| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 1088 |
(FPCore (x.re x.im) :precision binary64 (+ (* (- (* x.re x.re) (* x.im x.im)) x.im) (* (+ (* x.re x.im) (* x.im x.re)) x.re)))
(FPCore (x.re x.im)
:precision binary64
(if (<= x.re -2.5e+129)
(* (* x.im (* x.re 3.0)) x.re)
(if (<= x.re 3e+99)
(+
(* x.im (- (* x.re x.re) (* x.im x.im)))
(* x.re (* (* x.re x.im) 2.0)))
(* (* x.re (* x.im 3.0)) x.re))))double code(double x_46_re, double x_46_im) {
return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
}
double code(double x_46_re, double x_46_im) {
double tmp;
if (x_46_re <= -2.5e+129) {
tmp = (x_46_im * (x_46_re * 3.0)) * x_46_re;
} else if (x_46_re <= 3e+99) {
tmp = (x_46_im * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) + (x_46_re * ((x_46_re * x_46_im) * 2.0));
} else {
tmp = (x_46_re * (x_46_im * 3.0)) * x_46_re;
}
return tmp;
}
real(8) function code(x_46re, x_46im)
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
code = (((x_46re * x_46re) - (x_46im * x_46im)) * x_46im) + (((x_46re * x_46im) + (x_46im * x_46re)) * x_46re)
end function
real(8) function code(x_46re, x_46im)
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
real(8) :: tmp
if (x_46re <= (-2.5d+129)) then
tmp = (x_46im * (x_46re * 3.0d0)) * x_46re
else if (x_46re <= 3d+99) then
tmp = (x_46im * ((x_46re * x_46re) - (x_46im * x_46im))) + (x_46re * ((x_46re * x_46im) * 2.0d0))
else
tmp = (x_46re * (x_46im * 3.0d0)) * x_46re
end if
code = tmp
end function
public static double code(double x_46_re, double x_46_im) {
return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
}
public static double code(double x_46_re, double x_46_im) {
double tmp;
if (x_46_re <= -2.5e+129) {
tmp = (x_46_im * (x_46_re * 3.0)) * x_46_re;
} else if (x_46_re <= 3e+99) {
tmp = (x_46_im * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) + (x_46_re * ((x_46_re * x_46_im) * 2.0));
} else {
tmp = (x_46_re * (x_46_im * 3.0)) * x_46_re;
}
return tmp;
}
def code(x_46_re, x_46_im): return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re)
def code(x_46_re, x_46_im): tmp = 0 if x_46_re <= -2.5e+129: tmp = (x_46_im * (x_46_re * 3.0)) * x_46_re elif x_46_re <= 3e+99: tmp = (x_46_im * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) + (x_46_re * ((x_46_re * x_46_im) * 2.0)) else: tmp = (x_46_re * (x_46_im * 3.0)) * x_46_re return tmp
function code(x_46_re, x_46_im) return Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im * x_46_im)) * x_46_im) + Float64(Float64(Float64(x_46_re * x_46_im) + Float64(x_46_im * x_46_re)) * x_46_re)) end
function code(x_46_re, x_46_im) tmp = 0.0 if (x_46_re <= -2.5e+129) tmp = Float64(Float64(x_46_im * Float64(x_46_re * 3.0)) * x_46_re); elseif (x_46_re <= 3e+99) tmp = Float64(Float64(x_46_im * Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im * x_46_im))) + Float64(x_46_re * Float64(Float64(x_46_re * x_46_im) * 2.0))); else tmp = Float64(Float64(x_46_re * Float64(x_46_im * 3.0)) * x_46_re); end return tmp end
function tmp = code(x_46_re, x_46_im) tmp = (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re); end
function tmp_2 = code(x_46_re, x_46_im) tmp = 0.0; if (x_46_re <= -2.5e+129) tmp = (x_46_im * (x_46_re * 3.0)) * x_46_re; elseif (x_46_re <= 3e+99) tmp = (x_46_im * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) + (x_46_re * ((x_46_re * x_46_im) * 2.0)); else tmp = (x_46_re * (x_46_im * 3.0)) * x_46_re; end tmp_2 = tmp; end
code[x$46$re_, x$46$im_] := N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision] * x$46$im), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im), $MachinePrecision] + N[(x$46$im * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]
code[x$46$re_, x$46$im_] := If[LessEqual[x$46$re, -2.5e+129], N[(N[(x$46$im * N[(x$46$re * 3.0), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision], If[LessEqual[x$46$re, 3e+99], N[(N[(x$46$im * N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(x$46$re * N[(N[(x$46$re * x$46$im), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(x$46$re * N[(x$46$im * 3.0), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]]]
\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\begin{array}{l}
\mathbf{if}\;x.re \leq -2.5 \cdot 10^{+129}:\\
\;\;\;\;\left(x.im \cdot \left(x.re \cdot 3\right)\right) \cdot x.re\\
\mathbf{elif}\;x.re \leq 3 \cdot 10^{+99}:\\
\;\;\;\;x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \left(\left(x.re \cdot x.im\right) \cdot 2\right)\\
\mathbf{else}:\\
\;\;\;\;\left(x.re \cdot \left(x.im \cdot 3\right)\right) \cdot x.re\\
\end{array}
Results
| Original | 7.2 |
|---|---|
| Target | 0.2 |
| Herbie | 0.2 |
if x.re < -2.5000000000000001e129Initial program 47.2
Simplified0.4
[Start]47.2 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
|---|---|
rational_best-simplify-1 [=>]47.2 | \[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-111 [=>]47.2 | \[ x.im \cdot \color{blue}{\left(\left(x.im + x.re\right) \cdot \left(x.re - x.im\right)\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-50 [=>]0.4 | \[ \color{blue}{\left(x.re - x.im\right) \cdot \left(\left(x.im + x.re\right) \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-3 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(\color{blue}{\left(x.re + x.im\right)} \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-1 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(\left(x.re + x.im\right) \cdot x.im\right) + \color{blue}{x.re \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational_best-simplify-1 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(\left(x.re + x.im\right) \cdot x.im\right) + x.re \cdot \left(\color{blue}{x.im \cdot x.re} + x.im \cdot x.re\right)
\] |
rational_best-simplify-63 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(\left(x.re + x.im\right) \cdot x.im\right) + x.re \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
Taylor expanded in x.re around inf 0.4
Applied egg-rr0.4
Taylor expanded in x.im around 0 0.4
Simplified0.4
[Start]0.4 | \[ \left(\left(x.re + 2 \cdot x.re\right) \cdot x.im\right) \cdot x.re
\] |
|---|---|
rational_best-simplify-1 [=>]0.4 | \[ \color{blue}{\left(x.im \cdot \left(x.re + 2 \cdot x.re\right)\right)} \cdot x.re
\] |
rational_best-simplify-59 [=>]0.4 | \[ \left(x.im \cdot \color{blue}{\left(2 \cdot x.re - \left(-x.re\right)\right)}\right) \cdot x.re
\] |
rational_best-simplify-11 [=>]0.4 | \[ \left(x.im \cdot \left(2 \cdot x.re - \color{blue}{x.re \cdot -1}\right)\right) \cdot x.re
\] |
rational_best-simplify-62 [=>]0.4 | \[ \left(x.im \cdot \color{blue}{\left(x.re \cdot \left(2 - -1\right)\right)}\right) \cdot x.re
\] |
metadata-eval [=>]0.4 | \[ \left(x.im \cdot \left(x.re \cdot \color{blue}{3}\right)\right) \cdot x.re
\] |
if -2.5000000000000001e129 < x.re < 3.00000000000000014e99Initial program 0.2
Simplified0.2
[Start]0.2 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
|---|---|
rational_best-simplify-1 [=>]0.2 | \[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-7 [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot \color{blue}{\left(x.re \cdot 1\right)}
\] |
metadata-eval [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot \left(x.re \cdot \color{blue}{\frac{-2}{-2}}\right)
\] |
metadata-eval [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot \left(x.re \cdot \frac{\color{blue}{-1 + -1}}{-2}\right)
\] |
metadata-eval [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot \left(x.re \cdot \frac{-1 + -1}{\color{blue}{-1 + -1}}\right)
\] |
rational_best-simplify-1 [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot \color{blue}{\left(\frac{-1 + -1}{-1 + -1} \cdot x.re\right)}
\] |
rational_best-simplify-50 [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \color{blue}{x.re \cdot \left(\frac{-1 + -1}{-1 + -1} \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)\right)}
\] |
rational_best-simplify-1 [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \color{blue}{\left(\left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot \frac{-1 + -1}{-1 + -1}\right)}
\] |
rational_best-simplify-55 [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \color{blue}{\left(\left(-1 + -1\right) \cdot \frac{x.re \cdot x.im + x.im \cdot x.re}{-1 + -1}\right)}
\] |
rational_best-simplify-1 [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \left(\left(-1 + -1\right) \cdot \frac{x.re \cdot x.im + \color{blue}{x.re \cdot x.im}}{-1 + -1}\right)
\] |
rational_best-simplify-108 [<=]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \left(\left(-1 + -1\right) \cdot \color{blue}{\frac{x.re \cdot x.im}{-1}}\right)
\] |
rational_best-simplify-55 [=>]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \color{blue}{\left(\left(x.re \cdot x.im\right) \cdot \frac{-1 + -1}{-1}\right)}
\] |
metadata-eval [=>]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \left(\left(x.re \cdot x.im\right) \cdot \frac{\color{blue}{-2}}{-1}\right)
\] |
metadata-eval [=>]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \left(\left(x.re \cdot x.im\right) \cdot \color{blue}{2}\right)
\] |
if 3.00000000000000014e99 < x.re Initial program 34.5
Simplified0.4
[Start]34.5 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
|---|---|
rational_best-simplify-1 [=>]34.5 | \[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-111 [=>]34.5 | \[ x.im \cdot \color{blue}{\left(\left(x.im + x.re\right) \cdot \left(x.re - x.im\right)\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-50 [=>]0.4 | \[ \color{blue}{\left(x.re - x.im\right) \cdot \left(\left(x.im + x.re\right) \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-3 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(\color{blue}{\left(x.re + x.im\right)} \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-1 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(\left(x.re + x.im\right) \cdot x.im\right) + \color{blue}{x.re \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational_best-simplify-1 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(\left(x.re + x.im\right) \cdot x.im\right) + x.re \cdot \left(\color{blue}{x.im \cdot x.re} + x.im \cdot x.re\right)
\] |
rational_best-simplify-63 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(\left(x.re + x.im\right) \cdot x.im\right) + x.re \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
Taylor expanded in x.re around inf 0.5
Applied egg-rr0.4
Taylor expanded in x.re around inf 0.4
Simplified0.4
[Start]0.4 | \[ \left(x.re \cdot \left(x.im + 2 \cdot x.im\right)\right) \cdot x.re
\] |
|---|---|
rational_best-simplify-59 [=>]0.4 | \[ \left(x.re \cdot \color{blue}{\left(2 \cdot x.im - \left(-x.im\right)\right)}\right) \cdot x.re
\] |
rational_best-simplify-11 [=>]0.4 | \[ \left(x.re \cdot \left(2 \cdot x.im - \color{blue}{x.im \cdot -1}\right)\right) \cdot x.re
\] |
rational_best-simplify-62 [=>]0.4 | \[ \left(x.re \cdot \color{blue}{\left(x.im \cdot \left(2 - -1\right)\right)}\right) \cdot x.re
\] |
metadata-eval [=>]0.4 | \[ \left(x.re \cdot \left(x.im \cdot \color{blue}{3}\right)\right) \cdot x.re
\] |
Final simplification0.2
| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 1088 |
| Alternative 2 | |
|---|---|
| Error | 0.4 |
| Cost | 968 |
| Alternative 3 | |
|---|---|
| Error | 0.5 |
| Cost | 968 |
| Alternative 4 | |
|---|---|
| Error | 19.0 |
| Cost | 448 |
| Alternative 5 | |
|---|---|
| Error | 19.0 |
| Cost | 448 |
| Alternative 6 | |
|---|---|
| Error | 46.5 |
| Cost | 384 |
herbie shell --seed 2023100
(FPCore (x.re x.im)
:name "math.cube on complex, imaginary part"
:precision binary64
:herbie-target
(+ (* (* x.re x.im) (* 2.0 x.re)) (* (* x.im (- x.re x.im)) (+ x.re x.im)))
(+ (* (- (* x.re x.re) (* x.im x.im)) x.im) (* (+ (* x.re x.im) (* x.im x.re)) x.re)))