Thanks. In the 1960s FORTRAN, we would always write A2=A*A rather than A2=A**2.

Below the Federico examples on my M1 Apple silicon iMac:
Heinz

--> tic, u = rand(1,1e7); toc
 ans  =   0.111413

--> tic, v = sqrt(u); toc
 ans  =   0.0384130

-->  tic, v = u.*u; toc
 ans  =   0.023148

--> tic, v = u.*%pi; toc
 ans  =   0.017872

--> tic, v = u.^2; toc
 ans  =   0.156129

--> tic, v = u.^%pi; toc
 ans  =   0.1537830

--> tic, v = log(u); toc
 ans  =   0.093586

--> tic, v = exp(u); toc
 ans  =   0.0821170

--> tic, v = exp(2*log(u)); toc
 ans  =   0.139802





> Am 30.11.2023 um 00:46 schrieb Federico Miyara <fmiy...@fceia.unr.edu.ar>:
>
> Dear All,
>
> I was trying to make some simple experiments regarding computational speed of 
> several functions and operations and some results puzzled me. To perform the 
> tests I used massive data to minimize the effect of idle time due to priority 
> handling by the operating system or whatever.
>
> --> tic, u = rand(1,1e7); toc
>  ans  =
>    0.4948326
>
> This creates ten million random numbers in half a second. Very decent 
> performance. Then
>
> --> tic, v = sqrt(u); toc
>  ans  =
>    0.282802
>
> The algorithm for square root seems quite fast. Multiplication
>
> --> tic, v = u.*u; toc
>  ans  =
>    0.1218028
>
> --> tic, v = u.*%pi; toc
>  ans  =
>    0.119245
>
> is really fast. But when it comes to power or exponentiation:
>
> --> tic, v = u.^2; toc
>  ans  =
>    1.9633435
>
> --> tic, v = u.^%pi; toc
>  ans  =
>    1.958321
>
> it is quite slow. Logarithm is much faster:
>
> --> tic, v = log(u); toc
>  ans  =
>    0.5166959
>
> Even the exponential function with base e is much faster:
>
> --> tic, v = exp(u); toc
>  ans  =
>    0.5451482
>
> I wonder why special cases such as small integer powers are not dealt with by 
> simple multiplication. Particularly the square is very frequently used on 
> large vectors representing discrete signals (for instance to get energy 
> measures) and no warning is issued in the documentation.
>
> I also notice that computing the square using this formula (a cannon to kill 
> a mosquito!)
>
> --> tic, v = exp(2*log(u)); toc
>  ans  =
>    1.2789763
>
> is faster than using the power operator ^.
>
> This seems to be an inconsistent approach, since many special functions are 
> painstakingly tailored to be very efficient, yet one of the simplest of all 
> operations, raising to power 2, is sluggishly slow...
>
> Regards,
>
> Federico Miyara
>
>
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