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse20024iINrr?rrr<r=rSearchMatrixOffsetsResponser?r rr r'r(rrIs[$TrBE8G B!$<`aD(5/a!$B?FHSM?6;DVX6YFH2 3Yr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse2003iPNrr?rrr<r=rrMr?r rr r'r(rrPZ$TrBE8G B!$<`aD(5/a!$B?FHSM?.3Db.QFH* +Qr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse2004iWNrr?rrr<r=rrr?r rr r'r(rrWsZ$TrBE8G B!$<`aD(5/a!$B?FHSM?).t)LFH% &Lr'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse2005i^Nrr?rrr<r=rrr?r rr r'r(r!r!^rr'r!c\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse2006ieNrr?rrr<r=rrr?r rr r'r(r#r#err'r#c\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse2007ilNrr?rrr<r=rrr?r rr r'r(r%r%ls[$TrBE8G B!$<`aD(5/a!$B?FHSM?05dPR0SFH, -Sr'r%c\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r \\ \S '\"SSS9r \S \S 'S r g) InlineResponse2008isNrr?rrr<r=rrJr?r rr r'r(r'r'ss[$TrBE8G B!$<`aD(5/a!$B?FHSM?5:4UW5XFH1 2Xr'r'cp\rSrSr%\"SSS9r\\\S'\"SSS9r \\ \S'\"SSS9r \\ \S'S r g) InlineResponse2009izNr<r?r=rrr?r )r!r"r#r$rr=r rEr%rrKr?rDr&r r'r(r)r)zsB!$<`aD(5/a!$B?FHSM?"4R@FHTN@r'r)cR\rSrSr%\"SSS9r\\\S'\"SSS9r \\ \S'Sr g) InlineResponse202iNr<r?r=rrr ) r!r"r#r$rr=r rEr%rrKr&r r'r(r+r+s-!$<`aD(5/a!$B?FHSM?r'r+c\rSrSr%\"SSS9rS\S'\"SSS 9r\\ \S '\"SS S 9r \\ \S '\"SS S 9r \\ \S'\"SSS 9r \\ \S'Sr g)IntegerIndexParamsi.rrIntegerIndexTyperNz2If true - support direct lookups. Default is true.r?lookupz2If true - support ranges filters. Default is true.rbzIf 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.rzCIf true, store the index on disk. Default: false. Default is false.rr )r!r"r#r$rrr%r/r rDrbrrr&r r'r(r-r-s{$Sb9D 9"4=qrFHTNr!$q#(|$L(4.$"gGXd^r'r-c\rSrSrSrSrg)r.iintegerr N)r!r"r#r$INTEGERr&r r'r(r.r.Gr'r.c2\rSrSr%Sr\"SSS9rS\S'Srg ) IsEmptyConditioniz8 Select points with empty payload for a specified field .z6Select points with empty payload for a specified fieldr PayloadFieldrkr N) r!r"r#r$rCrrkr%r&r r'r(r5r5s %S6noHnor'r5c2\rSrSr%Sr\"SSS9rS\S'Srg ) IsNullConditioniz7 Select points with null payload for a specified field .z5Select points with null payload for a specified fieldrr6rlr N) r!r"r#r$rCrrlr%r&r r'r(r8r8s$C5lmG^mr'r8cj\rSrSr%\"SSS9rS\S'\"SSS 9r\\ \S '\"SS S 9r \\ \S 'S r g)KeywordIndexParamsi.rrKeywordIndexTyperNz7If true - used for tenant optimization. Default: false.r? is_tenantrrr r!r"r#r$rrr%r<r rDrr&r r'r(r:r:sG$Sb9D 9 %"[!Ix~$D>qrGXd^rr'r:c\rSrSrSrSrg)r;ikeywordr N)r!r"r#r$KEYWORDr&r r'r(r;r;r3r'r;c\rSrSrSrSrSrSrSrSr Sr S r S r S r S rS rSrSrSrSrSrSrSrSrSrSrSrSrSrSrSrSrSr Sr!S r"g!)"Languageiarabic azerbaijanibasquebengalicatalanchinesedanishdutchenglishfinnishfrenchgermangreekhebrewhinglish hungarian indonesianitalianjapanesekazakhnepali norwegian portugueseromanianrussianslovenespanishswedishtajikturkishr N)#r!r"r#r$ARABIC AZERBAIJANIBASQUEBENGALICATALANCHINESEDANISHDUTCHENGLISHFINNISHFRENCHGERMANGREEKHEBREWHINGLISH HUNGARIAN INDONESIANITALIANJAPANESEKAZAKHNEPALI NORWEGIAN PORTUGUESEROMANIANRUSSIANSLOVENESPANISHSWEDISHTAJIKTURKISHr&r r'r(rBrBs FK FGGG F EGG F F E FHIJGH F FIJHGGGG EGr'rBc.\rSrSr%\"SSS9rS\S'Srg) LinDecayExpressioni.rrr lin_decayr N)r!r"r#r$rrr%r&r r'r(rrrEr'rc.\rSrSr%\"SSS9rS\S'Srg) LnExpressioni.rrr9lnr N)r!r"r#r$rrr%r&r r'r(rrsSb1B 1r'rc|\rSrSr%\"SSS9r\\S'\"SSS9r\ S \S '\"SS S9r \\S '\"SS S9r S\S'Sr g)ri.zLocal shard idrr.NUser-defined sharding keyr?rrzNumber of points in the shardr rrstater ) r!r"r#r$rr.r1r%rr r rr&r r'r(rrsN#+;6r'rc\rSrSr%\"SSS9r\\\S'\"SSS9r \S\S'\"SS S 9r \ \S '\"SS S9r \\ \S '\"SSS9r \\ \S'\"SSS9r\\ \S'\"SSS9r\\ \S'\"SSS9r\\\\ 4\S'\"SSS9r\\S\S'\"SSS 9rS\S'\"SSS9r\\\S'\"SSS9r\\\\ 4\S'Srg)LocalShardTelemetryiNrr? variant_name ShardStatusr.z6Total number of optimized points since the last start.rtotal_optimized_pointsyAn ESTIMATION of effective amount of bytes used for vectors Do NOT rely on this number unless you know what you are doingvectors_size_bytesz~An estimation of the effective amount of bytes used for payloads Do NOT rely on this number unless you know what you are doingpayloads_size_byteszqSum of segment points This is an approximate number Do NOT rely on this number unless you know what you are doing num_pointszSum of number of vectors in all segments This is an approximate number Do NOT rely on this number unless you know what you are doing num_vectorszSum of number of vectors across all segments, grouped by their name. This is an approximate number. Do NOT rely on this number unless you know what you are doingnum_vectors_by_nameSegmentTelemetrysegmentsOptimizerTelemetry optimizations async_scorerindexed_only_excluded_vectorsr )r!r"r#r$rrr rKr%rrr1rrrrrrrrrrrDrr&r r'r(rrsP"'""EL(3-E&+Db&IFH] #I"'9q"rCr(-P) */U*#!&H!J "'["K#5:x5$sCx.149SU3VHht./0V*/*DM'D#(2#FL(4.F>CD^`>a!8DcN#;ar'rc.\rSrSr%\"SSS9rS\S'Srg) Log10Expressioni.rrr9log10r N)r!r"r#r$rrr%r&r r'r(rrs4E<4r'rcn\rSrSr%Sr\"SSS9r\\S'\"SSS 9r \ \\S '\"SS S 9r \ S \S 'Sr g)rizb Defines a location to use for looking up the vector. Specifies collection and vector field name. .z&Name of the collection used for lookupr collectionNzpOptional name of the vector field within the collection. If not provided, the default vector field will be used.r?rrrrr ) r!r"r#r$rCrrrKr%rr rr&r r'r(rrsXC-UVJV!GFHSM/4k/Ix*+r'rc2\rSrSr%Sr\"SSS9rS\S'Srg ) MatchAnyiz( Exact match on any of the given values .z&Exact match on any of the given valuesr AnyVariantsanyr N) r!r"r#r$rCrrr%r&r r'r(rrss0XYCYr'rc4\rSrSr%Sr\"SSSS9rS\S'S rg ) MatchExceptizB Should have at least one value not matching the any given values .z@Should have at least one value not matching the any given valuesexceptraliasrexcept_r N) r!r"r#r$rCrrr%r&r r'r(rrs## [ckG]r'rc2\rSrSr%Sr\"SSS9r\\S'Sr g) MatchPhrasei&z' Full-text phrase match of the string. .z%Full-text phrase match of the string.rphraser N) r!r"r#r$rCrrrKr%r&r r'r(rr&s)PQFCQr'rc2\rSrSr%Sr\"SSS9r\\S'Sr g) MatchTexti.z! Full-text match of the strings. .zFull-text match of the strings.rr,r N) r!r"r#r$rCrr,rKr%r&r r'r(rr.sc'HID#Ir'rc2\rSrSr%Sr\"SSS9r\\S'Sr g) MatchTextAnyi6z6 Full-text match of at least one token of the string. .z4Full-text match of at least one token of the string.rtext_anyr N) r!r"r#r$rCrrrKr%r&r r'r(rr6s#+abHcbr'rc2\rSrSr%Sr\"SSS9rS\S'Srg ) MatchValuei>z Exact match of the given value .zExact match of the given valuer ValueVariantsr+r N) r!r"r#r$rCrr+r%r&r r'r(rr>s#34TUE?Ur'rc\rSrSrSrSrg)MaxOptimizationThreadsSettingiFautor N)r!r"r#r$AUTOr&r r'r(rrFrr'rc\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SSS9r \\S '\"SS S9r \\S '\"SS S9r \\S 'Sr g)MemoryTelemetryiJ.zBTotal number of bytes in active pages allocated by the applicationr active_bytesz2Total number of bytes allocated by the applicationallocated_bytesz+Total number of bytes dedicated to metadatametadata_bytesz@Maximum number of bytes in physically resident data pages mappedresident_bytesz0Total number of bytes in virtual memory mappingsretained_bytesr N) r!r"r#r$rrr1r%rrrrr&r r'r(rrJs\c/stL#t 2fgOSg1^_NC_1stNCt1cdNCdr'rcx\rSrSr%Sr\"SSS9r\\S'\"SSS9r \ \ \S '\"SS S9r \ \ \\4\S 'S rg) riRz- Message send failures for a particular peer .z+Message send failures for a particular peerrrNr? latest_errorzTimestamp of the latest errorlatest_error_timestampr )r!r"r#r$rCrrr1r%rr rKrr rrr&r r'r(rrRsWs(UVE3V"'Bo"pL(3-p>C"A?HU8T>%:;r'rcL\rSrSr%\"SSS9r\S\S'\"SSS9r\ \S'Sr g ) rpi^.rrrn conditions min_countr N) r!r"r#r$rrrr%rr1r&r r'r(rprp^s)$)#2$>J[!>3B/Is/r'rpcV\rSrSr%Sr\"SSS9r\\\ S'\"SSS9r \\ \ S'S r g) MmriczG Maximal Marginal Relevance (MMR) algorithm for re-ranking the points. Na!Tunable parameter for the MMR algorithm. Determines the balance between diversity and relevance. A higher value favors diversity (dissimilarity to selected results), while a lower value favors relevance (similarity to the query vector). Must be in the range [0, 1]. Default value is 0.5.r? diversityzjThe maximum number of candidates to consider for re-ranking. If not specified, the `limit` value is used.candidates_limitr ) r!r"r#r$rCrrr rEr%rr1r&r r'r(rrcsH"'x"Ix',A'hsmr'rc.\rSrSr%\"SSS9r\\S'Srg)rir.rrtokensr N) r!r"r#r$rrr1r%r&r r'r(rrr,FC,r'rc.\rSrSrSrS\4SjrSrSrSr g) Modifierivz If used, include weight modification, which will be applied to sparse vectors at query time: None - no modification (default) Idf - inverse document frequency, based on statistics of the collection r'c,[UR5$r)r*r,s r(r.Modifier.__str__{r0r'noneidfr N) r!r"r#r$rCrKr.NONEIDFr&r r'r(rrvs D Cr'rc|\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SSS9r \\S'\"SS S 9r \ S \S 'S r g) MoveShardi.rrr.r/r0N:Method for transferring the shard from one node to anotherr?ShardTransferMethodmethodr r!r"r#r$rr.r1r%r/r0rr r&r r'r(rrR#2.Hc.CR0J0cr2L#2.3"^/FH* +r'rc.\rSrSr%\"SSS9rS\S'Srg) MoveShardOperationi.rrr move_shardr N)r!r"r#r$rrr%r&r r'r(rrs#CR8J 8r'rc4\rSrSr%\"SSS9r\S\S'Srg) MultExpressioni.rrr9multr N) r!r"r#r$rrrr%r&r r'r(rrs$Sb9D$| 9r'rc\rSrSrSrSrg)MultiVectorComparatorimax_simr N)r!r"r#r$MAX_SIMr&r r'r(rrr3r'rc.\rSrSr%\"SSS9rS\S'Srg) MultiVectorConfigi.rrr comparatorr N)r!r"r#r$rrr%r&r r'r(rrs*/*DJ'Dr'rcJ\rSrSr%Sr\"SSS9r\\S'\"SSS9r S\S 'S r g ) NamedSparseVectoriz Sparse vector data with name .Name of vector datarrOzSparse vector data with name SparseVectorrr N) r!r"r#r$rCrrOrKr%rr&r r'r(rrs-c'<=D#="34RSFNSr'rcP\rSrSr%Sr\"SSS9r\\S'\"SSS9r \ \ \S'S r g ) NamedVectoriz Dense vector data with name .rrrOz Vector datarr N) r!r"r#r$rCrrOrKr%rrrEr&r r'r(rrs0c'<=D#=?FDK?r'rcL\rSrSr%\"SSS9rS\S'\"SSS 9r\S \S 'S r g) NearestQueryi.rrrxnearestNz|Perform MMR (Maximal Marginal Relevance) reranking after search, using the same vector in this query to calculate relevance.r?rmmrr ) r!r"r#r$rrr%rr r&r r'r(rrs1"3B7G]7 SC%r'rc.\rSrSr%\"SSS9rS\S'Srg) NegExpressioni.rrr9negr N)r!r"r#r$rrr%r&r r'r(rrr;r'rcJ\rSrSr%Sr\"SSS9r\\S'\"SSS9r S\S'S r g ) Nestediz9 Select points with payload for a specified nested field .z7Select points with payload for a specified nested fieldrrKrrr N) r!r"r#r$rCrrKrKr%rr&r r'r(rrs-S&_`C`S.ghFHhr'rc.\rSrSr%\"SSS9rS\S'Srg) NestedConditioni.rrrnestedr N)r!r"r#r$rrr%r&r r'r(rrrr'rc\rSrSr%\"SSS9r\\S'\"SSS9r\ \\S'\"SS S9r \ \ \S '\"SS S9r \ \ \S '\"SS S9r \ \ \S'\"SSS9r\ \\S'\"SSS9r\ \\\4\S'Srg)ri.rrrNr? fail_countzOThe average time taken by 128 latest operations, calculated as a weighted mean.avg_duration_microszCThe minimum duration of the operations across all the measurements.min_duration_microszCThe maximum duration of the operations across all the measurements.max_duration_microsz5The total duration of all operations in microseconds.total_duration_microslast_respondedr )r!r"r#r$rrr1r%rr rrErrrrr rrr&r r'r(rrss+E3+ %d CJ C+0"s,%,1"g,%,1"g,%,1"Y,8C=723Yr'rcj\rSrSr%\"SSS9rS\S'\"SSS9rS\S'\"S SS 9r\ \ S \S 'S r g )ri.rrrrrrNr?TrackerTelemetrylogr ) r!r"r#r$rrr%rrr rr&r r'r(rrsB!&s!;F ;38"3MM0M.3Db.QC$)* +Qr'rc\rSrSr%\"SSS9r\\S'\"SSS9r\ \S'\"SSS9r \ \S '\"S S S 9r \ \ \S '\"S SS 9r \ \ \S'\"S SS 9r\ \ \S'\"SSS9r\ \S'\"S SS 9r\ \ \S'Srg )ri.^The minimal fraction of deleted vectors in a segment, required to perform segment optimizationrdeleted_thresholdTThe minimal number of vectors in a segment, required to perform segment optimizationvacuum_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 CPUs.default_segment_numberNaDo 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 indexing speed is more important - make this parameter lower. If search speed is more important - make this parameter higher. Note: 1Kb = 1 vector of size 256 If not set, will be automatically selected considering the number of available CPUs.r?max_segment_sizea|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`. Internally it will use the largest threshold possible. Note: 1Kb = 1 vector of size 256memmap_thresholdaMaximum size (in kilobytes) of vectors allowed for plain index, exceeding this threshold will enable vector indexing Default value is 10,000, based on experiments and observations. To disable vector indexing, set to `0`. Note: 1kB = 1 vector of size 256.indexing_threshold(Minimum interval between forced flushes.flush_interval_seca(Max 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 null - have no limit and choose dynamically to saturate CPU. If 0 - no optimization threads, optimizations will be disabled.max_optimization_threadsr )r!r"r#r$rrrEr%rr1rr r r r r rr&r r'r(rrs$ t u%* o%c#( G#C',E'hsm',S'hsm).X) $C5_``.3/hsmr'rc\rSrSr%\"SSS9r\\\S'\"SSS9r \\ \S'\"SSS9r \\ \S '\"SS S9r \\ \S '\"SS S9r \\ \S '\"SSS9r\\ \S'\"SSS9r\\ \S'\"SSS9r\S\S'Srg)riNrr?rrraTarget amount of segments optimizer will try to keep. Real amount of segments may vary depending on multiple parameters: - Amount of stored points - Current write RPS It is recommended to select default number of segments as a factor of the number of search threads, so that each segment would be handled evenly by one of the threads If `default_segment_number = 0`, will be automatically selected by the number of available CPUsraeDo not create segments larger this size (in kilobytes). Large segments might require disproportionately long indexation times, therefore it makes sense to limit the size of segments. If indexation speed have more priority for your - make this parameter lower. If search speed is more important - make this parameter higher. Note: 1Kb = 1 vector of size 256r aeMaximum size (in kilobytes) of vectors to store in-memory per segment. Segments larger than this threshold will be stored as read-only memmapped file. Memmap storage is disabled by default, to enable it, set this threshold to a reasonable value. To disable memmap storage, set this to `0`. Note: 1Kb = 1 vector of size 256 Deprecated since Qdrant 1.15.0r aDMaximum size (in kilobytes) of vectors allowed for plain index, exceeding this threshold will enable vector indexing Default value is 20,000, based on <https://github.com/google-research/google-research/blob/master/scann/docs/algorithms.md>. To disable vector indexing, set to `0`. Note: 1kB = 1 vector of size 256.r r r a4Max number of threads (jobs) for running optimizations per shard. Note: each optimization job will also use `max_indexing_threads` threads by itself for index building. If "auto" - have no limit and choose dynamically to saturate CPU. If 0 - no optimization threads, optimizations will be disabled.MaxOptimizationThreadsrr )r!r"r#r$rrr rEr%rr1rr r r r rr&r r'r(rrs).t*x/4"x/hsm-2E-HSM',|'hsm',|'hsm).[) ).dHr(s sCHKDh'?@r'rc*\rSrSrSrS\4SjrSrSrg)OptimizersStatusOneOfiz& Optimizers are reporting as expected r'c,[UR5$r)r*r,s r(r.OptimizersStatusOneOf.__str__!r0r'okr N) r!r"r#r$rCrKr.OKr&r r'r(rrs Br'rc2\rSrSr%Sr\"SSS9r\\S'Sr g) OptimizersStatusOneOf1i'z* Something wrong happened with optimizers .z(Something wrong happened with optimizersrrAr N) r!r"r#r$rCrrArKr%r&r r'r(rr'ss(RSE3Sr'rcj\rSrSr%\"SSS9r\\S'\"SSS9r\ S \S '\"SS S9r \ S \S 'Sr g)OrderByi/.zPayload key to order byrrKNz=Direction of ordering: `asc` or `desc`. Default is ascending.r?r directionzmWhich payload value to start scrolling from. Default is the lowest value for `asc` and the highest for `desc` StartFrom start_fromr ) r!r"r#r$rrKrKr%rr rr&r r'r(rr/sQS&?@C@',"a(Ix $).D)J%r'rc.\rSrSr%\"SSS9rS\S'Srg) OrderByQueryi:.rrOrderByInterfaceorder_byr N)r!r"r#r$rr!r%r&r r'r(rr:s#("#=H =r'rc.\rSrSr%\"SSS9rS\S'Srg) OverwritePayloadOperationi>.rr SetPayloadoverwrite_payloadr N)r!r"r#r$rr%r%r&r r'r(r#r#>s&+CR&@|@r'r#c.\rSrSr%\"SSS9r\\S'Srg)riB.rrconnection_pool_sizer N) r!r"r#r$rr'r1r%r&r r'r(rrBs %cr :#:r'rc^\rSrSr%\"SSS9r\\S'\"SSS9r\ \S'\"SSS9r \\S'Sr g ) PartialSnapshotTelemetryiF.rr ongoing_create_snapshot_requests is_recoveringrecovery_timestampr N) r!r"r#r$rr*r1r%r+rDr,r&r r'r(r)r)Fs7,1#2,F$cF4M44#CR88r'r)c2\rSrSr%Sr\"SSS9r\\S'Sr g) r6iLz Payload field .zPayload field namerrKr N) r!r"r#r$rCrrKrKr%r&r r'r(r6r6LsS&:;C;r'r6ch\rSrSr%Sr\"SSS9rS\S'\"SSS 9r\ S \S '\"SS S9r \ \S 'Sr g)r iTz4 Display payload field type & index information .z2Display payload field type & index informationrPayloadSchemaType data_typeNr?PayloadSchemaParamsrz(Number of points indexed with this indexrr ) r!r"r#r$rCrr0r%rr rr1r&r r'r(r r TsM&+3C~?HhuT*-z9:;).k)E8$ %!kE8C="'"w"FHX (-TGt'uFH^ $u',"Y(OXe_!;klE8C=l.3G/K*+r'rmc.\rSrSr%\"SSS9rS\S'Srg) ProductQuantizationi.rrProductQuantizationConfigproductr N)r!r"r#r$rr|r%r&r r'r(rzrzs+0"+EG (Er'rzcL\rSrSr%\"SSS9rS\S'\"SSS9r\\ \S 'S r g) r{i.rrrV compressionNr?rtr ) r!r"r#r$rr~r%rtr rDr&r r'r(r{r{s)&+CR&@K#@!&t!DJDr'r{ct\rSrSr%Sr\"SSS9r\\\ S'\"SSS9r \\\ S '\"SS S9r \\ \ S 'S r g) QuantizationSearchParamsi % Additional parameters of the search Fz9If true, quantized vectors are ignored. Default is false.r?ignoreNzIf true, use original vectors to re-score top-k results. Might require more time in case if original vectors are stored on disk. If not set, qdrant decides automatically apply rescoring or not.rescoreaZOversampling factor for quantization. Default is 1.0. Defines how many extra vectors should be pre-selected using quantized index, and then re-scored using original vectors. For example, if `oversampling` is 2.4 and `limit` is 100, then 240 vectors will be pre-selected using quantized index, and then top-100 will be returned after re-scoring. oversamplingr )r!r"r#r$rCrrr rDr%rrrEr&r r'r(rr sd##^FHTN$XGXd^%*q%L(5/r'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \ SS4\S '\"SS S9r \S \S '\"SS S9r \\ \S'\"SSS9r\S\S'\"SSS9r\S\S'\"SSS9r\\\S'\"SSS9r\S\S'\"SSS9r\S\S'\"SSS9r\S\S'\"S S!S"9r\ \S#'\"SS$S9r\\\S%'\"SS&S9r\\\S''\"SS(S9r\S)\S*'S+rg),QueryGroupsRequestiNrr?rrjSub-requests to perform first. If present, the query will be performed on the results of the prefetch(es).rmrnrorprqrrr rsrrrtrrrurvTOptions for specifying which vectors to include into the response. Default is false.r r IOptions for specifying which payload to include or not. Default is false.rrrxrr.Payload field to group by, must be a string or number field. If the field contains more than 1 value, all values will be used for grouping. One point can be in multiple groups.rgroup_byz;Maximum amount of points to return per group. Default is 3. group_sizez2Maximum amount of groups to return. Default is 10.r9Look for points in another collection using the group idsWithLookupInterface with_lookupr )r!r"r#r$rrr r%rnr rrqr rKrrrvrEr rrrrr1rrr&r r'r(rrs.3Db.QIx*+Q>CA?HhuT*-z9:;).k)E8$ %!kE8C="'"w"FHX (-TGt'uFH^ $u',"Y(OXe_+0"x+K,'6;"m6L(12/4G/K*+ GHc!&"_!J !;opE8C=p38"]4K/0r'rc\rSrSr%\"SSS9r\S\S'\"SSS9r\\ \ SS4\S '\"SS S9r \S \S '\"SS S9r \\ \S'\"SSS9r\S\S'\"SSS9r\S\S'\"SSS9r\\\S'\"SSS9r\\\S'\"SSS9r\\\S'\"SSS9r\S\S'\"SSS9r\S\S '\"SS!S9r\S"\S#'S$rg)% QueryRequestiINrr?rrrrmrnrorprqrrr rsrrrtrrrurvrwrz9Offset of the result. Skip this many points. Default is 0rrr r rrrrxrrr )r!r"r#r$rrr r%rnr rrqr rKrrrvrErr1rr rrr&r r'r(rrIs`.3Db.QIx*+Q>CA?HhuT*-z9:;).k)E8$ %!kE8C="'"w"FHX (-TGt'uFH^ $u',"Y(OXe_!;klE8C=l!$"?r'rc4\rSrSr%\"SSS9r\S\S'Srg) rip.rrrrr N) r!r"r#r$rrrr%r&r r'r(rrps"'"6r'rc|\rSrSr%\"SSS9r\\S'\"SSS9r\ \\S'\"SSS9r S \S '\"SSS9r S \S 'S r g) RemoteShardTelemetryi& .rrr.Nr?rrrupdatesr ) r!r"r#r$rr.r1r%rr rrr&r r'r(rr& sL#2.Hc."4R@GXc]@.3CR.HH+H-23B-GG *Gr'rcJ\rSrSr%Sr\"SSS9r\\S'\"SSS9r \\S'Sr g ) RenameAliasi-  Change alias to a new one .Change alias to a new onerold_alias_namenew_alias_namer N) r!r"r#r$rCrrrKr%rr&r r'r(rr- s- 1LMNCM1LMNCMr'rc2\rSrSr%Sr\"SSS9rS\S'Srg ) RenameAliasOperationi6 r.rrr rename_aliasr N) r!r"r#r$rCrrr%r&r r'r(rr6 s#(9T"UL-Ur'rcF\rSrSr%\"SSS9r\\S'\"SSS9r\\S'Sr g) r3i> .rrr.rr N) r!r"r#r$rr.r1r%rr&r r'r(r3r3> s$#2.Hc."-GS-r'r3c\rSrSr%\"SSS9r\\S'\"SSS9r\ S\S '\"SSS9r \ S \S '\"SSS9r \ S \S '\"SSS9r \\S4\S'\"SSS9r\ S\S'Srg)r>iC .rrr"Nr?rrKrlocalrremoterreplicate_statesr)partial_snapshotr )r!r"r#r$rr"r1r%rKr rrrrrrKrr&r r'r(r>r>C sCR(B( %d CC* C-24R-PE8) *P+0"+EFD' (E272Ld3./L=B4]_=`h9:`r'r>cN\rSrSrSrS\4SjrSrSrSr Sr S r S r S r S rS rSrSrg)riL z1 State of the single shard within a replica set. r'c,[UR5$r)r*r,s r(r.ReplicaState.__str__Q r0r'ActiveDeadPartial InitializingListenerPartialSnapshotRecovery ReshardingReshardingScaleDown ActiveReadr N)r!r"r#r$rCrKr.ACTIVEDEADPARTIAL INITIALIZINGLISTENERPARTIALSNAPSHOTRECOVERY RESHARDINGRESHARDINGSCALEDOWN ACTIVEREADr&r r'r(rrL sHF DG!LH'OHJ/Jr'rcd\rSrSr%\"SSS9r\S\S'\"SSS9rS \S '\"SSS9r S \S 'S r g) ReplicatePointsi` Nrr?rr.rrfrom_shard_key to_shard_keyr ) r!r"r#r$rrr r%rrr&r r'r(rr` s:!&t!DFHX D!&s!;NJ;$Sb9L*9r'rc.\rSrSr%\"SSS9rS\S'Srg) ReplicatePointsOperationif .rrrreplicate_pointsr N)r!r"r#r$rrr%r&r r'r(rrf */*D'Dr'rc|\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SSS9r \\S'\"SS S 9r \ S \S 'S r g)ReplicateShardij .rrr.r/r0Nrr?rrr rr r'r(rrj rr'rc.\rSrSr%\"SSS9rS\S'Srg) ReplicateShardOperationis .rrrreplicate_shardr N)r!r"r#r$rrr%r&r r'r(rrs s(-cr(BO%Br'rcF\rSrSr%\"SSS9rS\S'\"SSS9rS\S'S rg ) RequestsTelemetryiw .rrWebApiTelemetryrestrgrpcr N) r!r"r#r$rrr%rr&r r'r(rrw s%#CR8D 8!#26D/6r'rc.\rSrSrSrS\4SjrSrSrSr g) ReshardingDirectioni| z Resharding direction, scale up or down in number of shards - `up` - Scale up, add a new shard - `down` - Scale down, remove a shard r'c,[UR5$r)r*r,s r(r.ReshardingDirection.__str__ r0r'updownr N) r!r"r#r$rCrKr.UPDOWNr&r r'r(rr| s B Dr'rc|\rSrSr%\"SSS9rS\S'\"SSS9r\\S'\"SSS9r \\S'\"S SS 9r \ S \S 'S r g )ri .rrrrr.rNr?rrr ) r!r"r#r$rrr%r.r1rrr r&r r'r(rr sL',Sb'AI$A#2.Hc."-GS-&+Db&IIx #Ir'rcv\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SSS9r \\S'\"SSS9r S\S 'S r g ) RestartTransferi .rrr.r0r/rrr N) r!r"r#r$rr.r1r%r0r/rr&r r'r(r r  sG#2.Hc.cr2L#2CR0J0$)#2$>F !>r'r c.\rSrSr%\"SSS9rS\S'Srg) RestartTransferOperationi .rrr restart_transferr N)r!r"r#r$rrr%r&r r'r(r r  rr'r c8\rSrSr%Sr\"SSS9r\\\ S'Sr g)Rrfi z' Parameters for Reciprocal Rank Fusion Nz&K parameter for reciprocal rank fusionr?rr ) r!r"r#r$rCrrr r1r%r&r r'r(rr sT7_`Ax}`r'rc.\rSrSr%\"SSS9rS\S'Srg) RrfQueryi .rrrrr N)r!r"r#r$rrr%r&r r'r(rr ss+C+r'rc\rSrSr%\"SSS9r\\\S'\"SSS9r \\\S'\"SSS9r \ \S '\"SSS9r \\ \S '\"SSS9r\\ \S '\"SSS9r\\ \S '\"SSS9r\\S '\"SSS9r\S\S'\"SSS9r\\S\S'Srg)rWi Nrr? distributiondistribution_version.r is_dockercoresram_size disk_size cpu_flagsr cpu_endianr gpu_devicesr )r!r"r#r$rrr rKr%rrrDrr1rrrrrrr&r r'r(rWrW s"'""EL(3-E*/"*M(3-MCR0It0 2>E8C=>#DbAHhsmA$TrBIx}B3B/Is/(-d(KJ%K8=dXZ8[K$345[r'rWc\rSrSrSrSrg)Samplei randomr N)r!r"r#r$RANDOMr&r r'r(rr s Fr'rc.\rSrSr%\"SSS9rS\S'Srg) SampleQueryi .rrrsampler N)r!r"r#r$rr#r%r&r r'r(r"r" rr'r"c.\rSrSr%\"SSS9rS\S'Srg) ScalarQuantizationi .rrScalarQuantizationConfigscalarr N)r!r"r#r$rr'r%r&r r'r(r%r% rqr'r%cj\rSrSr%\"SSS9rS\S'\"SSS 9r\\ \S '\"SS S 9r \\ \S 'S r g)r&i .rr ScalarTyperNziQuantile for quantization. Expected value range in [0.5, 1.0]. If not set - use the whole range of valuesr?quantilez]If true - quantized vectors always will be stored in RAM, ignoring the config of main storagertr ) r!r"r#r$rrr%r*r rErtrDr&r r'r(r&r& sKs3D,3 %!Hhuo"'s"Jr'r&c\rSrSrSrSrg)r)i int8r N)r!r"r#r$INT8r&r r'r(r)r) rr'r)c\rSrSr%Sr\"SSS9rS\S'\"SSS9r\ \S '\"SS S9r \ \S '\"S S S9r \ S\S'\"S SS9r\ S\S'\"S SS9r\ S\S'\"S SS9r\ S\S'Srg )ri z Search result .z Search resultrrfr"z Point versionrPz*Points vector distance to the query vectorscoreNrr?rjrZrrrrrrzOrder-by valuerrr )r!r"r#r$rCrr"r%rPr1r/rErZr rrrr&r r'r(rr s"#?CBC/:GS:*VWE5W#(Ck#lGXi l-24Mb-cFH) *c&+Dk&RIx #R*/JZ*[K,'[r'rc\rSrSr%Sr\"SSS9r\S\S'\"SSS9r \S \S '\"SS S9r \\ \S '\"SS S9r \S\S'\"SSS9r \S\S'\"SSS9r\S\S'\"SSS9r\S\S'Srg) ScrollRequesti zI Scroll request - paginate over all points which matches given condition Nrr?rrzStart ID to read points from.rfrzPage size. Default: 10rzSLook only for points which satisfies this conditions. If not provided - all points.rrrVrrzGScroll request - paginate over all points which matches given conditionr r z%Order the records by a payload field.r r!r )r!r"r#r$rCrrr r%rrr1rrr r!r&r r'r(r1r1 s/4k/Ix*++0Ji*jFH& 'j ;STE8C=T!&"w"FHX 6;"f6L(12+0"k+K,'.34Mt-uHh)*ur'r1cV\rSrSr%Sr\"SSS9r\S\S'\"SS S 9r \ S \S 'S r g)ri z# Result of the points read request .zList of retrieved pointsrrrNz:Offset which should be used to retrieve a next page resultr?rfnext_page_offsetr ) r!r"r#r$rCrrrr%r3r r&r r'r(rr s=#34NOFDNO49"^5h01r'rcH\rSrSr%\"SSS9r\S\S'\"SSS 9rS \S '\"SS S9r \S \S'\"SSS9r \S\S'\"SSS9r \S\S'\"SSS9r \S\S'\"SSS9r \\\S'\"SSS 9r\\S'\"SSS 9r\\S'\"SSS 9r\\S'\"SS S9r\S!\S"'S#rg)$SearchGroupsRequesti Nrr?rr.rrNamedVectorStructrrrrrrrrrrrr r rrvrrrrrrrrrr )r!r"r#r$rrr r%rrrrr rvrErrKrr1rrr&r r'r(r5r5 s.3k/Ix*+#(":?tYn9oL(56o#(~$L(4.,1K`+aE8' (ar'rc\rSrSr%Sr\"SSS9r\S\S'\"SS S 9r S \S '\"SS S9r \S\S'\"SSS9r \S\S'\"SSS 9r \ \S'\"SSS9r\\ \S'\"SSS9r\S\S'\"SSS9r\S\S'\"SSS9r\\\S'Srg) SearchRequestiU z Search request. Holds all conditions and parameters for the search of most similar points by vector similarity given the filtering restrictions. Nrr?rr.zSearch request. Holds all conditions and parameters for the search of most similar points by vector similarity given the filtering restrictions.rr6rrrrrrrrrrrrrrrr r rrvr )r!r"r#r$rCrrr r%rrrrr1rrr rvrEr&r r'r(rHrHU s/4k/Ix*+#( g#F "'tAw!xFHX x',TGa'bFH^ $bs(HIE3I!UFHSM6;"g6L(12+0"t+K,'(-r(OXe_r'rHc4\rSrSr%\"SSS9r\S\S'Srg) SearchRequestBatchiu .rrrHrr Nrr r'r(rJrJu s&+CR&@Hd?#@r'rJc~\rSrSr%\"0SS9r\\\S4\ S'\"SSS9r \\\S4\ S'\"S SS 9r S \ S 'S r g) SegmentConfigiy rr?VectorDataConfig vector_dataNSparseVectorDataConfigsparse_vector_data.rPayloadStorageTypepayload_storage_typer ) r!r"r#r$rrNr rrKr%rPrRr&r r'r(rLrLy s[;@Y[;\K$s$6678\HMVZhjHkc+C&C!DEk16s1K.Kr'rLcN\rSrSr%Sr\"SSS9rS\S'\"SSS9r\ \S'\"SSS9r \ \S '\"SSS9r \ \S '\"SSS9r \ \S '\"SS S9r \ \S '\"SSS9r\ \S'\"SSS9r\ \S'\"SSS9r\ \S'\"SSS9r\\S'\"SSS9r\\S4\S'\"SSS9r\\S4\S'Srg) SegmentInfoi z& Aggregated information about segment .z$Aggregated information about segmentr SegmentType segment_typerrnum_indexed_vectorsnum_deleted_vectorsrrz@An estimation of the effective amount of bytes used for payloadsrram_usage_bytesdisk_usage_bytes is_appendabler  index_schemaVectorDataInforNr N)r!r"r#r$rCrrVr%rr1rrWrXrrrYrZr[rDr\rrKrNr&r r'r(rTrT s #(9_"`L-`S.TUKUC-STJT$S6\]]$S6\]]# P % [ !2XYOSY!#3YZcZ1WXM4X27Io2pL$s../p/4SFl/mKc++,mr'rTc\rSrSr%\"SSS9rS\S'\"SSS9rS\S'\"SSS9r\ S \S '\"SSS9r \ S \S 'S r g)ri .rrrTinforLrVectorIndexSearchesTelemetryvector_index_searchesr3payload_field_indicesr N) r!r"r#r$rr_r%rrarrbr&r r'r(rr sV4D-4#CR8FO8BGY[B\4 >?\;@RT;U4 78Ur'rc2\rSrSrSrS\4SjrSrSrSr Sr g ) rUi z Type of segment r'c,[UR5$r)r*r,s r(r.SegmentType.__str__ r0r'rindexedspecialr N) r!r"r#r$rCrKr.PLAININDEXEDSPECIALr&r r'r(rUrU s$ EGGr'rUc\rSrSr%Sr\"SSS9rS\S'\"SS S 9r\ \ S \S '\"SS S 9r \ S\S'\"SSS 9r \ S\S'\"SSS 9r \ \\S'Srg)r$i r.rrrjrZNz*Assigns payload to each point in this listr?rfrz@Assigns payload to each point that satisfy this filter conditionrrrrz@Assigns payload to each point that satisfy this path of propertyrKr )r!r"r#r$rCrrZr%rr rrrrKrKr&r r'r(r$r$ s jGY16"N1FHT+, -"'"d"FHX /4"s/Ix*+"dC#r'r$c.\rSrSr%\"SSS9rS\S'Srg) SetPayloadOperationi .rrr$ set_payloadr N)r!r"r#r$rrnr%r&r r'r(rmrm s %cr :K:r'rmc.\rSrSr%\"SSS9r\\S'Srg)ShardCleanStatusFailedTelemetryi .rrreasonr N) r!r"r#r$rrqrKr%r&r r'r(rprp rr'rpc.\rSrSr%\"SSS9r\\S'Srg)!ShardCleanStatusProgressTelemetryi .rrdeleted_pointsr N) r!r"r#r$rrtr1r%r&r r'r(rsrs s4NC4r'rsc \rSrSrSrSrSrSrg)ShardCleanStatusTelemetryOneOfi starteddone cancelledr N)r!r"r#r$STARTEDDONE CANCELLEDr&r r'r(rvrv sG DIr'rvc.\rSrSr%\"SSS9rS\S'Srg) ShardCleanStatusTelemetryOneOf1i .rrrsprogressr N)r!r"r#r$rrr%r&r r'r(r~r~ s49#24NH1Nr'r~c.\rSrSr%\"SSS9rS\S'Srg) ShardCleanStatusTelemetryOneOf2i .rrrpfailedr N)r!r"r#r$rrr%r&r r'r(rr s05cr0JF -Jr'rcF\rSrSr%\"SSS9rS\S'\"SSS9rS\S'Srg ) ShardKeyWithFallbacki .rrrrfallbackr N) r!r"r#r$rrr%rr&r r'r(rr s$s3FJ3 "5Hj5r'rc\rSrSr%\"SSS9rS\S'\"SSS9r\S \S '\"SS S9r \\ \S '\"SS S9r \\ \S'Sr g)ShardSnapshotRecoveri .rrShardSnapshotLocationlocationNr?SnapshotPrioritypriorityFOptional SHA256 checksum to verify snapshot integrity before recovery.checksumCOptional API key used when fetching the snapshot from a remote URL.api_keyr ) r!r"r#r$rrr%rr rrKrr&r r'r(rr sc(-cr(BH%B-24R-PHh)*P#"jHhsm#"gGXc]r'rc6\rSrSrSrS\4SjrSrSrSr Sr S r g ) ri z Current state of the shard (supports same states as the collection) `Green` - all good. `Yellow` - optimization is running, 'Grey' - optimizations are possible but not triggered, `Red` - some operations failed and was not recovered r'c,[UR5$r)r*r,s r(r.ShardStatus.__str__ r0r'r1r2r3r4r Nr5r r'r(rr r:r'rc\rSrSr%\"SSS9r\\S'\"SSS9r\ \\S '\"SS S S 9r \\S '\"SSS9r \\S'\"SSS9r \ \S'\"SSS9r\ S\S'\"SSS9r\ \\S'Srg)ri .rrr.NzpTarget shard ID if different than source shard ID Used exclusively with `ReshardStreamRecords` transfer method.r? to_shard_idzSource peer idfromrfrom_zDestination peer idrzyIf `true` transfer is a synchronization of a replicas If `false` transfer is a moving of a shard from one peer to anothersyncrrzTA human-readable report of the transfer progress. Available only on the source peer.commentr )r!r"r#r$rr.r1r%rr rrrrDrrrKr&r r'r(rr s#2.Hc.!&G"K#s(8GE3GC%:;B; PD$/4Db.QFH* +Q""xGXc]r'rc6\rSrSrSrS\4SjrSrSrSr Sr S r g ) ri a Methods for transferring a shard from one node to another. - `stream_records` - Stream all shard records in batches until the whole shard is transferred. - `snapshot` - Snapshot the shard, transfer and restore it on the receiver. - `wal_delta` - Attempt to transfer shard difference by WAL delta. - `resharding_stream_records` - Shard transfer for resharding: stream all records in batches until all points are transferred. r'c,[UR5$r)r*r,s r(r.ShardTransferMethod.__str__ r0r'stream_recordssnapshot wal_deltaresharding_stream_recordsr N) r!r"r#r$rCrKr.STREAM_RECORDSSNAPSHOT WAL_DELTARESHARDING_STREAM_RECORDSr&r r'r(rr s*&NHI ;r'rc\rSrSrSrSrSrg)ri rcustomr N)r!r"r#r$rCUSTOMr&r r'r(rr s D Fr'rc\rSrSr%\"SSS9r\\S'\"SSS9r\ \\S'\"SSS9r \ \S '\"SSS9r \ \\S 'S r g) ri .rrrONr? creation_timesizerr )r!r"r#r$rrOrKr%rr rr1rr&r r'r(rr sNcr*D#*#(2#FM8C=Fcr*D#*#DbAHhsmAr'rc2\rSrSrSrS\4SjrSrSrSr Sr g ) ri% z Defines source of truth for snapshot recovery: `NoSync` means - restore snapshot without *any* additional synchronization. `Snapshot` means - prefer snapshot data over the current state. `Replica` means - prefer existing data over the snapshot. r'c,[UR5$r)r*r,s r(r.SnapshotPriority.__str__* r0r'no_syncrreplicar N) r!r"r#r$rCrKr.NO_SYNCrREPLICAr&r r'r(rr% s$GHGr'rc\rSrSr%\"SSS9r\\S'\"SSS9r\ S \S '\"SS S9r \ \\S '\"SS S9r \ \\S'Sr g)SnapshotRecoveri2 .zExamples: - URL `http://localhost:8080/collections/my_collection/snapshots/my_snapshot` - Local path `file:///qdrant/snapshots/test_collection-2022-08-04-10-49-10.snapshot`rrNa[Defines which data should be used as a source of truth if there are other replicas in the cluster. If set to `Snapshot`, the snapshot will be used as a source of truth, and the current state will be overwritten. If set to `Replica`, the current state will be used as a source of truth, and after recovery if will be synchronized with the snapshot.r?rrrrrrr ) r!r"r#r$rrrKr%rr rrr&r r'r(rr2 sx CHc.3r.Hh)*$"jHhsm#"gGXc]r'rc\rSrSrSrSrg)SnowballiC snowballr N)r!r"r#r$SNOWBALLr&r r'r(rrC rr'rcr\rSrSrSrS\4SjrSrSrSr Sr S r S r S r S rS rSrSrSrSrSrSrSrSrSrSrSrg)SnowballLanguageiG z* Languages supported by snowball stemmer. r'c,[UR5$r)r*r,s r(r.SnowballLanguage.__str__L r0r'rCarmenianrIrJrKrLrMrNrOrRrTrXrYrZr[r]r^tamilr`r N)r!r"r#r$rCrKr.raARMENIANrgrhrirjrkrlrmrprrrvrwrxryr{r|TAMILr~r&r r'r(rrG stFH F EGG F F EIGIJHGGG EGr'rcF\rSrSr%\"SSS9rS\S'\"SSS9rS\S'S rg ) SnowballParamsid .rrrrrrr N) r!r"r#r$rrr%rr&r r'r(rrd s%Sb1D*1#("#=H =r'rcn\rSrSr%Sr\"SSS9r\\\ S'\"SSS 9r S \ S '\"SS S9r \S \ S'Sr g)SparseIndexConfigii * Configuration for sparse inverted index. NvWe prefer a full scan search upto (excluding) this number of vectors. Note: this is number of vectors, not KiloBytes.r?r.z(Configuration for sparse inverted index.rSparseIndexTyper4z,Datatype used to store weights in the index.VectorStorageDatatypedatatyper ) r!r"r#r$rCrrr r1r%r4rr&r r'r(rri sZ*/M*#%*#;e$fJ!f27"P3Hh./r'rct\rSrSr%Sr\"SSS9r\\\ S'\"SSS9r \\ \ S'\"SS S9r \S \ S 'S r g) SparseIndexParamsix rNrr?rzUStore index on disk. If set to false, the index will be stored in RAM. Default: falsera9Defines which datatype should be used for the index. Choosing different datatypes allows to optimize memory usage and performance vs accuracy. - For `float32` datatype - vectors are stored as single-precision floating point numbers, 4 bytes. - For `float16` datatype - vectors are stored as half-precision floating point numbers, 2 bytes. - For `uint8` datatype - vectors are quantized to unsigned 8-bit integers, 1 byte. Quantization to fit byte range `[0, 255]` happens during indexing automatically, so the actual vector data does not need to conform to this range.rrr )r!r"r#r$rCrrr r1r%rrDrr&r r'r(rrx sf*/M*#$kGXd^&+P &Hhz"r'rc*\rSrSrSrS\4SjrSrSrg)SparseIndexTypeOneOfi z Mutable RAM sparse index r'c,[UR5$r)r*r,s r(r.SparseIndexTypeOneOf.__str__ r0r' MutableRamr N) r!r"r#r$rCrKr. MUTABLERAMr&r r'r(rr sJr'rc*\rSrSrSrS\4SjrSrSrg)SparseIndexTypeOneOf1i z Immutable RAM sparse index r'c,[UR5$r)r*r,s r(r.SparseIndexTypeOneOf1.__str__ r0r' ImmutableRamr N) r!r"r#r$rCrKr. IMMUTABLERAMr&r r'r(rr s"Lr'rc*\rSrSrSrS\4SjrSrSrg)SparseIndexTypeOneOf2i z Mmap sparse index r'c,[UR5$r)r*r,s r(r.SparseIndexTypeOneOf2.__str__ r0r'Mmapr N r!r"r#r$rCrKr.MMAPr&r r'r(rr  Dr'rcV\rSrSr%Sr\"SSS9r\\\ S'\"SSS9r \\ \ S'S r g ) ri z Sparse vector structure .zIndices must be uniquerindicesz*Values and indices must be the same lengthvaluesr N) r!r"r#r$rCrrrr1r%rrEr&r r'r(rr s5s0HIGT#YI1]^FDK^r'rcn\rSrSr%Sr\"SSS9rS\S'\"SSS 9r\ S \S '\"SS S 9r \ S \S'Sr g)rOi z- Config of single sparse vector data storage .z+Config of single sparse vector data storagerrindexNr?SparseVectorStorageType storage_typeIConfigures addition value modifications for sparse vectors. Default: nonermodifierr ) r!r"r#r$rCrrr%rr rr&r r'r(rOrO sW"'s8e!fE f8="O9L(45&+"m&Hhz"r'rOcV\rSrSr%Sr\"SSS9r\S\S'\"SSS9r \S \S 'S r g) ri z- Params of single sparse vector data storage NzQCustom params for index. If none - values from collection configuration are used.r?rrrrrr ) r!r"r#r$rCrrr r%rr&r r'r(rr sD,1"u,E8' (&+"m&Hhz"r'c*\rSrSrSrS\4SjrSrSrg)SparseVectorStorageTypeOneOfi z# Storage on disk (rocksdb storage) r'c,[UR5$r)r*r,s r(r.$SparseVectorStorageTypeOneOf.__str__ r0r'rr N) r!r"r#r$rCrKr.ON_DISKr&r r'r(rr sGr'rc*\rSrSrSrS\4SjrSrSrg)SparseVectorStorageTypeOneOf1i z, Storage in memory maps (gridstore storage) r'c,[UR5$r)r*r,s r(r.%SparseVectorStorageTypeOneOf1.__str__ r0r'rIr Nrr r'r(rr rr'rc.\rSrSr%\"SSS9rS\S'Srg) SqrtExpressioni .rrr9sqrtr N)r!r"r#r$rrr%r&r r'r(rr ss3D,3r'rcj\rSrSr%\"SSS9rS\S'\"SSS9r\\ \S '\"SSS9r \S \S 'S r g) StartReshardingi .rrrrNr?rrrr ) r!r"r#r$rrr%rr r1rr&r r'r(rr s?',Sb'AI$A"4R@GXc]@&+Db&IIx #Ir'rc.\rSrSr%\"SSS9rS\S'Srg) StartReshardingOperationi .rrrstart_reshardingr N)r!r"r#r$rrr%r&r r'r(rr rr'rc6\rSrSrSrS\4SjrSrSrSr Sr S r g ) ri z# Role of the peer in the consensus r'c,[UR5$r)r*r,s r(r.StateRole.__str__ r0r'Follower CandidateLeader PreCandidater N) r!r"r#r$rCrKr.FOLLOWER CANDIDATELEADER PRECANDIDATEr&r r'r(rr s)HI F!Lr'rc^\rSrSr%\"SSS9r\\S\S'\"SSS9r \\\ \S'S r g) StopwordsSeti Nz_Set of languages to use for stopwords. Multiple pre-defined lists of stopwords can be combined.r?rB languageszwxGXd^x%*"x&OXc]"'tAc!dK#d38"m4 (4.27"q2)."S) */tIk)ll/4"M0Xe_+0Jh*i(3-i6;"i7$hsm&+"X&OXc]',"Y'hsm8="V8%x}',DFv&whsmw+0Kn+o8C=o(-"U) CH"IC!>?9>"K9M845.3"Q.Xc]r'rcP\rSrSr%\"SSS9r\\\S'\"SSS9r \\ \S'\"SSS9r \\ \S '\"SS S9r \\\S '\"SS S9r \\\S '\"SSS9r\\ \S'\"SSS9r\\\S'\"SSS9r\\\S'\"SSS9r\\ \S'\"SSS9r\\ \S'\"SSS9r\\ \S'\"SSS9r\\ \S'\"SSS9r\\ \S'\"SSS9r\\ \S'\"SS S9r\\ \S!'\"SS"S9r\\ \S#'\"SS$S9r\S%\S&'\"SS'S9r\S(\S)'\"SS*S9r\\ \S+'S,rg)-ri< Nrr?rr r r r r rrrz,Max HNSW value allowed in search parameters.rz'Whether exact search is allowed or not.rrrrrrrrrrrrrrr r!r"r#r$zMultivector configuration!StrictModeMultivectorConfigOutputr&zSparse vector configurationStrictModeSparseConfigOutputr(r)r*r r+r r'r(rr< s #D>wxGXd^x%*"x&OXc]"'tAc!dK#d38"m4 (4.27"q2).dHv(w w).tIr)ss/4"M0Xe_+0Jh*i(3-i6;"i7$hsm&+"X&OXc]',"Y'hsm8="V8%x}',DFv&whsmw+0Kn+o8C=o(-"U) IN"=I!DE?D"??M8:;.3"Q.Xc]r'rc4\rSrSr%\"SSS9r\\\S'Sr g)rij N&Max number of vectors in a multivectorr? max_vectorsr r!r"r#r$rr1r r1r%r&r r'r(rrj !&tAi!jK#jr'c4\rSrSr%\"SSS9r\\\S'Sr g)rin Nr0r?r1r r2r r'r(rrn r3r'c4\rSrSr%\"SSS9r\\\S'Sr g)rir NMax length of sparse vectorr? max_lengthr r!r"r#r$rr7r r1r%r&r r'r(rrr  %d@] ^J ^r'c4\rSrSr%\"SSS9r\\\S'Sr g)riv Nr6r?r7r r8r r'r(rrv r9r'c4\rSrSr%\"SSS9r\S\S'Srg) SumExpressioniz .rrr9sumr N) r!r"r#r$rr=rr%r&r r'r(r<r<z s#CR8Cl 8r'r<c\rSrSr%\"SSS9r\\S'\"SSS9rS\S'\"SSS9r S\S '\"S SS 9r \ S \S '\"S SS 9r \ S\S'\"S SS 9r \ S\S'\"S SS 9r\ S\S'Srg )ri~ .rrr"rMapprPrNNr?rclusterrrequestsrmemoryrhardwarer )r!r"r#r$rr"rKr%r?rNr@r rArBrCr&r r'r(rr~ sCR(B($Sb9C 9*/*DK'D,1$B,OGX( )O.3Db.QHh*+Q*/"*MFH& 'M.3Db.QHh*+Qr'rc<\rSrSr%\"SSS9rS\S'\"SSS9r\S \S '\"SS S9r \\ \S '\"SS S9r \\ \S'\"SSS9r \\ \S'\"SSS9r\\ \S'\"SSS9r\\ \S'\"SSS9r\S\S'\"SSS9r\\ \S'\"SSS9r\S\S'Srg)TextIndexParamsi .rr TextIndexTyperNr?rrz#Minimum characters to be tokenized.rz#Maximum characters to be tokenized.rz-If true, lowercase all tokens. Default: true.rupIf true, normalize tokens by folding accented characters to ASCII (e.g., 'ação' -> 'acao'). Default: false.rz1If true, support phrase matching. Default: false.phrase_matchingz\Ignore this set of tokens. Can select from predefined languages and/or provide a custom set.rrrrz*Algorithm for stemming. Default: disabled.rrr )r!r"r#r$rrr%rr rr1rrrDrrGrrrr&r r'r(rErE s!#26D/6+02+NIx(N#(Ch#iM8C=i#(Ch#iM8C=i %d@o pIx~p$)G%M8D>',"U'OXd^16r1Ix,-$D>qrGXd^r-2"N.GX) *r'rEc\rSrSrSrSrg)rFi r,r N)r!r"r#r$r:r&r r'r(rFrF rr'rFc$\rSrSrSrSrSrSrSrg)ri prefix whitespaceword multilingualr N) r!r"r#r$PREFIX WHITESPACEWORD MULTILINGUALr&r r'r(rr s FJ D!Lr'rc\rSrSrSrSrSrg)TrackerStatusOneOfi optimizingrxr N)r!r"r#r$ OPTIMIZINGr{r&r r'r(rSrS s J Dr'rSc.\rSrSr%\"SSS9r\\S'Srg)TrackerStatusOneOf1i .rrryr N) r!r"r#r$rryrKr%r&r r'r(rWrW s3B/Is/r'rWc.\rSrSr%\"SSS9r\\S'Srg)TrackerStatusOneOf2i .rrrAr N) r!r"r#r$rrArKr%r&r r'r(rYrY ss+E3+r'rYc\rSrSr%Sr\"SSS9r\\S'\"SSS9r \ \ \S'\"SS S9r S \S '\"SS S9r \\\4\S '\"SSS9r\\\\4\S'Srg)ri z" Tracker object used in telemetry .zName of the optimizerrrOzSegment IDs being optimized segment_idsz Tracker object used in telemetry TrackerStatusrzStart time of the optimizerstart_atNzEnd time of the optimizerr?end_atr )r!r"r#r$rCrrOrKr%r[rr1rr]r rrr^r r&r r'r(rr s~c'>?D#?"34QRKcR#C5WXFOX&+C=Z&[HeHdN#[.3DNi.jFHU8T>* +jr'rc \rSrSr%Sr\"SSS9r\S\S'\"SSS9r \S \S '\"SS S9r \S \S '\"SSS9r \S\S'\"SSS9r \S\S'\"SSS9r \S\S'\"SSS9r\S\S'\"SSS9r\S\S'Srg)UpdateCollectioni z> Operation for updating parameters of the existing collection NzMap of vector data parameters to update for each named vector. To update parameters in a collection having a single unnamed vector, use an empty string as name.r?VectorsConfigDiffrizCustom params for Optimizers. If none - it is left unchanged. This operation is blocking, it will only proceed once all current optimizations are completerrz7Collection base params. If none - it is left unchanged.rrzSHNSW parameters to update for the collection index. If none - it is left unchanged.rrzBQuantization parameters to update. If none - it is left unchanged.QuantizationConfigDiffrzFMap of sparse vector data parameters to update for each sparse vector.SparseVectorsConfigrzqrGXd^rr'r~c\rSrSrSrSrg)ri rr N)r!r"r#r$r r&r r'r(rr rr'rc\rSrSr%Sr\"SSS9r\\\ S'\"SSS9r \\\ S'\"SS S9r \\\ S '\"SS S9r \\\ S 'S r g)rii z Values count filter request Nz'point.key.length() < values_count.ltr?rz'point.key.length() > values_count.gtrz)point.key.length() >= values_count.gterz)point.key.length() <= values_count.lterr )r!r"r#r$rCrrr r1r%rrrr&r r'r(riri sad8abB bd8abB bt9deC#et9deC#er'ric\rSrSr%Sr\"SSS9r\\S'\"SSS9r S\S '\"SSS9r S \S '\"SSS9r S \S '\"SSS9r \ S\S'\"SSS9r\ S\S'\"SSS9r\ S\S'Srg)rMi* z& Config of single vector data storage .z'Size/dimensionality of the vectors usedrrz$Config of single vector data storagerdistanceVectorStorageTyperIndexesrNzDVector specific quantization config that overrides collection configr?rrzBVector specific configuration to enable multiple vectors per pointrr&zBVector specific configuration to set specific storage element typerrr )r!r"r#r$rCrrr1r%rrrrr r&rr&r r'r(rMrM* sc'PQD#Q 2XYHjY(-c?e(fL%fS.TUE9U:?"h;"679>"f9!4538"f3Hh./r'rMc^\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SSS9r \\S'Sr g ) r]i> .rrrrWrXr N) r!r"r#r$rrr1r%rWrXr&r r'r(r]r]> s7Sb1K1$Sb99$Sb99r'r]c \rSrSr%\"SSS9r\\\S'\"SSS9r S\S '\"SSS9r S\S '\"SSS9r S\S '\"SSS9r S\S '\"SSS9r S\S '\"SSS9rS\S'\"SSS9rS\S'\"SSS9rS\S'\"SSS9rS\S'Srg)r`iD Nrr? index_name.rrunfiltered_plainunfiltered_hnswunfiltered_sparsefiltered_plainfiltered_small_cardinalityfiltered_large_cardinalityfiltered_exactfiltered_sparseunfiltered_exactr )r!r"r#r$rrr rKr%rrrrrrrrrr&r r'r(r`r`D s %d CJ C6;CR6P3P5:3B5OO2O7"H9!45r'rcp\rSrSr%\"SSS9r\S\S'\"SSS9r\S\S '\"SS S9r \\ \S 'S r g) rim NzAUpdate params for HNSW index. If empty object - it will be unset.r?rrz?Update params for quantization. If none - it is left unchanged.rbrzQIf true, vectors are served from disk, improving RAM usage at the cost of latencyrr ) r!r"r#r$rrr r%rrrDr&r r'r(rrm s].3"e/K*+?D"c?":;$"uGXd^r'c2\rSrSrSrS\4SjrSrSrSr Sr g ) riy z Storage types for vectors r'c,[UR5$r)r*r,s r(r.VectorStorageDatatype.__str__~ r0r'rrrr N) r!r"r#r$rCrKr.rrrr&r r'r(rry s$GG Er'rc*\rSrSrSrS\4SjrSrSrg)VectorStorageTypeOneOfi zV Storage in memory (RAM) Will be very fast at the cost of consuming a lot of memory. r'c,[UR5$r)r*r,s r(r.VectorStorageTypeOneOf.__str__ r0r'Memoryr N) r!r"r#r$rCrKr.MEMORYr&r r'r(rr sFr'rc*\rSrSrSrS\4SjrSrSrg)VectorStorageTypeOneOf1i z Storage in mmap file, not appendable Search performance is defined by disk speed and the fraction of vectors that fit in memory. r'c,[UR5$r)r*r,s r(r.VectorStorageTypeOneOf1.__str__ r0r'rr Nrr r'r(rr rr'rc*\rSrSrSrS\4SjrSrSrg)VectorStorageTypeOneOf2i z Storage in chunked mmap files, appendable Search performance is defined by disk speed and the fraction of vectors that fit in memory. r'c,[UR5$r)r*r,s r(r.VectorStorageTypeOneOf2.__str__ r0r' ChunkedMmapr N) r!r"r#r$rCrKr. CHUNKEDMMAPr&r r'r(rr s Kr'rc*\rSrSrSrS\4SjrSrSrg)VectorStorageTypeOneOf3i z Same as `ChunkedMmap`, but vectors are forced to be locked in RAM In this way we avoid cold requests to disk, but risk to run out of memory Designed as a replacement for `Memory`, which doesn't depend on RocksDB r'c,[UR5$r)r*r,s r(r.VectorStorageTypeOneOf3.__str__ r0r'InRamChunkedMmapr N) r!r"r#r$rCrKr.INRAMCHUNKEDMMAPr&r r'r(rr s*r'rcd\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SSS9r \ \\S 'S r g) VersionInfoi .rrtitlerPNr?rr ) r!r"r#r$rrrKr%rPrr r&r r'r(rr s9s+E3+"-GS-!$B?FHSM?r'rcd\rSrSr%\"SSS9r\\S'\"SSS9r\\S'\"SS S 9r \ \\S 'S r g )ri ."Size of a single WAL segment in MBrwal_capacity_mb 2VWOSW#C5stt',QDk'lx}lr'rcp\rSrSr%\"SSS9r\\\S'\"SSS9r \\\S'\"SSS9r \\\S 'S r g) ri Nrr?rrrz'Number of closed WAL segments to retainrr ) r!r"r#r$rrr r1r%rrr&r r'r(rr sM%*4Ei%jOXc]j(-"`) (-TGp'qx}qr'rcB\rSrSr%\"SSS9r\\\\S44\S'Sr g) ri .rrrrr Nrr r'r(rr s)EJ3\^E_ItCc#@@AAB_r'rcj\rSrSr%\"SSS9r\\S'\"SSS9r\ S \S '\"SS S9r \ S \S 'Sr g) WithLookupi .z/Name of the collection to use for points lookuprrNz8Options for specifying which payload to include (or not)r?rrz8Options for specifying which vectors to include (or not)r  with_vectorsr ) r!r"r#r$rrrKr%rr rr&r r'r(rr sOC-^_J_5:"\6L(12,1"\,L(<(r'rc2\rSrSrSrS\4SjrSrSrSr Sr g ) WriteOrderingi a Defines write ordering guarantees for collection operations * `weak` - write operations may be reordered, works faster, default * `medium` - write operations go through dynamically selected leader, may be inconsistent for a short period of time in case of leader change * `strong` - Write operations go through the permanent leader, consistent, but may be unavailable if leader is down r'c,[UR5$r)r*r,s r(r.WriteOrdering.__str__ r0r'weakmediumstrongr N) r!r"r#r$rCrKr.WEAKMEDIUMSTRONGr&r r'r(rr s$ D F Fr'rN(rrenumrtypingrrrr r r rr pydanticr rpydantic.typesrrrrrKrjrcr%r-r'r.rarr,r3r7r=rGrMrQrdrmrorurwrrrrrrrrrrrrrrrrrrr!rr<rrGrJrMrPrVrrfrjrmrqrwrzr~rrrrrrrrrrrrrrrrrrrrrrrrrrrrrr"r#r+r2r6r8r;r>rCrGrJrMrNrSr^rrurwrxr|rrrrcrrrrrrrgrerrrrrrrrrrUrrrrrrrrrrrrrrrrr r rrrrrrrr!r#r%r'r)r+r-r.r5r8r:r;rBrrrrrrrrrrrrrrrrprrrrrrrrrrrrrrrrrrrrrrr#rr)r6r r3r/r<r?rBrFrHrKrrrrSrUrXr\r^rcrfrgrmrzr{rrrrrrrrrrrrrrrrrrrr3r>rrrrrrrrr r rrrWrr"r%r&r)rr1rr5rr<rrArrHrJrLrTrrUr$rmrprsrvr~rrrrrrrrrrrrrrrrrrrrOrrrrrrrrrrrrrrr<rrErFrrSrWrYrr`rerrjrsrurxrr~rrirMr]r`rrrrrrrrrrrrrrrClusterOperationsr rSrnrr{r/rfrQrQrr_rr6rr rr1PayloadSelectorrQryrrrbQueryraReadConsistencyrBrrrrrrrr\rfr rVector VectorOutputrrrr rhr9rrrrrxrYrrrpr r'r(rs$#<<%HH sCx.3 445"3(?#?@$(.K)K$L!c#556#C)A$AB0017y73(3 FYhF3IX3   6y6 @ @/9/NIXN D(Dy,d,  c4 +(+\sixs CYhAIXAGYG ## )$RYRMyM wI wy.r r+I+w)wfYf6y2 9H R)R sD n)n= =(> 9)89 99H9 9H  Y)YT )8 =9H=0y0fWyW  (J(JsD /(/s)8sT3IX3hIXh IX G)8GS9HS:ix:IX"AYhARIXRAYhAT sDIX;IX;%ix%PC9HC sD 2IX2K K y$99H97ix7FyF@I@ a)aD(D3IX3 9H =I=,I, %9%PYh0 Yh RYhR sysS$K9HK S$ 2)82F9HF Yh C)8CU U sYhs 3mIXmDyD (  K  K++<9<UIUM M sI s ]Yh]b(b  FYh>y IX  9  I ix$AYAA ALLX)XR)R E)EK)KQ)QK)KP)PV)VK)KJ)JLLL)LL)LR)RX)XZ)ZRRMMKKRRTTYYAA @ @ ( sDpypnixns(ssDsDBD(D29H27Y7b)b<5ix5 Yh  ZyZ)8R)8RJ Jc9HcV(VCeie  0 0 )8 -- sD  9(9:Yh:CE ET T@)8@9H3IX3iYhi2ix2Z)Z$RR y>9H>CTYTix>9H>A A;;9y9 <9H< Uy UOIOT$^Yh^RYhR#i# #y# #y# #y# NyNA9Avv R9HR N9H N`)8` 89H8 )8(2IX28 8 y6F)8FE E y$)()X 9H F@ @=I=QyQ(XIXX #t &Yh&R Yh =Yh=&y&RDIXD T  XY X7i7H9HN)8NV9HV.ix. a)a3(:ix: EyEYhCixC7 7 #t JYJ?ix?EyEa)8a,y, \) \S$2)82D(D y d \) \vIXv.9)8:X)XNyNd d )8  b9Hb*IX@A(ALIL n)n0VyV #t (,;)8;-i-5 5S$ OiOKiK69H6 9H #t  $ <#t <S$ B)B sD ix"sDsD:>Yh>   &3"C"C_9H_ Y  ( 3C4Yh4JixJ EyE "T "9H-y-`+Y+\kIXkk)k_y__Y_9IX9RIRix.C"C"d 0)0,), ky kyDEyE898 3 LIXL AYhAAixA I sixs Cf)8fy(:Y: Q9 Q9H8 y  C S$c4 c4 *c4*@)@ m m rIXr`i`( C  OO     "$     !  C  )T/              !#               ""##%     J   !#      O    J    k     k   L !#  O k d; !DL !NK   % *  N k     k F     k L !# O   r'