LKi%SSKJrJr SSKJrJrJrJrJrJ r SSK J r J r J r JrJrJrJrJrJrJr \"SS55r\"SS55r\"SS 55r"S S 5rg ) ) dataclassfield)ListDictAnyUnionSetOptional) KNNFilterGroupByLimit ProjectionScanRankSelectWhereKeyc \rSrSr%\\S'Srg) CountPlanscanN)__name__ __module__ __qualname____firstlineno__r__annotations____static_attributes__rd/var/www/html/dynamic-report/venv/lib/python3.13/site-packages/chromadb/execution/expression/plan.pyrrs Jr rcb\rSrSr%\\S'\"\S9r\\S'\"\ S9r \ \S'\"\ S9r \ \S'Sr g) GetPlanrdefault_factoryfilterlimit projectionrN)rrrrrrrr r'rr(rr)rrr r!r#r#s4 J62FF2/E5/":>J >r r#cV\rSrSr%\\S'\\S'\"\S9r \\S'\"\ S9r \ \S'Sr g) KNNPlanrknnr%r'r)rN) rrrrrrr rr r'rr)rrr r!r+r+s* J H62FF2":>J >r r+c\rSrSrSrSS\\\\\ \ 44S\\\ \\ \ 44S\\\ \\ \ 44S\\\ \\ \ 4\4S\\\\\ \ 4\\ \\ 44 S jjrS \\ \ 44S jrSS jrS \\\ 4S S4SjrS\\\\\ \ 44S S4SjrS\\\ \\ \ 44S S4SjrS\\\ \\ \ 44S S4SjrSS\S\S S4SjjrSrg)Search'aPayload for hybrid search operations. Can be constructed by directly providing the parameters, or by using the builder pattern. Examples: Direct construction with expressions: Search( where=Key("status") == "active", rank=Knn(query=[0.1, 0.2]), limit=Limit(limit=10), select=Select(keys={Key.DOCUMENT}), ) Direct construction with dicts: Search( where={"status": "active"}, rank={"$knn": {"query": [0.1, 0.2]}}, limit=10, select=["#document", "#score"], ) Builder pattern: (Search() .where(Key("status") == "active") .rank(Knn(query=[0.1, 0.2])) .limit(10) .select(Key.DOCUMENT)) Nwhererankgroup_byr(selectcUcSUlOn[U[5(aXlOR[U[5(a[R"U5UlO![ S[ U5R35eUcSUlOn[U[5(aX lOR[U[5(a[R"U5UlO![ S[ U5R35eUc[5Ul On[U[5(aX0l OR[U[5(a[R"U5Ul O![ S[ U5R35eUc[5Ul O[U[5(aX@l O[U[5(a[R"USS.5Ul OR[U[5(a[R"U5Ul O![ S[ U5R35eUc[5Ulg[U[5(aXPlg[U[5(a[R"U5Ulg[U["[$45(a'[R"S[#U505Ulg[ S [ U5R35e) aInitialize a Search payload. Args: where: Where expression or dict for filtering results (defaults to None - no filtering) Dict will be converted using Where.from_dict() rank: Rank expression or dict for scoring (defaults to None - no ranking) Dict will be converted using Rank.from_dict() Note: Primitive numbers are not accepted - use {"$val": number} for constant ranks group_by: GroupBy configuration for grouping and aggregating results (defaults to None) Dict will be converted using GroupBy.from_dict() limit: Limit configuration for pagination (defaults to no limit) Can be a Limit object, a dict for Limit.from_dict(), or an int When passing an int, it creates Limit(limit=value, offset=0) select: Select configuration for keys (defaults to empty selection) Can be a Select object, a dict for Select.from_dict(), or a list/set of strings (e.g., ["#document", "#score"]) Nz1where must be a Where object, dict, or None, got z/rank must be a Rank object, dict, or None, got z6group_by must be a GroupBy object, dict, or None, got r)r(offsetz6limit must be a Limit object, dict, int, or None, got keysz>select must be a Select object, dict, list, set, or None, got )_where isinstancerdict from_dict TypeErrortyper_rankrr _group_byr_limitintr_selectlistset)selfr1r2r3r(r4s r!__init__Search.__init__Es94 =DK u % %K t $ $//%0DKCDKDXDXCYZ  <DJ d # #J d # #-DJA$t*BUBUAVW   $YDN ' * *%N $ ' '$..x8DNHhI`I`Hab  ='DK u % %K s # #//EQ*GHDK t $ $//%0DKHeI]I]H^_  >!8DL  ' '!L  % %!++F3DL s , ,!++VT&\,BCDLPQUV\Q]QfQfPgh r returnc>URbURR5OSURbURR5OSURR5URR5UR R5S.$)z5Return a JSON-serializable dictionary representation.N)r'r2r3r(r4)r8to_dictr>r?r@rB)rEs r!rJSearch.to_dictst04{{/Fdkk))+D,0JJ,BDJJ&&(..0[[((*ll**,   r c[[R[R[R[R 1S9n[ URURURURUS9$)zBSelect all predefined keys (document, embedding, metadata, score).r7r1r2r3r(r4) rrDOCUMENT EMBEDDINGMETADATASCOREr/r8r>r?r@)rE new_selects r! select_allSearch.select_allsQ#,, s||SYY!WX ++^^++   r r7c[[U5S9n[URURUR UR US9$)zSelect specific keys to return. Args: *keys: Key objects or string key names. Returns: Search: A new Search with updated selection. rMrN)rrDr/r8r>r?r@)rEr7rSs r!r4 Search.selects>T+ ++^^++   r cl[UURURURURS9$)aSet the where clause for filtering. Args: where: Where expression, dict, or None. Example: search.where((Key("status") == "active") & (Key("score") > 0.5)) search.where({"status": "active"}) search.where({"$and": [{"status": "active"}, {"score": {"$gt": 0.5}}]}) rN)r/r>r?r@rB)rEr1s r!r1 Search.wheres0^^++<<   r rank_exprcl[URUURURURS9$)aSet the ranking expression. Args: rank_expr: A Rank expression, dict, or None for scoring Dicts will be converted using Rank.from_dict() Note: Primitive numbers are not accepted - use {"$val": number} for constant ranks Example: search.rank(Knn(query=[0.1, 0.2]) * 0.8 + Val(0.5) * 0.2) search.rank({"$knn": {"query": [0.1, 0.2]}}) search.rank({"$sum": [{"$knn": {"query": [0.1, 0.2]}}, {"$val": 0.5}]}) rN)r/r8r?r@rB)rErZs r!r2 Search.ranks0++^^++<<   r cl[URURUURURS9$)aSet the group_by configuration for grouping and aggregating results Args: group_by: A GroupBy object, dict, or None for grouping Dicts will be converted using GroupBy.from_dict() Example: search.group_by(GroupBy( keys=[Key("category")], aggregate=MinK(keys=[Key.SCORE], k=3) )) search.group_by({ "keys": ["category"], "aggregate": {"$min_k": {"keys": ["#score"], "k": 3}} }) rN)r/r8r>r@rB)rEr3s r!r3Search.group_bys0"++++<<   r r6c~[X!S9n[URURURUUR S9$)zSet the limit and offset for pagination Args: limit: Maximum number of results to return offset: Number of results to skip (default: 0) Example: search.limit(20, offset=10) )r6r(rN)rr/r8r>r?rB)rEr(r6 new_limits r!r( Search.limits:5 ++^^<<   r )r?r@r>rBr8)NNNNN)rHr/)r)rrrr__doc__r rrrstrrrr rrArrr rFrJrTrr4r1r2r3r(rrr r!r/r/'s>9=6:=A=AOS XeT#s(^345XuT4S>123X5$sCx.!89: X eT#s(^S89: X vtCH~tCy#c(JKL Xt c3h    E#s(O  $ 8E%c3h*?$@A h & huT4S>-A'BC  * %c3h0G*H!I h 2 3  H  r r/N) dataclassesrrtypingrrrrr r &chromadb.execution.expression.operatorr r r rrrrrrrrr#r+r/rr r!rgst(88      ?? ? ?? ?r r r