-ji (SSKJr SSKJr SSKJr SSKJr SSKJr SSK J r SSK J r SSK J r SS KJr \R "5(aSS KJr SS KJr SS KJr \"S 5SSSSSS.SSjj5rSSjrSSjrSSjrg)) annotations)Callable)Sequence)experimental_func)Study) FrozenTrial)_get_pareto_front_info)_ParetoFrontInfo)_imports)Axes)Axes3D)pltz2.8.0NT) target_namesinclude_dominated_trials axis_orderconstraints_functargetsc\[R"5 [XX#XE5n[U5$)aZ Plot the Pareto front of a study. .. seealso:: Please refer to :func:`optuna.visualization.plot_pareto_front` for an example. Args: study: A :class:`~optuna.study.Study` object whose trials are plotted for their objective values. ``study.n_objectives`` must be either 2 or 3 when ``targets`` is :obj:`None`. target_names: Objective name list used as the axis titles. If :obj:`None` is specified, "Objective {objective_index}" is used instead. If ``targets`` is specified for a study that does not contain any completed trial, ``target_name`` must be specified. include_dominated_trials: A flag to include all dominated trial's objective values. axis_order: A list of indices indicating the axis order. If :obj:`None` is specified, default order is used. ``axis_order`` and ``targets`` cannot be used at the same time. .. warning:: Deprecated in v3.0.0. This feature will be removed in the future. The removal of this feature is currently scheduled for v5.0.0, but this schedule is subject to change. See https://github.com/optuna/optuna/releases/tag/v3.0.0. constraints_func: An optional function that computes the objective constraints. It must take a :class:`~optuna.trial.FrozenTrial` and return the constraints. The return value must be a sequence of :obj:`float` s. A value strictly larger than 0 means that a constraint is violated. A value equal to or smaller than 0 is considered feasible. This specification is the same as in, for example, :class:`~optuna.samplers.NSGAIISampler`. If given, trials are classified into three categories: feasible and best, feasible but non-best, and infeasible. Categories are shown in different colors. Here, whether a trial is best (on Pareto front) or not is determined ignoring all infeasible trials. .. warning:: Deprecated in v4.0.0. This feature will be removed in the future. The removal of this feature is currently scheduled for v6.0.0, but this schedule is subject to change. See https://github.com/optuna/optuna/releases/tag/v4.0.0. targets: A function that returns a tuple of target values to display. The argument to this function is :class:`~optuna.trial.FrozenTrial`. ``targets`` must be :obj:`None` or return 2 or 3 values. ``axis_order`` and ``targets`` cannot be used at the same time. If the number of objectives is neither 2 nor 3, ``targets`` must be specified. .. note:: Added in v3.0.0 as an experimental feature. The interface may change in newer versions without prior notice. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Returns: A :class:`matplotlib.axes.Axes` object. )r checkr _get_pareto_front_plot)studyrrrrrinfos g/home/james-whalen/.local/lib/python3.13/site-packages/optuna/visualization/matplotlib/_pareto_front.pyplot_pareto_frontrs/D NN ! 5CS D "$ ''c|URS:Xa [U5$URS:Xa [U5$S5e)NzMust not reach here) n_targets_get_pareto_front_2d_get_pareto_front_3d)rs rrr^s; ~~#D)) 1 #D))+++urc b[RRS5 [R"5upUR S5 [R "S5nUR URURS5 URURURS5 Sn[UR5S:apURURVVs/sHupXPRSPM snnURVVs/sHupXPRSPM snnSSS 9 S n[UR5S:atURURVVs/sHupXPRSPM snnURVVs/sHupXPRSPM snnU"S5US 9 [UR5S:atURURVVs/sHupXPRSPM snnURVVs/sHupXPRSPM snnU"S 5S S 9 URb%UR5(aUR!5 U$s snnfs snnfs snnfs snnfs snnfs snnf) NggplotPareto-front Plottab10rTrial#ccccccInfeasible Trial)xycolorlabelFeasible Trialr Best Trial)rstyleusesubplots set_titleget_cmap set_xlabelrr set_ylabelleninfeasible_trials_with_valuesscatternon_best_trials_with_valuesbest_trials_with_valueshas_datalegend)r_axcmap trial_labelvaluess rr r gs?IIMM( LLNEALL$% << DMM$##DOOA$678MM$##DOOA$678K 4 - -.2 ;?;];]^;]iavooa();]^;?;];]^;]iavooa();]^$  '  4 + +,q0 ;?;[;[\;[iavooa();[\;?;[;[\;[iavooa();[\q'   4 ' '(1, ;?;W;WX;Wiavooa();WX;?;W;WX;Wiavooa();WXq'   ''3  I1_^]\ YXs$)J J 2J !J ?J% .J+ c `[RRS5 [R"5nUR SS9nUR S5 [R "S5nURURURS5 URURURS5 URURURS5 S nURb[UR5S:aURURVVs/sHupVX`RSPM snnURVVs/sHupVX`RSPM snnURVVs/sHupVX`RSPM snnS S S 9 S nURb[UR5S:aURURVVs/sHupVX`RSPM snnURVVs/sHupVX`RSPM snnURVVs/sHupVX`RSPM snnU"S5US 9 UR b[UR 5(aURUR VVs/sHupVX`RSPM snnUR VVs/sHupVX`RSPM snnUR VVs/sHupVX`RSPM snnU"S5SS 9 URb%UR#5(aUR%5 U$s snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnf)Nr#3d) projectionr$r%rr&rr'r(r))xsyszsr,r-r.rr/)rr0r1figure add_subplotr3r4r5rrr6 set_zlabelr8r7r9r:r;r<r=)rfigr?r@rAr>rBs rr!r!sIIMM( **,CD1BLL$% << DMM$##DOOA$678MM$##DOOA$678MM$##DOOA$678K **6 22 3a 7 <@<^<^_<^yqq)*<^_<@<^<^_<^yqq)*<^_<@<^<^_<^yqq)*<^_$  '  ''3D<\<\8]`a8a <@<\<\]<\yqq)*<\]<@<\<\]<\yqq)*<\]<@<\<\]<\yqq)*<\]q'   ##/C8T8T4U4U <@rZs"$$2$E?H HJG7&*%)#'HL?CF( F(#F(# F( ! F( F F(=F( F(F(R,%P/r