+ js1Rt^RIt^RIt^RIHt.ROtRRltRR ltR tR t ]!] R4t R t ]] n]PR R4] n]PR R4t ] PRR4t ] ] nRtRRlt]!]R4tRRlt]]n]PR R4]n]PR R4t ] PRR4t ] ]nRtRt]!]R4tRt]]n]PR R4]nR#)zvFunctions which help end users define customize node_match and edge_match functions to use during isomorphism checks. N) permutationscategorical_edge_matchcategorical_multiedge_matchnumerical_edge_matchnumerical_multiedge_matchgeneric_edge_matchc\P!VPVPT;'g VPVP VP 4#)z!Returns a deepcopy of a function.)types FunctionType__code__ __globals____name__ __defaults__ __closure__)fnames&&m/home/luca/screen-checking/.venv/lib/python3.14/site-packages/networkx/algorithms/isomorphism/matchhelpers.pycopyfuncrs<    AMM4#5#51::q~~q}} caa\;QJd)VV3Rl\W44F 'dK R# R#!VV3Rl\W444#)zReturns True if x and y are sufficiently close, elementwise. Parameters ---------- rtol : float The relative error tolerance. atol : float The absolute error tolerance. c3Z<"TF wr\P!WSSR7xK" R#5i)rel_tolabs_tolN)mathisclose).0xiyiatolrtols& r allclose..)s#XiFBt||BD$??is(+FT)allzip)xyr rs&&ffrallcloser's8 3XcRSiX33X3X3XcRSiX XXras Returns a comparison function for a categorical node attribute. The value(s) of the attr(s) must be hashable and comparable via the == operator since they are placed into a set([]) object. If the sets from G1 and G2 are the same, then the constructed function returns True. Parameters ---------- attr : string | list The name of the categorical node attribute to compare, or a list of categorical node attributes to compare. default : value | list When `attr` is a string, the default value for that categorical node attribute. Otherwise, a list of default values for each node attributes. Returns ------- match : function The customized, categorical `node_match` function. Examples -------- >>> import networkx.algorithms.isomorphism as iso >>> nm = iso.categorical_node_match("size", 1) >>> nm = iso.categorical_node_match(["color", "size"], ["red", 2]) caaa\S\4'd VV3RlpV#\S\4'd\\SSRR74oMSUu.uFq3S3NK upoV3RlpV#uupi)cN<VPSS4VPSS48H#Nget)data1data2attrdefaults&&rmatch%categorical_node_match..matchMs$99T7+uyyw/GG GrTstrictc<aa\;QJd VV3RlS4F 'dK R# R#!VV3RlS44#)c3n<"TF*wrSPW4SPW48HxK, R#5ir*r+)rr/dr-r.s& rr!8categorical_node_match..match..Ws*UuGDuyy)UYYt-??us25FT)r#)r-r.attrssffrr1r2Vs,3UuU33 U3 U3UuUU Ur isinstancestrlistr$r/r0r1ar9sff @rcategorical_node_matchr@Jsg$ H L gt $ $T7489E+/04a\40E V L 1 A,caaa\S\4'd VV3RlpV#\S\4'd\\SSRR74oMSUu.uFq3S3NK upoV3RlpV#uupi)c<VP4Uu0uFq"PSS4kK ppVP4Uu0uFq"PSS4kK ppW48H#uupiuupir*)valuesr,) datasets1 datasets2datavalues1values2r/r0s&& rr1*categorical_multiedge_match..matchbse;D;K;K;MN;M4xxg.;MGN;D;K;K;MN;M4xxg.;MGN% %ONs A"A'Tr3c<aa\4pVP4FFo\;QJd.V3RlS4FNK 5M!V3RlS44pVPV4KH \4pVP4FFo\;QJd.V3RlS4FNK 5M!V3RlS44pVPV4KH W$8H#)c3J<"TFwrSPW4xK R#5ir*r+rr/r7r-s& rr!=categorical_multiedge_match..match..pBE%))D,,E #c3J<"TFwrSPW4xK R#5ir*r+rr/r7r.s& rr!rNtrOrP)setrDtupleadd)rErFrHr%rIr-r.r9s&& @@rr1rJmseG"))+EBEBEEBEBB A,eG"))+EBEBEEBEBB A,% %rr:r>sff @rrr_se$ &, L! gt $ $T7489E+/04a\40E & L1rAnodeedgea Returns a comparison function for a numerical node attribute. The value(s) of the attr(s) must be numerical and sortable. If the sorted list of values from G1 and G2 are the same within some tolerance, then the constructed function returns True. Parameters ---------- attr : string | list The name of the numerical node attribute to compare, or a list of numerical node attributes to compare. default : value | list If `attr` is a string, the default numerical value for that attribute. Otherwise, a list of same length as `attr` with default values for each attribute. rtol : float The relative error tolerance. atol : float The absolute error tolerance. Returns ------- match : function The customized, numerical `node_match` function. Examples -------- >>> import networkx.algorithms.isomorphism as iso >>> nm = iso.numerical_node_match("weight", 1.0) >>> nm = iso.numerical_node_match(["weight", "linewidth"], [0.25, 0.5]) caaaaa\S\4'd VVVV3RlpV#\S\4'd\\SSRR74oMSUu.uFqUS3NK upoVVV3RlpV#uupi)cx<\P!VPSS4VPSS4SSR7#)r)rrr,)r-r.rr/r0r s&&rr1#numerical_node_match..matchs6<< $( $(  rTr3c<SUUu.uFwr#VPW#4NK pppSUUu.uFwr#VPW#4NK ppp\WESSR7#uuppiuuppi)r r)r,r') r-r.r/r7rHrIrr9r s && rr1rZsY9>?gduyy)G?9>?gduyy)G?G4dC C@?s AAr:r/r0r rr1r?r9sffff @rnumerical_node_matchr^sk$  & L gt $ $T7489E+/04a\40E D L1 A2caaaaa\S\4'd VVVV3RlpV#\S\4'd\\SSRR74oMSUu.uFqUS3NK upoVVV3RlpV#uupi)c<\VV3RlVP444p\VV3RlVP444p\W#SSR7#)c3F<"TFqPSS4xK R#5ir*r+rrGr/r0s& rr!;numerical_multiedge_match..match..TASXXdG44AS!c3F<"TFqPSS4xK R#5ir*r+rcs& rr!rdrerfr\)sortedrDr')rErFrHrIrr/r0r s&& rr1(numerical_multiedge_match..matchsDTAQAQASTTGTAQAQASTTGG4dC CrTr3c<aa.pVP4FFo\;QJd.V3RlS 4FNK 5M!V3RlS 44pVPV4KH .pVP4FFo\;QJd.V3RlS 4FNK 5M!V3RlS 44pVPV4KH VP4VP4\ W$4FwrV\ WVS S R7'dKR# R#)c3J<"TFwrSPW4xK R#5ir*r+rMs& rr!rdrOrPc3J<"TFwrSPW4xK R#5ir*r+rRs& rr!rdrOrPr\FT)rDrTappendsortr$r') rErFrHr%rIrrr-r.rr9r s && @@rr1risG"))+EBEBEEBEBBq!,G"))+EBEBEEBEBBq!, LLN LLNg/T== 0rr:r]sffff @rrrsl$ D D8 L- gt $ $T7489E+/04a\40E " L'1r_aP Returns a comparison function for a generic attribute. The value(s) of the attr(s) are compared using the specified operators. If all the attributes are equal, then the constructed function returns True. Parameters ---------- attr : string | list The node attribute to compare, or a list of node attributes to compare. default : value | list When `attr` is a string, the default value for that attribute. Otherwise, a list the same length as `attr` with default values for each attribute. op : callable | list When `attr` is a string, the operator to use when comparing attribute values. Otherwise, a list the same length as `attr` with operators to for each attribute. Returns ------- match : function The customized, generic `node_match` function. Examples -------- >>> from operator import eq >>> from math import isclose >>> from networkx.algorithms.isomorphism import generic_node_match >>> nm = generic_node_match("weight", 1.0, isclose) >>> nm = generic_node_match("color", "red", eq) >>> nm = generic_node_match(["weight", "color"], [1.0, "red"], [isclose, eq]) c aaaa\S\4'd VVV3RlpV#\S\4'dU\S\4'd\\SSSRR74oMu\SSRR7UUu.uF wrEWES3NK uppoMP\S\4'd'\SSRR7UUu.uF wrFVSV3NK uppoMSUu.uFqDSS3NK upoV3RlpV#uuppiuuppiuupi)cV<S!VPSS4VPSS44#r*r+)r-r.r/r0ops&&rr1!generic_node_match..matchs&eiig. $0HI IrTr3c<SF6wr#pV!VPW#4VPW#44'dK5R# R#)FTr+)r-r.r/r7operatorr9s&& rr1rr!s9%*! $ 2EIId4FGG &+rr:)r/r0rqr1r?r7or9sfff @rgeneric_node_matchrvs$ J, L% gt $ $"d##Sw4@A03D'$0OP0O!0OP"d##58r$5OP5OTQ!Wa5OP3784aWb)48  LQQ8s;C'6C- C3caa\V\4'dV.pV.p\V\4'd\\WRR74oMVUu.uFq3V3NK upo\V\4'dD\ V4\ V48wd(R\ V4: R\ V4: 2p\ V4hVoMV.\ V4,oVV3RlpV#uupi)aReturns a comparison function for a generic attribute. The value(s) of the attr(s) are compared using the specified operators. If all the attributes are equal, then the constructed function returns True. Potentially, the constructed edge_match function can be slow since it must verify that no isomorphism exists between the multiedges before it returns False. Parameters ---------- attr : string | list The edge attribute to compare, or a list of node attributes to compare. default : value | list When `attr` is a string, `default` is the default value for that edge attribute. When `attr` is a list, `default` is a default value for all edge attributes or a list of length same as `attr` holding default values for each edge attributes. op : callable | list When `attr` is a string, `op` is the operator to use when comparing that attribute. When `attr` is a list, `op` is an operator to use when comparing each edge attribute or a list of length same as `attr` holding operators to use when comparing values for each attribute. Returns ------- match : function The customized, generic `edge_match` function. Examples -------- >>> from operator import eq >>> from math import isclose >>> from networkx.algorithms.isomorphism import generic_node_match >>> nm = generic_node_match("weight", 1.0, isclose) >>> nm = generic_node_match("color", "red", eq) >>> nm = generic_node_match(["weight", "color"], [1.0, "red"], [isclose, eq]) Tr3z-zip() argument length not right. Got len(op)=z. Need len(attr)=c D<VP4UUUu.uF(pS UUu.uFwr4VPW44NK uppNK* ppppVP4UUUu.uF(pS UUu.uFwr4VPW44NK uppNK* pppp\V4Fip\WW4FVwr\;QJd&R\WS 44F 'dK RM RM!R\WS 444'dKUKf R# R#uuppiuupppiuuppiuupppi)c36"TFwrq3!W4xK R#5ir*)rea1ea2ms& rr!9generic_multiedge_match..match..tsU:T;3Q1S;;:TsFT)rDr,rr$r#) rErFddr?r7 multiedges1 multiedges2me2_permeattrs1eattrs2r9opss && rr1&generic_multiedge_match..matchmsBKBRBRBTUBTB7q 7BT UBKBRBRBTUBTB7q 7BT U$[1H$' $> sU#gPS:TUsssU#gPS:TUUU%? 28U7Us- DDD D&DDDD)r;r<r=r$len ValueError)r/r0rqr?msgr1r9rs&&& @@rgeneric_multiedge_matchr.sZ$v)'4  St45'+,t!Wt,"d r7c$i B#b'CU3t9,WCS/ !dSY L7-s C) r@rrr^rrrvrrr*)gh㈵>g:0yE>)__doc__rr itertoolsr__all__rr'categorical_docr@rrreplacetmpdoc numerical_docr^rr generic_docrvrrrzrrrsO "  Y<$""8:RS:"1!0!8!8!H   0 02O P&,# D2 46LMF -,44VVD   vv . .0K L$*!! H802FGOf)(00@r