Ig fddlmZmZmZmZmZmZddlmZddl mZddl m Z ddl ddl mZe j dZedd ZeeeefZeeeefefZd Zd ed ed edefdZ ddedeeefdedededef dZerddlmZGddZGddeZGddeZy )) TYPE_CHECKINGAnyDictSetTypeVarUnion) BaseModel)VERSION)*)modelsz2.Modelr )boundNmodelargskwargsreturncVtr|j|i|S|j|i|SN) PYDANTIC_V2model_dump_jsonjson)rrrs ^/var/www/html/answerous/venv/lib/python3.12/site-packages/qdrant_client/http/api/points_api.pyto_jsonrs3$u$$d5f55uzz4*6**objincludeby_alias skip_defaults exclude_unset exclude_nonec rt|ds t|drt||||t|xs||S|S)Nrr)rexcluderrr )hasattrrbool)rrr"rrrr s rjsonable_encoderr%sHsFws,=> }= >%    Jr) ApiClientc eZdZd;dZ ddedej6dej(fdZ dfdZ dfd6Z8 dr?r%r*r@rAInlineResponse2006 r+r-r.r/rFr;rCr:rDs r_build_for_clear_payloadz#_PointsApi._build_for_clear_payloadYs s?3   #&t9??#4L  '*8}L $0  (&8GN #&&&&E&GD#'  rtimeout count_requestc dt|i}i}|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd|||S) F Count points which matches given filtering condition r-NrMr3r4r5z+/collections/{collection_name}/points/countr6)r>r%r*r@rAInlineResponse20019)r+r-rMrNr;rCr:rDs r_build_for_count_pointsz"_PointsApi._build_for_count_points{s s?3   &)'lL # .  (&8GN #&&''=&GD#'  rdelete_payloadc dt|i}i}|t|j|d<|t||d<i}t|}d|vrd|d<|jj t j dd|r|nd||| S) 9 Delete specified key payload for points r-Nr.r/r3r4r5z4/collections/{collection_name}/points/payload/deleter6rI) r+r-r.r/rSr;rCr:rDs r_build_for_delete_payloadz$_PointsApi._build_for_delete_payload s?3   #&t9??#4L  '*8}L $/  (&8GN #&&&&F&GD#'  rc dt|i}i}|t|j|d<|t||d<i}t|}d|vrd|d<|jj t j dd|r|nd||| S)  Delete points r-Nr.r/r3r4r5z,/collections/{collection_name}/points/deleter6rIrKs r_build_for_delete_pointsz#_PointsApi._build_for_delete_pointss s?3   #&t9??#4L  '*8}L $0  (&8GN #&&&&>&GD#'  rdelete_vectorsc dt|i}i}|t|j|d<|t||d<i}t|}d|vrd|d<|jj t j dd|r|nd||| S) = Delete named vectors from the given points. r-Nr.r/r3r4r5z4/collections/{collection_name}/points/vectors/deleter6rI) r+r-r.r/r[r;rCr:rDs r_build_for_delete_vectorsz$_PointsApi._build_for_delete_vectorsrWr consistencydiscover_request_batchc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) g Look for points based on target and/or positive and negative example pairs, in batch. r-Nr_rMr3r4r5z4/collections/{collection_name}/points/discover/batchr6r>r%r*r@rAInlineResponse20017) r+r-r_rMr`r;rCr:rDs r _build_for_discover_batch_pointsz+_PointsApi._build_for_discover_batch_pointss s?3   "*-k*:L '  &)'lL # 67  (&8GN #&&''F&GD#'  rdiscover_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S)  Use context and a target to find the most similar points to the target, constrained by the context. 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. When using target (with or without context), the score behaves a little different: 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. 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. r-Nr_rMr3r4r5z./collections/{collection_name}/points/discoverr6r>r%r*r@rAInlineResponse20016) r+r-r_rMrfr;rCr:rDs r_build_for_discover_pointsz%_PointsApi._build_for_discover_points"s s?3   "*-k*:L '  &)'lL # 01  (&8GN #&&''@&GD#'  r facet_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) d Count points that satisfy the given filter for each unique value of a payload key. r-NrMr_r3r4r5z$/collections/{collection_name}/facetr6)r>r%r*r@rAInlineResponse20020) r+r-rMr_rlr;rCr:rDs r_build_for_facetz_PointsApi._build_for_facetDs s?3   &)'lL #  "*-k*:L ' .  (&8GN #&&''6&GD#'  ridct|t|d}i}|t||d<i}|jjtjdd|r|nd||S)A Retrieve full information of single point by id )r-rqNr_GETz*/collections/{collection_name}/points/{id})r7r8r9r:r;r<)r>r*r@rAInlineResponse20012)r+r-rqr_r;rCr:s r_build_for_get_pointz_PointsApi._build_for_get_pointfss #?3b'   "*-k*:L '&&''<&GD# '  r point_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) ; Retrieve multiple points by specified IDs r-Nr_rMr3r4r5%/collections/{collection_name}/pointsr6)r>r%r*r@rAInlineResponse20013) r+r-r_rMrwr;rCr:rDs r_build_for_get_pointsz _PointsApi._build_for_get_pointss s?3   "*-k*:L '  &)'lL # .  (&8GN #&&''7&GD#'  r set_payloadc dt|i}i}|t|j|d<|t||d<i}t|}d|vrd|d<|jj t j dd|r|nd||| S) = Replace full payload of points with new one r-Nr.r/r3r4PUT-/collections/{collection_name}/points/payloadr6rI r+r-r.r/r}r;rCr:rDs r_build_for_overwrite_payloadz'_PointsApi._build_for_overwrite_payloads s?3   #&t9??#4L  '*8}L $ ,  (&8GN #&&&&?&GD#'  rquery_request_batchc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) Universally query points in batch. This endpoint covers all capabilities of search, recommend, discover, filters. But also enables hybrid and multi-stage queries. r-Nr_rMr3r4r5z1/collections/{collection_name}/points/query/batchr6)r>r%r*r@rAInlineResponse20022) r+r-r_rMrr;rCr:rDs r_build_for_query_batch_pointsz(_PointsApi._build_for_query_batch_pointss s?3   "*-k*:L '  &)'lL # 34  (&8GN #&&''C&GD#'  r query_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) Universally query points. This endpoint covers all capabilities of search, recommend, discover, filters. But also enables hybrid and multi-stage queries. r-Nr_rMr3r4r5z+/collections/{collection_name}/points/queryr6)r>r%r*r@rAInlineResponse20021) r+r-r_rMrr;rCr:rDs r_build_for_query_pointsz"_PointsApi._build_for_query_pointss s?3   "*-k*:L '  &)'lL # .  (&8GN #&&''=&GD#'  rquery_groups_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) L Universally query points, grouped by a given payload field r-Nr_rMr3r4r5z2/collections/{collection_name}/points/query/groupsr6r>r%r*r@rAInlineResponse20018) r+r-r_rMrr;rCr:rDs r_build_for_query_points_groupsz)_PointsApi._build_for_query_points_groups  s?3   "*-k*:L '  &)'lL # 45  (&8GN #&&''D&GD#'  rrecommend_request_batchc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) Look for the points which are closer to stored positive examples and at the same time further to negative examples. r-Nr_rMr3r4r5z5/collections/{collection_name}/points/recommend/batchr6rc) r+r-r_rMrr;rCr:rDs r!_build_for_recommend_batch_pointsz,_PointsApi._build_for_recommend_batch_points,s s?3   "*-k*:L '  &)'lL # 78  (&8GN #&&''G&GD#'  rrecommend_groups_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) Look for the points which are closer to stored positive examples and at the same time further to negative examples, grouped by a given payload field. r-Nr_rMr3r4r5z6/collections/{collection_name}/points/recommend/groupsr6r) r+r-r_rMrr;rCr:rDs r!_build_for_recommend_point_groupsz,_PointsApi._build_for_recommend_point_groupsNs s?3   "*-k*:L '  &)'lL # 89  (&8GN #&&''H&GD#'  rrecommend_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) rr-Nr_rMr3r4r5z//collections/{collection_name}/points/recommendr6ri) r+r-r_rMrr;rCr:rDs r_build_for_recommend_pointsz&_PointsApi._build_for_recommend_pointsps s?3   "*-k*:L '  &)'lL # 12  (&8GN #&&''A&GD#'  rscroll_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) c Scroll request - paginate over all points which matches given filtering condition r-Nr_rMr3r4r5z,/collections/{collection_name}/points/scrollr6)r>r%r*r@rAInlineResponse20015) r+r-r_rMrr;rCr:rDs r_build_for_scroll_pointsz#_PointsApi._build_for_scroll_points s?3   "*-k*:L '  &)'lL #/  (&8GN #&&''>&GD#'  rsearch_request_batchc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) p Retrieve by batch the closest points based on vector similarity and given filtering conditions r-Nr_rMr3r4r5z2/collections/{collection_name}/points/search/batchr6rc) r+r-r_rMrr;rCr:rDs r_build_for_search_batch_pointsz)_PointsApi._build_for_search_batch_pointsrrsearch_matrix_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) _ Compute distance matrix for sampled points with an offset based output format r-Nr_rMr3r4r5z;/collections/{collection_name}/points/search/matrix/offsetsr6)r>r%r*r@rAInlineResponse20024 r+r-r_rMrr;rCr:rDs r _build_for_search_matrix_offsetsz+_PointsApi._build_for_search_matrix_offsetss s?3   "*-k*:L '  &)'lL # 56  (&8GN #&&''M&GD#'  rc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) \ Compute distance matrix for sampled points with a pair based output format r-Nr_rMr3r4r5z9/collections/{collection_name}/points/search/matrix/pairsr6)r>r%r*r@rAInlineResponse20023rs r_build_for_search_matrix_pairsz)_PointsApi._build_for_search_matrix_pairss s?3   "*-k*:L '  &)'lL # 56  (&8GN #&&''K&GD#'  rsearch_groups_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) Retrieve closest points based on vector similarity and given filtering conditions, grouped by a given payload field r-Nr_rMr3r4r5z3/collections/{collection_name}/points/search/groupsr6r) r+r-r_rMrr;rCr:rDs r_build_for_search_point_groupsz)_PointsApi._build_for_search_point_groupss s?3   "*-k*:L '  &)'lL # 56  (&8GN #&&''E&GD#'  rsearch_requestc dt|i}i}|t||d<|t||d<i}t|}d|vrd|d<|jjtj dd|r|nd||| S) c Retrieve closest points based on vector similarity and given filtering conditions r-Nr_rMr3r4r5z,/collections/{collection_name}/points/searchr6ri) r+r-r_rMrr;rCr:rDs r_build_for_search_pointsz#_PointsApi._build_for_search_points<rrc dt|i}i}|t|j|d<|t||d<i}t|}d|vrd|d<|jj t j dd|r|nd||| S) / Set payload values for points r-Nr.r/r3r4r5rr6rIrs r_build_for_set_payloadz!_PointsApi._build_for_set_payload^s s?3   #&t9??#4L  '*8}L $ ,  (&8GN #&&&&?&GD#'  rupdate_vectorsc dt|i}i}|t|j|d<|t||d<i}t|}d|vrd|d<|jj t j dd|r|nd||| S) \ Update specified named vectors on points, keep unspecified vectors intact. r-Nr.r/r3r4rz-/collections/{collection_name}/points/vectorsr6rI) r+r-r.r/rr;rCr:rDs r_build_for_update_vectorsz$_PointsApi._build_for_update_vectorss s?3   #&t9??#4L  '*8}L $/  (&8GN #&&&&?&GD#'  rpoint_insert_operationsc dt|i}i}|t|j|d<|t||d<i}t|}d|vrd|d<|jj t j dd|r|nd||| S) u Perform insert + updates on points. If point with given ID already exists - it will be overwritten. r-Nr.r/r3r4rrzr6rI) r+r-r.r/rr;rCr:rDs r_build_for_upsert_pointsz#_PointsApi._build_for_upsert_pointss s?3   #&t9??#4L  '*8}L $ 78  (&8GN #&&&&7&GD#'  r)r*z Union[ApiClient, AsyncApiClient]NNNNNr)=__name__ __module__ __qualname__r,r>r$ WriteOrderingrAUpdateOperationsrEPointsSelectorrLint CountRequestrR DeletePayloadrVrZ DeleteVectorsr^ReadConsistencyDiscoverRequestBatchreDiscoverRequestrk FacetRequestrpExtendedPointIdrv PointRequestr| SetPayloadrQueryRequestBatchr QueryRequestrQueryGroupsRequestrRecommendRequestBatchrRecommendGroupsRequestrRecommendRequestr ScrollRequestrSearchRequestBatchrSearchMatrixRequestrrSearchGroupsRequestr SearchRequestrr UpdateVectorsrPointInsertOperationsrrrr(r(3s% "&04        --  J"&,0        ))  J(,    ~~  D"&*.          J"&,0        ))  J"&*.          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"#!8!8  rr(c V eZdZ d;dedededejdejf dZ d;dedededejdejf d Z d d;dedej,d e d/ejxdej~f d1Z@ d;dedej,d e d2ejdej^f d3ZB d;dedej,d e d4ejdej6f d5ZD d;dedededejLdejf d6ZE d;dededed7ejdejf d8ZG d;dededed9ejdejf d:ZIy)>AsyncPointsApiNr-r.r/r0rcHK|j||||d{S7w)r2r-r.r/r0NrEr+r-r.r/r0s r batch_updatezAsyncPointsApi.batch_updates611+/ 2    " "rFcHK|j||||d{S7w)rHr-r.r/rFNrLr+r-r.r/rFs r clear_payloadzAsyncPointsApi.clear_payload622++ 3    rrMrNcFK|j|||d{S7w)rPr-rMrNNrRr+r-rMrNs r count_pointszAsyncPointsApi.count_pointss311+'2    !!rScHK|j||||d{S7w)rUr-r.r/rSNrVr+r-r.r/rSs rrSzAsyncPointsApi.delete_payload633+) 4    rcHK|j||||d{S7w)rYrNrZrs r delete_pointszAsyncPointsApi.delete_pointsrrr[cHK|j||||d{S7w)r]r-r.r/r[Nr^r+r-r.r/r[s rr[zAsyncPointsApi.delete_vectorsrrr_r`cHK|j||||d{S7w)rbr-r_rMr`Nrer+r-r_rMr`s rdiscover_batch_pointsz$AsyncPointsApi.discover_batch_points*s6::+##9 ;    rrfcHK|j||||d{S7w)rhr-r_rMrfNrkr+r-r_rMrfs rdiscover_pointszAsyncPointsApi.discover_points;s644+#- 5    rrlcHK|j||||d{S7w)rnr-rMr_rlNrpr+r-rMr_rls rfacetzAsyncPointsApi.facetLs6**+#' +    rrqcFK|j|||d{S7w)rsr-rqr_Nrvr+r-rqr_s r get_pointzAsyncPointsApi.get_point]s3..+#/    rrwcHK|j||||d{S7w)ryr-r_rMrwNr|r+r-r_rMrws r get_pointszAsyncPointsApi.get_pointsls6//+#' 0    rr}cHK|j||||d{S7w)rr-r.r/r}Nrr+r-r.r/r}s roverwrite_payloadz AsyncPointsApi.overwrite_payload}s666+# 7    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs rquery_batch_pointsz!AsyncPointsApi.query_batch_pointss677+# 3 8    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs r query_pointszAsyncPointsApi.query_pointss611+#' 2    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs rquery_points_groupsz"AsyncPointsApi.query_points_groups688+#!5 9    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs rrecommend_batch_pointsz%AsyncPointsApi.recommend_batch_pointss6;;+#$; <    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs rrecommend_point_groupsz%AsyncPointsApi.recommend_point_groupss6;;+#%= <    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs rrecommend_pointszAsyncPointsApi.recommend_pointss655+#/ 6    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs r scroll_pointszAsyncPointsApi.scroll_points622+#) 3    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs rsearch_batch_pointsz"AsyncPointsApi.search_batch_pointsr5rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs rsearch_matrix_offsetsz$AsyncPointsApi.search_matrix_offsetss6::+#"7 ;    rcHK|j||||d{S7w)rrQNrrSs rsearch_matrix_pairsz"AsyncPointsApi.search_matrix_pairs'688+#"7 9    rrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs rsearch_point_groupsz"AsyncPointsApi.search_point_groups8rXrrcHK|j||||d{S7w)rr-r_rMrNrr+r-r_rMrs r search_pointszAsyncPointsApi.search_pointsIrJrcHK|j||||d{S7w)rr"Nrr$s rr}zAsyncPointsApi.set_payloadZs600+# 1    rrcHK|j||||d{S7w)rr-r.r/rNrr+r-r.r/rs rrzAsyncPointsApi.update_vectorskrrrcHK|j||||d{S7w)rr-r.r/rNrr+r-r.r/rs r upsert_pointszAsyncPointsApi.upsert_points|s622+$; 3    rrrrJrrrr>r$rrArrBrrrJrrrrQrrrSrrr[rrrdr rrjrrrorrrurrr{r rr%rrr*rrr/rrr4rr:rr?rrDrrrIrrOrrrTrrWrr]rrbr}rrrrmrrrrr9"&04      --     ("&,0      ))     ((,      ~~     $"&*.           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"#!8!8     rrc V eZdZ d;dedededejdejf dZ d;dedededejdejf d Z d d;dedej,d e d/ejxdej~f d1Z@ d;dedej,d e d2ejdej^f d3ZB d;dedej,d e d4ejdej6f d5ZD d;dedededejLdejf d6ZE d;dededed7ejdejf d8ZG d;dededed9ejdejf d:ZIy)> SyncPointsApiNr-r.r/r0rc,|j||||S)r2rrrs rrzSyncPointsApi.batch_updates(+++/ ,  rrFc,|j||||S)rHrrrs rrzSyncPointsApi.clear_payload(,,++ -  rrMrNc*|j|||S)rPrrrs rrzSyncPointsApi.count_pointss%+++',  rrSc,|j||||S)rUrrrs rrSzSyncPointsApi.delete_payload(--+) .  rc,|j||||S)rYrrrs rrzSyncPointsApi.delete_pointsrtrr[c,|j||||S)r]rrrs rr[zSyncPointsApi.delete_vectorsrwrr_r`c,|j||||S)rbr r r s rr z#SyncPointsApi.discover_batch_pointss(44+##9 5  rrfc,|j||||S)rhrrrs rrzSyncPointsApi.discover_pointss(..+#- /  rrlc,|j||||S)rnrrrs rrzSyncPointsApi.facets($$+#' %  rrqc*|j|||S)rsrrrs rrzSyncPointsApi.get_point&s%((+#)  rrwc,|j||||S)ryrrrs rr zSyncPointsApi.get_points5s())+#' *  rr}c,|j||||S)rr"r#r$s rr%zSyncPointsApi.overwrite_payloadFs(00+# 1  rrc,|j||||S)rr'r(r)s rr*z SyncPointsApi.query_batch_pointsWs(11+# 3 2  rrc,|j||||S)rr,r-r.s rr/zSyncPointsApi.query_pointshs(+++#' ,  rrc,|j||||S)rr1r2r3s rr4z!SyncPointsApi.query_points_groupsy(22+#!5 3  rrc,|j||||S)rr7r8r9s rr:z$SyncPointsApi.recommend_batch_pointss(55+#$; 6  rrc,|j||||S)rr<r=r>s rr?z$SyncPointsApi.recommend_point_groupss(55+#%= 6  rrc,|j||||S)rrArBrCs rrDzSyncPointsApi.recommend_pointss(//+#/ 0  rrc,|j||||S)rrFrGrHs rrIzSyncPointsApi.scroll_points(,,+#) -  rrc,|j||||S)rrLrMrNs rrOz!SyncPointsApi.search_batch_pointsrrrc,|j||||S)rrQrRrSs rrTz#SyncPointsApi.search_matrix_offsetss(44+#"7 5  rc,|j||||S)rrQrVrSs rrWz!SyncPointsApi.search_matrix_pairs(22+#"7 3  rrc,|j||||S)rrZr[r\s rr]z!SyncPointsApi.search_point_groupsrrrc,|j||||S)rr_r`ras rrbzSyncPointsApi.search_pointsrrc,|j||||S)rr"rdr$s rr}zSyncPointsApi.set_payload#s(**+# +  rrc,|j||||S)rrfrgrhs rrzSyncPointsApi.update_vectors4rwrrc,|j||||S)rrjrkrls rrmzSyncPointsApi.upsert_pointsEs(,,+$; -  rrrrrnrrrrqrqrorrq)NNTNTT) typingrrrrrrpydanticr pydantic.mainpydantic.versionr PYDANTIC_VERSIONqdrant_client.http.modelsr rA startswithrr rr> SetIntStr DictIntStrAnyfilerr$r%qdrant_client.http.api_clientr&r(rrqrrrrs@@#8'1)))$/ {+ c3h U38_c)*  +9+S+C+C+04   9m+ ,     ,7O O dF ZF RF JF r