file = 'comp0.txt';

f = fopen(file);

miters = 100;

x = 1:miters;

Syn = zeros(miters,1);

for i = 1 : miters
    line = fgets(f);
    line= strsplit(line);
    Syn(i,1) = str2num(line{3});
end

Full = zeros(miters,1);
for i = 1 : miters
    line = fgets(f);
    line= strsplit(line);
    Full(i,1) = str2num(line{3});
end

Random = zeros(miters,1);
for i = 1 : miters
    line = fgets(f);
    line= strsplit(line);
    Random(i,1) = str2num(line{3});
end

fclose(f);

width = 3;     
height = 3;    
alw = 2.75;    
fsz = 24;      
lw = 2.5;      
msz = 8;      

semilogy(x, Syn, x, Random, x, Full, 'LineWidth', 4.5, 'MarkerSize', msz);

xlabel('Iteration number');
ylabel('Cost Function Value');
xlim([1, miters])

legend('8 Synergies', '8 Random Synergies', 'Full')
legend boxoff;
box off;
ylim([0 5])
%set(h1,'Location','BestOutside');

set(gca, 'FontSize', fsz, 'LineWidth', lw)
file2 = strrep(file, '.txt', '');


saveas(gcf, strcat('MLRandomSynergies','.fig'));
saveas(gcf, strcat('MLRandomSynergies','.eps'), 'epsc'); 
saveas(gcf, strcat('MLRandomSynergies','.pdf'));