Alternative to using Multi-level field struct

조회 수: 2 (최근 30일)
Science Machine
Science Machine 2022년 7월 7일
편집: Bruno Luong 2022년 7월 8일
I am taking two populated structs and re-ordering them, so that I can do an operation(such as fft), on the end-most field's elements, eg
bigNum=1e4;
for b=1:bigNum
for a=1:bigNum
val=Struct_A(a).dat(b);
Struct_B(b).dat(a)=val;
val2 = fft(Struct_B(b).dat(:);
end
end
I do this also with 3-layered field structures such as Struct_C(f).fielde(e).fieldd(d).dat.
  • Is there a more efficient way to handle this reordering?
  • Can I vectorize this or otherwise speed this up? I am using parfor loops, but, it seems just the idea of re-ordering structures is a bad paradigm when considering large data

채택된 답변

Michael Van de Graaff
Michael Van de Graaff 2022년 7월 7일
I gave it shot.
n = 1000;
s(n) = struct();
for ii = 1:n
for jj = 1:n
s(ii).a(jj) = ii;%this is just building the original struct
end
end
tic
for ii = 1:n
for jj = 1:n
val = s(ii).a(jj);
s2(jj).a(ii) = val;% do the loop like you have
end
end
toc
Elapsed time is 0.660588 seconds.
%now lets try something without loops, should be faster for large n
tic
tmp = cell2mat(squeeze(struct2cell(s))).';
tmp2=mat2cell(tmp,ones(1,n),[n]);
s3 = cell2struct(tmp2,fieldnames(s),4);
toc
Elapsed time is 0.033685 seconds.
% and let's do a loop to ensure s2 and s3 are the same
s_diff = zeros(n);
for ii = 1:n
for jj = 1:n
s_diff(ii,jj) = s2(ii).a(jj)-s3(ii).a(jj);
end
end
if max(abs(s_diff(:)))==0
disp('success') %I got success
else
disp('failure')
end
success
  댓글 수: 3
Science Machine
Science Machine 2022년 7월 8일
편집: Science Machine 2022년 7월 8일
'While' keeping the data in its natual organiztion as eg
struct(index 1).field2(index2).field3(index3).dat(array or matrix)
each field is generally a different # of entries.
  • I was reading maybe multi-dimensional array?
Michael Van de Graaff
Michael Van de Graaff 2022년 7월 8일
"would be possible to eschew structures altogether?"
Are you familiar with cell arrays? That seems like precisely what you are looking for, as they can be n-dimsionsal and each cell can contain whatever data type, including arrays of differeing sizes. You don't get the built in clarity of the fieldnames, but a GPU don't need no fieldnames :D (I have literally no knowledge of how GPU implementations work fyi)

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추가 답변 (1개)

Bruno Luong
Bruno Luong 2022년 7월 8일
편집: Bruno Luong 2022년 7월 8일
It seems you just burry an array into nested structures for no apparent reason other than using struct with a fieldname for a sake of it speaks to you.
Undo that and think like a computer:
% Generate dummy data
a = 10; % your big number
b = 11; % another of your your big number
for i=1:a
for j=1:b
STRUCTA.A(i).B(j) = rand();
end
end
% Undo the thing to getback numerical array
a = length(STRUCTA.A);
b = length(STRUCTA.A(1).B);
AB=reshape([STRUCTA.A.B],[b,a]); % deepest nested length first, ...
% Simply work on the array, that how MATLAB should be used
% If you want to swap a/b dimension, transpose AB, no need for
% the ugly double for-loop as you do.
val2 = fft(AB,[],2)
val2 =
4.0661 + 0.0000i 0.0323 - 0.7934i -0.2520 - 0.6357i 0.4981 + 0.0308i -0.4295 - 0.9440i -1.0016 + 0.0000i -0.4295 + 0.9440i 0.4981 - 0.0308i -0.2520 + 0.6357i 0.0323 + 0.7934i 5.5655 + 0.0000i 0.4685 + 0.8790i 0.3279 + 0.0606i 0.1125 + 0.1375i 0.4377 - 0.4593i -1.2876 + 0.0000i 0.4377 + 0.4593i 0.1125 - 0.1375i 0.3279 - 0.0606i 0.4685 - 0.8790i 4.8333 + 0.0000i -0.5814 - 0.5989i 0.4646 - 0.5380i -0.1544 - 0.4535i -0.5136 - 0.3355i 1.9391 + 0.0000i -0.5136 + 0.3355i -0.1544 + 0.4535i 0.4646 + 0.5380i -0.5814 + 0.5989i 5.2862 + 0.0000i 0.7492 - 1.0385i 1.3908 + 0.8551i 0.2308 - 0.0047i -0.6972 + 0.4188i -0.5792 + 0.0000i -0.6972 - 0.4188i 0.2308 + 0.0047i 1.3908 - 0.8551i 0.7492 + 1.0385i 4.8983 + 0.0000i -0.4043 + 0.3373i 0.2988 - 0.9046i -0.4060 + 0.4049i 0.7049 - 0.6535i 0.2248 + 0.0000i 0.7049 + 0.6535i -0.4060 - 0.4049i 0.2988 + 0.9046i -0.4043 - 0.3373i 4.8601 + 0.0000i -0.2928 - 0.1440i -0.3565 - 0.5095i 0.4126 - 0.2177i -0.3226 + 0.0414i 1.4404 + 0.0000i -0.3226 - 0.0414i 0.4126 + 0.2177i -0.3565 + 0.5095i -0.2928 + 0.1440i 4.4551 + 0.0000i -1.6476 - 0.0270i 0.7631 - 0.6674i -0.2366 - 0.8680i -0.1395 - 0.1165i -0.4810 + 0.0000i -0.1395 + 0.1165i -0.2366 + 0.8680i 0.7631 + 0.6674i -1.6476 + 0.0270i 4.1921 + 0.0000i -0.6224 - 0.1522i 1.5197 - 0.6028i 0.5938 + 0.2190i 1.0945 - 0.7803i -0.1243 + 0.0000i 1.0945 + 0.7803i 0.5938 - 0.2190i 1.5197 + 0.6028i -0.6224 + 0.1522i 5.2778 + 0.0000i 0.2595 + 0.7150i -0.2160 - 0.3907i 1.0669 + 0.0340i 0.3649 - 0.8534i -0.3927 + 0.0000i 0.3649 + 0.8534i 1.0669 - 0.0340i -0.2160 + 0.3907i 0.2595 - 0.7150i 5.5209 + 0.0000i 1.3374 + 0.5652i -0.5742 + 0.1283i -0.1109 + 0.2116i 0.7891 + 0.7053i -0.8280 + 0.0000i 0.7891 - 0.7053i -0.1109 - 0.2116i -0.5742 - 0.1283i 1.3374 - 0.5652i 4.2459 + 0.0000i 0.6400 - 0.5771i 0.4029 + 0.8782i -0.1877 + 0.6045i -0.5498 - 0.5591i -1.6546 + 0.0000i -0.5498 + 0.5591i -0.1877 - 0.6045i 0.4029 - 0.8782i 0.6400 + 0.5771i
  댓글 수: 2
Science Machine
Science Machine 2022년 7월 8일
Can this be done with 3 or more levels? i have a more complicated structure like myStr(i).angle(theta).radius(r).dat(1:xLocation) and since there are so many parameters, I needed to organize that somehow. Several times, depending on the operation, I have to juggle the entries.
From your example, I tried
function strTest3()
% Gen data
a = 3; %
b = 5; %
c = 7; %
for i=1:a
for j=1:b
for k=1:c
%STRUCTA.A(i).B(j) = i*j;
STRUCTA.A(i).B(j).C(k) = i*j*k;
end
end
end
% Undo
a = length(STRUCTA.A);
b = length(STRUCTA.A(1).B);
c = length(STRUCTA.A(1).B(1).C);
AB=reshape([STRUCTA.A.B],[b,a]); % this works
ABC=reshape([STRUCTA.A.B.C],[c,b,a]); % this produces error
val2 = fft(AB,[],2)
end
Bruno Luong
Bruno Luong 2022년 7월 8일
편집: Bruno Luong 2022년 7월 8일
With three (four) levels you have to do 2-step
...
AB = [STRUCTA.A.B];
ABC = reshape([AB.C],[c b a]);
...

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