-ji`#SSKJr SSKJr SSKJr SSKJr SSKJr SSKJ r SSKJ r SSK J r SS K Jr SS KJr SS KJr SS KJr SS KJr SSKJr SSKJr SSKJr \R4"5(aSSKJr SSKJr SSKJr SSKJr \ "\5r "SS\5r!"SS\5r""SS\5r#S#Sjr$S$Sjr%S%SSS.S&S jjjr&S'S!jr'S(S"jr(g))) annotations)Callable)Any)cast) NamedTuple)CategoricalChoiceType)CategoricalDistribution) get_logger)_CONSTRAINTS_KEY)Study) FrozenTrial) TrialState)_imports)_check_plot_args)_filter_nonfinite) _is_log_scale)go) make_subplots)Scatter) COLOR_SCALEcf\rSrSr%S\S'S\S'S\S'S\S 'S \S 'S \S 'S \S'S\S'Srg)_SliceSubplotInfostr param_name list[Any]x list[float]y list[int] trial_numbersboolis_log is_numericalz list[bool] constraints(tuple[CategoricalChoiceType, ...] | Nonex_labelsN__name__ __module__ __qualname____firstlineno____annotations____static_attributes__r(U/home/james-whalen/.local/lib/python3.13/site-packages/optuna/visualization/_slice.pyrrs.OLN L66r0rc*\rSrSr%S\S'S\S'Srg)_SlicePlotInfo)r target_namezlist[_SliceSubplotInfo]subplotsr(Nr)r(r0r1r3r3)s%%r0r3c4\rSrSr%S\S'S\S'S\S'Srg ) _PlotValues.rrrrr r!r(Nr)r(r0r1r8r8.sLNr0r8c UcSSjnUn[U///UUU/S9nUHnXR;aMURRURU5 URRU"U55 UR RUR 5 URR[5n URRU SL=(d [U V s/sHoS:*PM sn 55 M U$s sn f)Nc6[[UR5$N)rfloatvalue)ts r1_target(_get_slice_subplot_info.._target>sqww' 'r0)rrrr!r#r$r'r%g)r?r returnr=) rparamsrappendrr!number system_attrsgetr r%all) trialsparamtarget log_scale numericalr'r@ plot_infor?r%rs r1_get_slice_subplot_inforO4s~ (!  I   188E?+ 6!9%&&qxx0nn(()9: $$[D%8%`CS^@_S^acS^@_<`a A`s'Dc`[XU5 [URS[R4S9US9n[ U5S:Xa![ RS5 [U/5$UVVs1sH%oURR5HofiM M' nnn0nUH1n U RR5HupX;dM XU 'M M3 0n UR5H*up[U [5(dMU RX'M, Uc [!U5n O1UHnX;dM [#SUS35e [![%U55n [UU Vs/sH>n['UUU[)XO5[X[5(+U R+U5S9PM@ snS 9$s snnfs snf) NF)deepcopystates)rKrz.Your study does not have any completed trials.z Parameter z does not exist in your study.)rIrJrKrLrMr')r5r6)rr get_trialsrCOMPLETElen_loggerwarningr3rCkeys distributionsitems isinstancer choicessorted ValueErrorsetrOrrG)studyrCrKr5rIr?p_name all_paramsrYtrialr distributionr' sorted_params input_p_namerJs r1_get_slice_plot_inforgZs UK0  %1D1D0FGPVF 6{aHIk2.."(G&Qxx}}V&&&JGM(-(;(;(A(A(C $J.,8j))D H$1$7$7$9 l$; < <#/#7#7H %:~z* "L- :l^;Y!Z[[#s6{+ '  ' $'6()=?VWW!e,  '    +H.  s ),F%AF+ NzObjective Value)rKr5cV[R"5 [[XX#55$)aPlot the parameter relationship as slice plot in a study. Note that, if a parameter contains missing values, a trial with missing values is not plotted. Args: study: A :class:`~optuna.study.Study` object whose trials are plotted for their target values. params: Parameter list to visualize. The default is all parameters. target: A function to specify the value to display. If it is :obj:`None` and ``study`` is being used for single-objective optimization, the objective values are plotted. .. note:: Specify this argument if ``study`` is being used for multi-objective optimization. target_name: Target's name to display on the axis label. Returns: A :class:`plotly.graph_objects.Figure` object. )rcheck_get_slice_plotrg)r`rCrKr5s r1 plot_slicerks!: NN /vS TTr0c :[R"SS9n[UR5S:Xa[R"/US9$[UR5S:Xa[R"[ URS5US9nUR URSRS9 URURS9 URSR(d*UR SSURSRS 9 U$URSR(aUR S S 9 U$[S[UR5S S 9nURU5 S n[URSS9HupE[ U5nUSR!SU0S9 U(aSnUHnUR#USUS9 M UR URSUS9 US:XaURURSUS9 UR(dUR SSURSUS9 MUR(dMUR S SUS9 M [UR5S:a%URS[UR5-S9 U$)Nz Slice Plot)titler)datalayout) title_textcategoryarray)type categoryorder categoryarraylog)rtT)rowscols shared_yaxes)start showscale)markerF)rowcol)rqr~r)rtrurvr~r)rtr~ri,)width)rLayoutrUr6Figure_generate_slice_subplot update_xaxesr update_yaxesr5r$r'r#r update_layout enumerateupdate add_trace)inforofigurer| column_index subplot_infotracer?s r1rjrjs` YY\ *F 4==Qyyb00 T]] q  7 a8H IRXYt}}Q'7'B'BCt'7'78}}Q,,   wdmmTUFVF_F_  B M=]]1  $ $   U  +: M7AC ,>TRV$ *3DMM*K &L+L9E !HOOK#;O <!   | <   <+B+B|  \q ##t/?/?QL#Y,,###")"."7"7$ $$$$##A<#H'+L( t}}  !  sS-?'? @ Mr0c`/n[///5n[///5n[URURURUR 5HupEpgUcUS:wd UcUS:wdMU(aSURR U5 URR U5 URR U5 MtURR U5 URR U5 M UR [R"URURSSSSS.UR[SSS S .S .S S 95 [UR5S:a>UR [R"URURSSSS0S S 95 U$)NNonemarkerszFeasible Trialg?Grey)rcolorTrialg?()rmrxpad)liner colorscalecolorbarF)rrmodenamer} showlegendrzInfeasible Trialrz#cccccc) r8ziprrr!r%rDrrrrU)rrfeasible infeasiblerrnumcs r1rrsx E2r2&HRR(J  (B(BLD\D\ c =AK1=AK !!!$ !!!$&&--c2 ##A& ##A& LL jjjj!"%7!//)$  & :<<1 JJ,,,,'Y!   Lr0)rIzlist[FrozenTrial]rJrrK%Callable[[FrozenTrial], float] | NonerLr"rMr"r'r&rBr) r`r rClist[str] | NonerKrr5rrBr3r<) r`r rCrrKrr5rrB 'go.Figure')rr3rBr)rrrBz list[Scatter])) __future__rcollections.abcrtypingrrroptuna.distributionsrr optuna.loggingr optuna.samplers._baser optuna.studyr optuna.trialr r$optuna.visualization._plotly_importsroptuna.visualization._utilsrrr is_successfulrrrrr*rVrr3r8rOrgrkrjrr(r0r1rsT"$68%2$#9895 7B<7 X 7 7&Z& * # # # 2# #  # 7 ##L2 2 2 22 2  2n $U59( U U U 2 U  U  UB+\2r0