怎么可视化dlgradient?

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浩然 吴
浩然 吴 on 11 Jun 2022
Answered: Ninad on 13 Sep 2023
dy = dlgradient(sum(y,"all"),dlX,EnableHigherDerivatives=true);
怎么可视化上述代码

Answers (1)

Ninad
Ninad on 13 Sep 2023
Hello,
As per my understanding, the line of code mentioned above will calculate the gradient of the sum of elements in the array `y` with respect to the input `dlX`.
Thus, the variable `dy` will have the same dimension as the input `dlX`.
You may use the `quiver` function to plot the gradients calculated using the `dlgradient` function.
The `quiver (X, Y, U, V) ` function in MATLAB plots arrows with directional components U and V at the Cartesian coordinates specified by X and Y. Each arrow represents a vector starting from the corresponding point (X, Y) and extending horizontally by U and vertically by V. By default, the function scales the arrow lengths to prevent overlapping.
Rosenbrock’s function is a standard test function for optimization. You may use it for demonstration purpose and enabled the higher derivative option. Then, compute the gradient using automatic differentiation, before plotting it using the `quiver` function.
You may find the code in the attached live script file (.mlx file), for your reference.
References:
Hope this helps.

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