phSrSSKrSSKJrJr SSKJr /SQrSr"S S \R\R5r "S S \R5r S r SSjr g)zSubsystem-level objects.N)cmpfmt)utils)phicespartitioned_ces subsystem cut_subsystemcD[UR5UR4$N)len mechanism)concepts P/home/james-whalen/.local/lib/python3.13/site-packages/pyphi/models/subsystem.py_concept_sort_keyrs !! "G$5$5 66c\rSrSrSrSSjrSrSrSrSr S r \ RS 5r S rS rS r\S5r\S5r\S5rSrg)CauseEffectStructurezA collection of concepts.NcT[[U[S95UlX lX0lg)N)key)tuplesortedrconceptsr time)selfrr rs r__init__CauseEffectStructure.__init__s fX3DEF " rc,[UR5$r)rrrs r__len__CauseEffectStructure.__len__s4==!!rc,[UR5$r)iterrr"s r__iter__CauseEffectStructure.__iter__ sDMM""rc URU$rr)ris r __getitem__ CauseEffectStructure.__getitem__#s}}Qrc4[R"U/SQ5$Nrr r)r make_reprr"s r__repr__CauseEffectStructure.__repr__&s}}T#DEErc.[R"U5$r)rfmt_cesr"s r__str__CauseEffectStructure.__str__)s{{4  rc4URUR:H$rr*rothers r__eq__CauseEffectStructure.__eq__,s}}..rcD[URUR45$r)hashrr r"s r__hash__CauseEffectStructure.__hash__0sT]]DNN344rcUR/$rr*r"s rorder_byCauseEffectStructure.order_by3s rcJURURURS.$r/r0r"s rto_jsonCauseEffectStructure.to_json6s  MM # #rcDUVs/sHoRPM sn$s snf)zThe mechanism of each concept.)rrrs r mechanismsCauseEffectStructure.mechanisms:s 266g!!666cDUVs/sHoRPM sn$s snf)z'The |small_phi| values of each concept.)rrHs rphisCauseEffectStructure.phis?s,004 4000rKc^URRRm[U4SjUR55$)z&The labeled mechanism of each concept.c3F># UHn[T"U55v M g7fr)list).0rlabels r :CauseEffectStructure.labeled_mechanisms..HsM_ T% *++_s!)r node_labelsindices2labelsrrI)rrSs @rlabeled_mechanisms'CauseEffectStructure.labeled_mechanismsDs/**99MT__MMMrr0)NN)__name__ __module__ __qualname____firstlineno____doc__rr#r'r,r2r6rsametyper;r?rBrEpropertyrIrMrX__static_attributes__rZrrrrs# "# F! \\//5#7711NNrrc\rSrSrSrSSjrSrSSjrSSjr\ S5r \ S 5r \ S 5r S /r S rS rSrSrSr\S5rSrg)SystemIrreducibilityAnalysisKa4An analysis of system irreducibility (|big_phi|). Contains the |big_phi| value of the |Subsystem|, the cause-effect structure, and all the intermediate results obtained in the course of computing them. These can be compared with the built-in Python comparison operators (``<``, ``>``, etc.). First, |big_phi| values are compared. Then, if these are equal up to |PRECISION|, the one with the larger subsystem is greater. Attributes: phi (float): The |big_phi| value for the subsystem when taken against this analysis, *i.e.* the difference between the cause-effect structure and the partitioned cause-effect structure for this analysis. ces (CauseEffectStructure): The cause-effect structure of the whole subsystem. partitioned_ces (CauseEffectStructure): The cause-effect structure when the subsystem is cut. subsystem (Subsystem): The subsystem this analysis was calculated for. cut_subsystem (Subsystem): The subsystem with the minimal cut applied. time (float): The number of seconds it took to calculate. NcLXlX lX0lX@lXPlX`lgr)rr r r r r)rrr r r r rs rr%SystemIrreducibilityAnalysis.__init__ds"."* rc8[R"U[5$r)rr1_sia_attributesr"s rr2%SystemIrreducibilityAnalysis.__repr__ms}}T?33rc*[R"XS9$)Nr )rfmt_siarr s rr6$SystemIrreducibilityAnalysis.__str__ps{{4))rc4[URUS95 g)zWPrint this |SystemIrreducibilityAnalysis|, optionally without cause-effect structures. rlN)printr6rns rrq"SystemIrreducibilityAnalysis.printss dllsl#$rc.URR$)z3The number of seconds it took to calculate the CES.)r rr"s rsmall_phi_time+SystemIrreducibilityAnalysis.small_phi_timeysxx}}rc.URR$)zIThe unidirectional cut that makes the least difference to the subsystem. )r cutr"s rrw SystemIrreducibilityAnalysis.cut~s !!%%%rc.URR$)z%The network the subsystem belongs to.)r networkr"s rrz$SystemIrreducibilityAnalysis.networks~~%%%rrzcnUR[UR5URR/$r)rrr node_indicesr"s rrB%SystemIrreducibilityAnalysis.order_bys&#dnn-t~~/J/JKKrc8[R"X[5$r)r general_eqrir9s rr;#SystemIrreducibilityAnalysis.__eq__s~~d?;;rcN[R"URS5(+$)zFA |SystemIrreducibilityAnalysis| is ``True`` if it has |big_phi > 0|. r)reqrr"s r__bool__%SystemIrreducibilityAnalysis.__bool__s88DHHa(((rc[URURURURUR 45$r)r>rr r r r r"s rr?%SystemIrreducibilityAnalysis.__hash__s:TXXXX))^^'' )* *rcX[SS/-Vs0sHnU[X5_M sn$s snf)z*Return a JSON-serializable representation.rrt)rigetattr)rattrs rrE$SystemIrreducibilityAnalysis.to_jsons>(63C*DD D '$% %D   s'cUS U"S0UD6$)NrtrZrZ)clsdcts r from_json&SystemIrreducibilityAnalysis.from_jsons  !zSzr)r r r rr r)NNNNNN)T)r[r\r]r^r_rr2r6rqrartrwrzunorderable_unless_eqrBr;rr?rE classmethodrrbrZrrrdrdKs0<@:>4*% && &&'KL<) * rrdc([SUS9nSUlU$)zReturn an empty CES.rZ)r )rr)r r s r _null_cesrs rY 7CCH Jrc @[UUU[U5[U5S9$)zReturn a |SystemIrreducibilityAnalysis| with zero |big_phi| and empty cause-effect structures. This is the analysis result for a reducible subsystem. )r r rr r )rdr)r rs r _null_siars+ ()6?,/,5i,@8A)8L  NNr)r)r_ collectionsrrrrir OrderableSequencerrdrrrZrrrsX $74N3==+*>*>4Nn^3==^B Nr