For a sorted array of indices, we can have a game diff-
out = zeros(M,N); % Output array of size(M,N)
df = diff([0,ind,ind(end)+1]);
put_idx = diff(find(df)); % gets count of dups
out(ind(df(1:end-1)~=0)) = put_idx;
- diff. , . , , , .
Script (create_data.m) -
function ind = create_data(M,N, num_unq_ind, max_repeats)
unq_ind = unique(randi([1,M*N],1,num_unq_ind));
num_repeats = randi(max_repeats, [1,numel(unq_ind)]);
ind = repelem(unq_ind, num_repeats);
script (bench1.m) -
clear all; close all;
M = 5000; % Array size
N = 5000;
% Input params and setup input indices array (edited for various runs)
num_unq_ind = 100000;
max_repeats = 100;
ind = create_data(M,N, num_unq_ind, max_repeats);
num_iter = 100; % No. of iterations to have reliable benchmarking
disp('Input params :')
disp(['num_unq_ind = ' int2str(num_unq_ind)])
disp(['max_repeats = ' int2str(max_repeats)])
disp('------------------ Using diff ----------------')
tic
for i=1:num_iter
out = zeros(M,N);
df = diff([0,ind,ind(end)+1]);
put_idx = diff(find(df));
out(ind(df(1:end-1)~=0)) = put_idx;
end
toc
% Luis soln
disp('------------------ Using accumaray ----------------')
tic
for i=1:num_iter
m = reshape(accumarray(ind(:), 1, [N^2 1]), N, N);
end
toc
-
>> bench1
Input params :
num_unq_ind = 10000
max_repeats = 10
------------------ Using diff ----------------
Elapsed time is 0.948544 seconds.
------------------ Using accumaray ----------------
Elapsed time is 1.502658 seconds.
>> bench1
Input params :
num_unq_ind = 100000
max_repeats = 10
------------------ Using diff ----------------
Elapsed time is 1.784576 seconds.
------------------ Using accumaray ----------------
Elapsed time is 1.533280 seconds.
>> bench1
Input params :
num_unq_ind = 10000
max_repeats = 100
------------------ Using diff ----------------
Elapsed time is 1.315998 seconds.
------------------ Using accumaray ----------------
Elapsed time is 1.391323 seconds.
>> bench1
Input params :
num_unq_ind = 100000
max_repeats = 100
------------------ Using diff ----------------
Elapsed time is 6.180565 seconds.
------------------ Using accumaray ----------------
Elapsed time is 3.576154 seconds.
sparsey , accumarray, , .