[ADOL-C] Bug in extreme cases of pow()
Kshitij Kulshreshtha
kshitij at math.upb.de
Thu Jul 31 05:15:28 EDT 2014
Hello,
for y = pow(x,e) we apply the rule for forward differentiation in your
given direction (\dot{x},\dot{e}). You get:
\dot{y} = e*pow(x,e-1)*\dot{x} + log(x)*pow(x,e)*\dot{e}
Now if you put x = 0, e = 0, you get a NaN from the first, and a -Inf
from the second term. Result is NaN.
If you put x = 0, e = 1, you get NaN from the second term. Total result
is NaN.
Cheers.
Kshitij
As on 2014-07-31 10:43h, Samuel Leweke did write:
> Hi,
>
> I've noticed a bug in some special cases of the pow() function (see the
> code attached).
> The troubling statement is y = pow(x, e). The output for several values
> of x and e (admittedly extreme cases) is given below:
>
> x = 0, e = 0
> y = 1
> dy/dx = nan
> dy/de = nan
> ======================
> x = 1, e = 0
> y = 1
> dy/dx = 0
> dy/de = 0
> ======================
> x = 0, e = 1
> y = 0
> dy/dx = nan
> dy/de = nan
> ======================
> x = 1, e = 1
> y = 1
> dy/dx = 1
> dy/de = 0
>
> Let's check the values produced in each test.
> Test 1: Since 0^0 = 1 and x^0 = 1 for all x != 0, dy / dx should be 0
> here. The value of dy / de is correct because the derivative does not
> exist (0^e is discontinuous at e = 0).
> Test 2: This is correct.
> Test 3: For fixed e, the function x^e is differentiable and its
> derivative dy / dx is 1 for x = 0 and e = 1. For fixed x = 0, we have
> 0^e = 0 for all e > 0. Hence, we should get dy / de = 0 in this case.
> Test 4: This is correct.
>
> Am I doing something seriously wrong or is this really a bug? Is there a
> work around for this bug to get the correct behavior?
>
> Best regards,
> Samuel Leweke
>
>
>
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--
Dr. Kshitij Kulshreshtha
Institut für Mathematik,
Universität Paderborn,
Warburger Straße 100,
33098 Paderborn.
Büro: A3.235
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