i struggling vectorizing parfor loop. want remove parfor loop code taking long time execute when n large. please see code pasted below. appreciate tips/advice/help person in forum can give me on this. many in advance.
% initialization , precomputations % w n x 1 vector % beta: number larger 0. set 1. f = zeros(n,1); x = w; y = w; rho = 1; v = f – (rho*y); rhow = rho*w; n = length(w); parfor = 1 : n if w(i) >= 0 if v(i) < -rhow(i) – beta – 1 x(i) = (-beta -1 -v(i))/rho; elseif (-rhow(i) – beta – 1 <= v(i)) && (v(i) <= -rhow(i) + beta – 1) x(i) = w(i); elseif (-rhow(i) + beta – 1 < v(i)) && (v(i) < beta – 1) x(i) = (beta – 1 -v(i))/rho; elseif (beta – 1 <= v(i)) && (v(i) <= beta + 1) x(i) = 0; else x(i) = (beta + 1 – v(i))/rho; end else if v(i) < -beta -1 x(i) = (-beta -1 – v(i))/rho; elseif (-beta – 1 <= v(i) )&& (v(i) <= -beta + 1) x(i) = 0; elseif (-beta + 1 < v(i)) && (v(i) < -rhow(i) – beta + 1) x(i) = (-beta + 1 – v(i))/rho; elseif (-rhow(i) – beta + 1 <= v(i)) && (v(i) <= -rhow(i) + beta + 1) x(i) = w(i); else x(i) = (beta + 1 – v(i))/rho; end end end
update: thank hbderts answer, helped me much. came with. i'm still getting wrong because when slot in values variables, don't desired result have parfor loop. can me @ , let me know got wrong? many in advance.
cond1 = (w >= 0); cond2 = (w >= 0) & (v < -rhow-beta-1); x(cond2) = (-beta-1-v(cond2))/rho; cond3 = (w>=0)&(-rhow - beta -1 <= v) & (v <= -rhow + beta - 1); x(cond3) = w(cond3); cond4 = (w>=0) & (-rhow +beta - 1 < v) & (v < beta - 1); x(cond4) = (beta - 1 - v(cond4))/rho; cond5 = (w>=0) & (beta - 1 <= v) & (v <= beta + 1); x(cond5) = 0; cond6 = (~cond2); x(cond6) = (beta + 1 - v(cond6))/rho; cond7 = ((~cond1) & v < -beta -1); x(cond7) = (-beta -1 - v(cond7))/rho; cond8 = ((~cond1) & (-beta - 1 <= v) & (v <= -beta + 1)); x(cond8) = 0; cond9 = ((~cond1) & (-beta + 1 < v) & (v < -rhow - beta + 1)); x(cond9) = (-beta + 1 - v(cond9))/rho; cond10 = ((~cond1) & (-rhow - beta + 1 <= v) & (v <= -rhow + beta + 1)); x(cond10) = w(cond10); cond11 = (~cond1); x(cond11) = (beta + 1 - v(cond11))/rho;
you can use logical vector index matrix, described in matlab help pages. let's make simple example:
a = [1 2 3 4]; ind = logical([0 1 0 1]); b = a(ind) b = 2 4
you can use system model different cases , drop loop. first case, be
x((w>=0)&(v<-rhow-beta-1)) = (-beta-1-v((w>=0)&(v<-rhow-beta-1)))/rho;
let's @ term x((w>=0)&(v<-rhow-beta-1))
in detail:
w>=0
creates logical vector containing1
(true) if corresponding entry inw
>=0
,0
(false) otherwise.v<-rhow-beta-1
creates logical vector, containing true or false.- the
&
between these terms logic and. have vector containing true elements wich meet both conditions, , false otherwise. - with
x(...)
, elementsx
, meet both of conditions above.
now have elements want set in first step. have create values set them to. part (-beta-1-v(...))/rho
same before. v(...)
...
same conditions before, take relevant v
's, calculation them , save them in correct position of x
.
we can repeat procedure if-then-else clauses have. second one, be
x((w>=0) & (-rhow–beta–1<=v) & (v<=-rhow+beta–1)) = ... w((w>=0) & (-rhow-beta-1<=v) & (v<=-rhow+beta-1));
and on...
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