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Higher order derivative by 'dlgradient'

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jaehong kim
jaehong kim on 16 Feb 2021
Closed: Walter Roberson on 18 Feb 2021
Hi
I am currently coding custom deep learning, but the process stopped at the higher derivative.
I am curious about how to make a higher derivative through dlgradient.
Alternatively, you are welcome to suggest a way to do higher derivatives in matlab.
For example, how to get ddydxx in the following example.
-----------------------------------------------------------------------------------------------------------------------
Code
clc,clear,close all
x=3;
x0=dlarray(x);
[fval,gradval,ggradval] = dlfeval(@Myfunc,x0);
function [fval,gradval,ggradval] = Myfunc(x)
y = 100*(3*x - 7*x.^2).^2;
dydx=dlgradient(y,x,'RetainData',true);
ddydxx=dlgradient(dydx,x);
end
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Error
Error using dlfeval (line 43)
Value to differentiate must be a traced dlarray scalar.
Error in gradtest (line 7)
[fval,gradval,dd] = dlfeval(@Myfunc,x0,y);
-----------------------------------------------------------------------------------------------------------------------
Thanks for reading my question.

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