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PlotQuantilesDiscreteQuadratic.m
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PlotQuantilesDiscreteQuadratic.m
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%%% THIS CODE CREATES A QUANTILE PLOT OF THE ADALINE RUNS FROM DATA FILES
%%% THE DATA FILES ARE GENERATED BY servo_parfor.m
clear; clc;
close all;
% set up parameters
%myOracleName = 'BusScheduling';
myOracleName = 'DiscreteQuadratic';
strreps = '10'; %string with number of replications, for loading data files
% This function saves a specifically-sized pdf file of a figure with an
% array of rowsubs x colsubs sub-plots.
%***********************************************************************
% Define output
%***********************************************************************
% How wide should the output figure be (inches)?
fig_wd = 6.5; %4.7;%<-actual size
% How tall should the output figure be (inches)?
fig_ht = fig_wd/1.8; %3;
% What is the primary font size for each plot?
fs=10;
% What is the secondary font size for each plot?
fs2=8;
% How many sub-plots per row?
rowsubs = 2;
% How many sub-plots per column?
colsubs = 2;
% How much of a gap should there be between subplots (inches)?
space = 0.05;
%***********************************************************************
% Create figure
figure('Name','Plot','Units','inches','Position',[0 0 fig_wd fig_ht]);
set(0,'DefaultTextInterpreter','latex')
% Figure out normalized width/height of sub-plots
sp_wd1 = (fig_wd-space*(rowsubs+1))/colsubs;
sp_wd = sp_wd1/fig_wd;
sp_ht1 = (fig_ht-space*(colsubs+1))/rowsubs;
sp_ht = sp_ht1/fig_ht;
hspace = space/fig_wd;
vspace = space/fig_ht;
% Create Sub-plots
for j=1:2%rowsubs
for i=1:2%colsubs
%% LOAD DATA FILES FOR THE CURRENT PLOT
if j==1 %FIRST ROW
if i==1 %FIRST PLOT
dim = '25';
else
dim = '50';
end
else %SECOND ROW
if i==1 %FIRST PLOT
dim = '100';
else
dim = '200';
end
end
%LOAD ADALINE
myfilename=strcat('Data',myOracleName,'ADALINE',dim,'reps',strreps,'.mat');
load(myfilename,'quantilecurve','qtpts');
ADALINEquantilecurve = quantilecurve;
%LOAD RSPLINE
myfilename=strcat('Data',myOracleName,'RSPLINE',dim,'reps',strreps,'.mat');
load(myfilename,'quantilecurve','qtpts');
RSPLINEquantilecurve = quantilecurve;
% Create sub-plot at custom position in the figure (based on spacing determined above)
pos = [hspace*i+sp_wd*(i-1) 1-(vspace*j+sp_ht*j) sp_wd sp_ht];
subplot('Position',pos)
ax = gca; % get subplot axes
% set position of sub-plot AXES in the figure (based on spacing determined above)
ax.OuterPosition = [hspace*i+sp_wd*(i-1) 1-(vspace*j+sp_ht*j) sp_wd sp_ht];
%set secondary font for elements of sub-plot
set(gca,'fontsize',fs2,'fontname','Times');
myq = [];
hold on;
myylim = 0;
for ell = [3,4,5,7]%1:size(qtpts,2)
p2=plot(ADALINEquantilecurve(:,1),ADALINEquantilecurve(:,ell),'-k');%,'Color',[.4 .4 .4]);
p1=plot(RSPLINEquantilecurve(:,1),RSPLINEquantilecurve(:,ell),':k');
myylimnew = max(max(RSPLINEquantilecurve(:,ell)),max(ADALINEquantilecurve(:,ell)));
myylim = max([myylimnew myylim])/2;
if ell == 1
myq = [myq 10];
end
if ell == 2
myq = [myq 15];
end
if ell == 3
myq = [myq 25];
end
if ell == 4
myq = [myq 50];
end
if ell == 5
myq = [myq 75];
end
if ell == 6
myq = [myq 85];
end
if ell == 7
myq = [myq 90];
end
end
grid on
%hold off;
xlim([0 , max(ADALINEquantilecurve(:,1))])
if j == 1 && i == 1
ylim([0 , 30]);
yticks([0 10 20 30 ])
elseif j==1 && i == 2
ylim([0 , 40]);
yticks([0 10 20 30 40])
elseif j==2 && i == 1
ylim([0 , 40]);
yticks([0 10 20 30 40])
else
ylim([0 , 50]);
yticks([0 10 20 30 40 50])
end
%ylim([0 , myylim]);
xlabel('Total Oracle Calls $t$','Interpreter','latex','fontsize',fs);
ylabel('Opt. Gap \%','Interpreter','latex','fontsize',fs);
myqstr = '';
for k = 1:length(myq)
nextq = num2str(myq(k));
if k<length(myq)
myqstr = [myqstr nextq ', '];
else
myqstr = [myqstr nextq];
end
end
titl_string = ['\fbox{\textbf{Ill-conditioned Quadratic, $d=$ ',dim,'}}'];%: ',myqstr,'}}'];
titl_stringlgd = [myqstr ' %-iles'];
%title(titl_string,'Interpreter','latex','fontsize',fs);
if j==1 && i==1
lgd=legend([p1 p2],{'R-SPLINE','ADALINE'},'Position',[0.336 0.8260 0.1549 0.0919]);
title(lgd,titl_stringlgd)
title(titl_string,'Interpreter','latex','fontsize',fs2);
elseif j==1 && i==2
%lgd=legend([p1 p2],{'R-SPLINE','ADALINE'},'Position',[0.8310 0.8413 0.1549 0.0919]) ;
%title(lgd,titl_stringlgd)
title(titl_string,'Interpreter','latex','fontsize',fs2);
elseif j==2 && i==1
%lgd=legend([p1 p2],{'R-SPLINE','ADALINE'},'Position',[0.3285 0.3498 0.1549 0.0919]);
%title(lgd,titl_string)
title(titl_string,'Interpreter','latex','fontsize',fs2);
elseif j==2 && i==2
%lgd=legend([p1 p2],{'R-SPLINE','ADALINE'},'Position',[0.8310 0.3498 0.1549 0.0919]);
%title(lgd,titl_string)
title(titl_string,'Interpreter','latex','fontsize',fs2);
end
%lgd.Position %to find out where the legend is; use with 'Location'
%'northeast'
% get rid of whitespace around plot
% from https://www.mathworks.com/help/matlab/creating_plots/save-figure-with-minimal-white-space.html
ax = gca; % get current sub-plot axes
outerpos = ax.OuterPosition; % get OuterPosition of sub-plot axes
ti = ax.TightInset; % get TightInset of sub-plot axes
left = outerpos(1) + ti(1); % make adjustments based on ticks, labels, etc...
bottom = outerpos(2) + ti(2);
ax_width = outerpos(3) - ti(1) - ti(3);
ax_height = outerpos(4) - ti(2) - ti(4);
ax.Position = [left bottom ax_width ax_height]; % adjust the sub-plot size
end
end
% the next steps set the output size of the figure
fig = gcf; % get the current figure
fig.PaperPositionMode = 'auto';
fig_pos = fig.PaperPosition; % get the current PaperPosition
fig.PaperSize = [fig_pos(3) fig_pos(4)]; % Set PaperSize to width/height of PaperPosition
myfigname=strcat('Plot',myOracleName,'reps',strreps);
print(fig,myfigname,'-dpdf') % save to pdf file