| Alternative 1 | |
|---|---|
| Error | 0.3 |
| Cost | 2368 |
(FPCore (x.re x.im) :precision binary64 (- (* (- (* x.re x.re) (* x.im x.im)) x.re) (* (+ (* x.re x.im) (* x.im x.re)) x.im)))
(FPCore (x.re x.im)
:precision binary64
(if (<= x.im -1e+156)
(- (* (+ x.re x.im) (* x.re (- x.im))) (* x.im (* x.im (+ x.re x.re))))
(if (<= x.im 1.65e+70)
(-
(* x.re (- (* x.re x.re) (* x.im x.im)))
(* x.im (* x.re (+ x.im x.im))))
(* x.im (- (* x.im (* x.re -3.0)) (* x.re 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_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im);
}
double code(double x_46_re, double x_46_im) {
double tmp;
if (x_46_im <= -1e+156) {
tmp = ((x_46_re + x_46_im) * (x_46_re * -x_46_im)) - (x_46_im * (x_46_im * (x_46_re + x_46_re)));
} else if (x_46_im <= 1.65e+70) {
tmp = (x_46_re * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) - (x_46_im * (x_46_re * (x_46_im + x_46_im)));
} else {
tmp = x_46_im * ((x_46_im * (x_46_re * -3.0)) - (x_46_re * 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_46re) - (((x_46re * x_46im) + (x_46im * x_46re)) * x_46im)
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_46im <= (-1d+156)) then
tmp = ((x_46re + x_46im) * (x_46re * -x_46im)) - (x_46im * (x_46im * (x_46re + x_46re)))
else if (x_46im <= 1.65d+70) then
tmp = (x_46re * ((x_46re * x_46re) - (x_46im * x_46im))) - (x_46im * (x_46re * (x_46im + x_46im)))
else
tmp = x_46im * ((x_46im * (x_46re * (-3.0d0))) - (x_46re * 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_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im);
}
public static double code(double x_46_re, double x_46_im) {
double tmp;
if (x_46_im <= -1e+156) {
tmp = ((x_46_re + x_46_im) * (x_46_re * -x_46_im)) - (x_46_im * (x_46_im * (x_46_re + x_46_re)));
} else if (x_46_im <= 1.65e+70) {
tmp = (x_46_re * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) - (x_46_im * (x_46_re * (x_46_im + x_46_im)));
} else {
tmp = x_46_im * ((x_46_im * (x_46_re * -3.0)) - (x_46_re * 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_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im)
def code(x_46_re, x_46_im): tmp = 0 if x_46_im <= -1e+156: tmp = ((x_46_re + x_46_im) * (x_46_re * -x_46_im)) - (x_46_im * (x_46_im * (x_46_re + x_46_re))) elif x_46_im <= 1.65e+70: tmp = (x_46_re * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) - (x_46_im * (x_46_re * (x_46_im + x_46_im))) else: tmp = x_46_im * ((x_46_im * (x_46_re * -3.0)) - (x_46_re * 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_re) - Float64(Float64(Float64(x_46_re * x_46_im) + Float64(x_46_im * x_46_re)) * x_46_im)) end
function code(x_46_re, x_46_im) tmp = 0.0 if (x_46_im <= -1e+156) tmp = Float64(Float64(Float64(x_46_re + x_46_im) * Float64(x_46_re * Float64(-x_46_im))) - Float64(x_46_im * Float64(x_46_im * Float64(x_46_re + x_46_re)))); elseif (x_46_im <= 1.65e+70) tmp = Float64(Float64(x_46_re * Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im * x_46_im))) - Float64(x_46_im * Float64(x_46_re * Float64(x_46_im + x_46_im)))); else tmp = Float64(x_46_im * Float64(Float64(x_46_im * Float64(x_46_re * -3.0)) - Float64(x_46_re * 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_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im); end
function tmp_2 = code(x_46_re, x_46_im) tmp = 0.0; if (x_46_im <= -1e+156) tmp = ((x_46_re + x_46_im) * (x_46_re * -x_46_im)) - (x_46_im * (x_46_im * (x_46_re + x_46_re))); elseif (x_46_im <= 1.65e+70) tmp = (x_46_re * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) - (x_46_im * (x_46_re * (x_46_im + x_46_im))); else tmp = x_46_im * ((x_46_im * (x_46_re * -3.0)) - (x_46_re * 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$46$re), $MachinePrecision] - N[(N[(N[(x$46$re * x$46$im), $MachinePrecision] + N[(x$46$im * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$im), $MachinePrecision]), $MachinePrecision]
code[x$46$re_, x$46$im_] := If[LessEqual[x$46$im, -1e+156], N[(N[(N[(x$46$re + x$46$im), $MachinePrecision] * N[(x$46$re * (-x$46$im)), $MachinePrecision]), $MachinePrecision] - N[(x$46$im * N[(x$46$im * N[(x$46$re + x$46$re), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[x$46$im, 1.65e+70], N[(N[(x$46$re * N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(x$46$im * N[(x$46$re * N[(x$46$im + x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(x$46$im * N[(N[(x$46$im * N[(x$46$re * -3.0), $MachinePrecision]), $MachinePrecision] - N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\begin{array}{l}
\mathbf{if}\;x.im \leq -1 \cdot 10^{+156}:\\
\;\;\;\;\left(x.re + x.im\right) \cdot \left(x.re \cdot \left(-x.im\right)\right) - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)\\
\mathbf{elif}\;x.im \leq 1.65 \cdot 10^{+70}:\\
\;\;\;\;x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)\\
\mathbf{else}:\\
\;\;\;\;x.im \cdot \left(x.im \cdot \left(x.re \cdot -3\right) - x.re \cdot x.re\right)\\
\end{array}
Results
| Original | 7.3 |
|---|---|
| Target | 0.3 |
| Herbie | 0.4 |
if x.im < -9.9999999999999998e155Initial program 64.0
Simplified0.4
[Start]64.0 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
|---|---|
rational_best_45_simplify-18 [=>]64.0 | \[ \color{blue}{x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-34 [=>]64.0 | \[ x.re \cdot \color{blue}{\left(\left(x.re - x.im\right) \cdot \left(x.re + x.im\right)\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-18 [=>]64.0 | \[ x.re \cdot \color{blue}{\left(\left(x.re + x.im\right) \cdot \left(x.re - x.im\right)\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-1 [=>]0.4 | \[ \color{blue}{\left(x.re + x.im\right) \cdot \left(x.re \cdot \left(x.re - x.im\right)\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-18 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \left(x.re - x.im\right)\right) - \color{blue}{x.im \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational_best_45_simplify-14 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \left(x.re - x.im\right)\right) - x.im \cdot \color{blue}{\left(x.im \cdot \left(x.re + x.re\right)\right)}
\] |
Taylor expanded in x.re around 0 0.4
Simplified0.4
[Start]0.4 | \[ \left(x.re + x.im\right) \cdot \left(-1 \cdot \left(x.re \cdot x.im\right)\right) - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)
\] |
|---|---|
rational_best_45_simplify-1 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \color{blue}{\left(x.re \cdot \left(-1 \cdot x.im\right)\right)} - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)
\] |
rational_best_45_simplify-18 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \color{blue}{\left(x.im \cdot -1\right)}\right) - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)
\] |
rational_best_45_simplify-62 [<=]0.4 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \color{blue}{\left(-x.im\right)}\right) - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)
\] |
if -9.9999999999999998e155 < x.im < 1.65000000000000008e70Initial program 0.3
Simplified0.3
[Start]0.3 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
|---|---|
rational_best_45_simplify-18 [=>]0.3 | \[ \color{blue}{x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-18 [=>]0.3 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - \color{blue}{x.im \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational_best_45_simplify-18 [=>]0.3 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - x.im \cdot \left(\color{blue}{x.im \cdot x.re} + x.im \cdot x.re\right)
\] |
rational_best_45_simplify-18 [<=]0.3 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - x.im \cdot \left(x.im \cdot x.re + \color{blue}{x.re \cdot x.im}\right)
\] |
rational_best_45_simplify-14 [=>]0.3 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - x.im \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
if 1.65000000000000008e70 < x.im Initial program 27.0
Simplified0.4
[Start]27.0 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
|---|---|
rational_best_45_simplify-18 [=>]27.0 | \[ \color{blue}{x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-34 [=>]27.0 | \[ x.re \cdot \color{blue}{\left(\left(x.re - x.im\right) \cdot \left(x.re + x.im\right)\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-18 [=>]27.0 | \[ x.re \cdot \color{blue}{\left(\left(x.re + x.im\right) \cdot \left(x.re - x.im\right)\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-1 [=>]0.4 | \[ \color{blue}{\left(x.re + x.im\right) \cdot \left(x.re \cdot \left(x.re - x.im\right)\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational_best_45_simplify-18 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \left(x.re - x.im\right)\right) - \color{blue}{x.im \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational_best_45_simplify-14 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \left(x.re - x.im\right)\right) - x.im \cdot \color{blue}{\left(x.im \cdot \left(x.re + x.re\right)\right)}
\] |
Taylor expanded in x.re around 0 0.9
Simplified0.9
[Start]0.9 | \[ \left(x.re + x.im\right) \cdot \left(-1 \cdot \left(x.re \cdot x.im\right)\right) - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)
\] |
|---|---|
rational_best_45_simplify-1 [=>]0.9 | \[ \left(x.re + x.im\right) \cdot \color{blue}{\left(x.re \cdot \left(-1 \cdot x.im\right)\right)} - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)
\] |
rational_best_45_simplify-18 [=>]0.9 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \color{blue}{\left(x.im \cdot -1\right)}\right) - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)
\] |
rational_best_45_simplify-62 [<=]0.9 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \color{blue}{\left(-x.im\right)}\right) - x.im \cdot \left(x.im \cdot \left(x.re + x.re\right)\right)
\] |
Applied egg-rr0.9
Simplified0.9
[Start]0.9 | \[ \left(-x.re \cdot x.re\right) \cdot x.im + x.im \cdot \left(x.im \cdot \left(\left(-x.re\right) - \left(x.re + x.re\right)\right)\right)
\] |
|---|---|
rational_best_45_simplify-14 [=>]0.9 | \[ \color{blue}{x.im \cdot \left(\left(-x.re \cdot x.re\right) + x.im \cdot \left(\left(-x.re\right) - \left(x.re + x.re\right)\right)\right)}
\] |
Applied egg-rr27.5
Simplified0.9
[Start]27.5 | \[ \left(-x.re\right) \cdot \left(x.im \cdot x.im\right) + x.im \cdot \left(x.im \cdot \left(x.re \cdot -2\right) - x.re \cdot x.re\right)
\] |
|---|---|
rational_best_45_simplify-9 [=>]27.5 | \[ \left(-x.re\right) \cdot \left(x.im \cdot x.im\right) + \color{blue}{\left(-x.im\right) \cdot \left(x.re \cdot x.re - x.im \cdot \left(x.re \cdot -2\right)\right)}
\] |
rational_best_45_simplify-13 [=>]27.5 | \[ \left(-x.re\right) \cdot \left(x.im \cdot x.im\right) + \color{blue}{\left(\left(x.re \cdot x.re\right) \cdot \left(-x.im\right) - \left(-x.im\right) \cdot \left(x.im \cdot \left(x.re \cdot -2\right)\right)\right)}
\] |
rational_best_45_simplify-109 [=>]27.5 | \[ \color{blue}{\left(\left(x.re \cdot x.re\right) \cdot \left(-x.im\right) + \left(-x.re\right) \cdot \left(x.im \cdot x.im\right)\right) - \left(-x.im\right) \cdot \left(x.im \cdot \left(x.re \cdot -2\right)\right)}
\] |
Final simplification0.4
| Alternative 1 | |
|---|---|
| Error | 0.3 |
| Cost | 2368 |
| Alternative 2 | |
|---|---|
| Error | 0.3 |
| Cost | 1224 |
| Alternative 3 | |
|---|---|
| Error | 0.3 |
| Cost | 1224 |
| Alternative 4 | |
|---|---|
| Error | 5.1 |
| Cost | 1096 |
| Alternative 5 | |
|---|---|
| Error | 0.2 |
| Cost | 1088 |
| Alternative 6 | |
|---|---|
| Error | 5.4 |
| Cost | 1032 |
| Alternative 7 | |
|---|---|
| Error | 5.4 |
| Cost | 968 |
| Alternative 8 | |
|---|---|
| Error | 5.4 |
| Cost | 840 |
| Alternative 9 | |
|---|---|
| Error | 5.3 |
| Cost | 712 |
| Alternative 10 | |
|---|---|
| Error | 28.0 |
| Cost | 320 |
herbie shell --seed 2023102
(FPCore (x.re x.im)
:name "math.cube on complex, real part"
:precision binary64
:herbie-target
(+ (* (* x.re x.re) (- x.re x.im)) (* (* x.re x.im) (- x.re (* 3.0 x.im))))
(- (* (- (* x.re x.re) (* x.im x.im)) x.re) (* (+ (* x.re x.im) (* x.im x.re)) x.im)))