| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 7040 |
\[x.re \cdot \left(x.re \cdot \left(x.im \cdot 3\right)\right) - {x.im}^{3}
\]
(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 -5e+151)
(* 3.0 (* x.re (* x.re x.im)))
(if (<= x.re 5.5e+81)
(- (* 3.0 (* x.im (* x.re x.re))) (pow x.im 3.0))
(* x.re (* x.re (* x.im 3.0))))))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 <= -5e+151) {
tmp = 3.0 * (x_46_re * (x_46_re * x_46_im));
} else if (x_46_re <= 5.5e+81) {
tmp = (3.0 * (x_46_im * (x_46_re * x_46_re))) - pow(x_46_im, 3.0);
} else {
tmp = x_46_re * (x_46_re * (x_46_im * 3.0));
}
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 <= (-5d+151)) then
tmp = 3.0d0 * (x_46re * (x_46re * x_46im))
else if (x_46re <= 5.5d+81) then
tmp = (3.0d0 * (x_46im * (x_46re * x_46re))) - (x_46im ** 3.0d0)
else
tmp = x_46re * (x_46re * (x_46im * 3.0d0))
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 <= -5e+151) {
tmp = 3.0 * (x_46_re * (x_46_re * x_46_im));
} else if (x_46_re <= 5.5e+81) {
tmp = (3.0 * (x_46_im * (x_46_re * x_46_re))) - Math.pow(x_46_im, 3.0);
} else {
tmp = x_46_re * (x_46_re * (x_46_im * 3.0));
}
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 <= -5e+151: tmp = 3.0 * (x_46_re * (x_46_re * x_46_im)) elif x_46_re <= 5.5e+81: tmp = (3.0 * (x_46_im * (x_46_re * x_46_re))) - math.pow(x_46_im, 3.0) else: tmp = x_46_re * (x_46_re * (x_46_im * 3.0)) 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 <= -5e+151) tmp = Float64(3.0 * Float64(x_46_re * Float64(x_46_re * x_46_im))); elseif (x_46_re <= 5.5e+81) tmp = Float64(Float64(3.0 * Float64(x_46_im * Float64(x_46_re * x_46_re))) - (x_46_im ^ 3.0)); else tmp = Float64(x_46_re * Float64(x_46_re * Float64(x_46_im * 3.0))); 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 <= -5e+151) tmp = 3.0 * (x_46_re * (x_46_re * x_46_im)); elseif (x_46_re <= 5.5e+81) tmp = (3.0 * (x_46_im * (x_46_re * x_46_re))) - (x_46_im ^ 3.0); else tmp = x_46_re * (x_46_re * (x_46_im * 3.0)); 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, -5e+151], N[(3.0 * N[(x$46$re * N[(x$46$re * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[x$46$re, 5.5e+81], N[(N[(3.0 * N[(x$46$im * N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[Power[x$46$im, 3.0], $MachinePrecision]), $MachinePrecision], N[(x$46$re * N[(x$46$re * N[(x$46$im * 3.0), $MachinePrecision]), $MachinePrecision]), $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 -5 \cdot 10^{+151}:\\
\;\;\;\;3 \cdot \left(x.re \cdot \left(x.re \cdot x.im\right)\right)\\
\mathbf{elif}\;x.re \leq 5.5 \cdot 10^{+81}:\\
\;\;\;\;3 \cdot \left(x.im \cdot \left(x.re \cdot x.re\right)\right) - {x.im}^{3}\\
\mathbf{else}:\\
\;\;\;\;x.re \cdot \left(x.re \cdot \left(x.im \cdot 3\right)\right)\\
\end{array}
Results
| Original | 7.3 |
|---|---|
| Target | 0.2 |
| Herbie | 0.3 |
if x.re < -5.0000000000000002e151Initial program 60.9
Simplified61.3
Taylor expanded in x.im around 0 60.9
Simplified0.4
if -5.0000000000000002e151 < x.re < 5.5000000000000003e81Initial program 0.2
Simplified0.1
if 5.5000000000000003e81 < x.re Initial program 29.5
Simplified29.5
Taylor expanded in x.re around inf 30.1
Simplified1.0
Final simplification0.3
| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 7040 |
| Alternative 2 | |
|---|---|
| Error | 0.2 |
| Cost | 7040 |
| Alternative 3 | |
|---|---|
| Error | 0.3 |
| Cost | 1480 |
| Alternative 4 | |
|---|---|
| Error | 0.3 |
| Cost | 968 |
| Alternative 5 | |
|---|---|
| Error | 12.0 |
| Cost | 713 |
| Alternative 6 | |
|---|---|
| Error | 5.0 |
| Cost | 713 |
| Alternative 7 | |
|---|---|
| Error | 5.0 |
| Cost | 713 |
| Alternative 8 | |
|---|---|
| Error | 5.0 |
| Cost | 712 |
| Alternative 9 | |
|---|---|
| Error | 5.0 |
| Cost | 712 |
| Alternative 10 | |
|---|---|
| Error | 28.9 |
| Cost | 384 |
herbie shell --seed 2022343
(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)))