See also the examples in https://github.com/sympy/sympy/issues/23072

/c

On Wednesday, February 16, 2022 at 5:38:30 PM UTC-6 Oscar wrote:

> On Wed, 16 Feb 2022 at 22:26, brombo <[email protected]> wrote:
> >
> > Does sympy have the capability to optimally factor (minimum number of 
> numerical operations) a polynomial or better yet a multinomial for 
> numerical evaluation. The simple example for a polynomial would be consider 
> the polynomial -
> >
> > y = a*x**3+b*x**2+c*x+d
> >
> > then the optimal factorization (minimizes number of numerical 
> operations) would be -
> >
> > y = ((a*x+b)*x+c)*x+d
> >
> > What are sympy's the current capabilities?
>
> This particular example can be handled with horner:
>
> In [1]: a, b, c, d, x = symbols('a, b, c, d, x')
>
> In [2]: y = a * x ** 3 + b * x ** 2 + c * x + d
>
> In [3]: print(y)
> a*x**3 + b*x**2 + c*x + d
>
> In [4]: print(horner(y))
> d + x*(c + x*(a*x + b))
>
> In the multivariate case the result depends on the ordering of the symbols 
> e.g.:
>
> In [9]: x, y = symbols("x, y")
>
> In [10]: p = x ** 2 * y + y ** 2 * x + x ** 2 + y ** 2
>
> In [11]: print(horner(p, x, y))
> x*(x*(y + 1) + y**2) + y**2
>
> In [12]: print(horner(p, y, x))
> x**2 + y*(x**2 + y*(x + 1))
>
> I have heard of algorithms that attempt to find an optimal ordering
> for hornerisation but I don't think any is implemented in sympy.
>
> --
> Oscar
>

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