| 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 -2.25e+70)
(+ (* (- x.re x.im) (* x.re x.im)) (* x.re (* x.re (+ x.im x.im))))
(if (<= x.re 1.15e+65)
(* x.im (+ (* x.im (- x.im)) (* 3.0 (* x.re x.re))))
(* 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 <= -2.25e+70) {
tmp = ((x_46_re - x_46_im) * (x_46_re * x_46_im)) + (x_46_re * (x_46_re * (x_46_im + x_46_im)));
} else if (x_46_re <= 1.15e+65) {
tmp = x_46_im * ((x_46_im * -x_46_im) + (3.0 * (x_46_re * x_46_re)));
} 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 <= (-2.25d+70)) then
tmp = ((x_46re - x_46im) * (x_46re * x_46im)) + (x_46re * (x_46re * (x_46im + x_46im)))
else if (x_46re <= 1.15d+65) then
tmp = x_46im * ((x_46im * -x_46im) + (3.0d0 * (x_46re * x_46re)))
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 <= -2.25e+70) {
tmp = ((x_46_re - x_46_im) * (x_46_re * x_46_im)) + (x_46_re * (x_46_re * (x_46_im + x_46_im)));
} else if (x_46_re <= 1.15e+65) {
tmp = x_46_im * ((x_46_im * -x_46_im) + (3.0 * (x_46_re * x_46_re)));
} 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 <= -2.25e+70: tmp = ((x_46_re - x_46_im) * (x_46_re * x_46_im)) + (x_46_re * (x_46_re * (x_46_im + x_46_im))) elif x_46_re <= 1.15e+65: tmp = x_46_im * ((x_46_im * -x_46_im) + (3.0 * (x_46_re * x_46_re))) 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 <= -2.25e+70) tmp = Float64(Float64(Float64(x_46_re - x_46_im) * Float64(x_46_re * x_46_im)) + Float64(x_46_re * Float64(x_46_re * Float64(x_46_im + x_46_im)))); elseif (x_46_re <= 1.15e+65) tmp = Float64(x_46_im * Float64(Float64(x_46_im * Float64(-x_46_im)) + Float64(3.0 * Float64(x_46_re * x_46_re)))); 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 <= -2.25e+70) tmp = ((x_46_re - x_46_im) * (x_46_re * x_46_im)) + (x_46_re * (x_46_re * (x_46_im + x_46_im))); elseif (x_46_re <= 1.15e+65) tmp = x_46_im * ((x_46_im * -x_46_im) + (3.0 * (x_46_re * x_46_re))); 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, -2.25e+70], N[(N[(N[(x$46$re - x$46$im), $MachinePrecision] * N[(x$46$re * x$46$im), $MachinePrecision]), $MachinePrecision] + N[(x$46$re * N[(x$46$re * N[(x$46$im + x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[x$46$re, 1.15e+65], N[(x$46$im * N[(N[(x$46$im * (-x$46$im)), $MachinePrecision] + N[(3.0 * N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]), $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 -2.25 \cdot 10^{+70}:\\
\;\;\;\;\left(x.re - x.im\right) \cdot \left(x.re \cdot x.im\right) + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)\\
\mathbf{elif}\;x.re \leq 1.15 \cdot 10^{+65}:\\
\;\;\;\;x.im \cdot \left(x.im \cdot \left(-x.im\right) + 3 \cdot \left(x.re \cdot x.re\right)\right)\\
\mathbf{else}:\\
\;\;\;\;x.re \cdot \left(x.re \cdot \left(x.im \cdot 3\right)\right)\\
\end{array}
Results
| Original | 7.6 |
|---|---|
| Target | 0.2 |
| Herbie | 0.5 |
if x.re < -2.25e70Initial program 27.3
Simplified27.3
[Start]27.3 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
|---|---|
rational_best-simplify-2 [=>]27.3 | \[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-2 [=>]27.3 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \color{blue}{x.re \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational_best-simplify-51 [=>]27.3 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
Applied egg-rr27.3
Simplified0.4
[Start]27.3 | \[ \left(x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + 0\right) + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
|---|---|
rational_best-simplify-3 [=>]27.3 | \[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational_best-simplify-30 [=>]27.3 | \[ x.im \cdot \color{blue}{\left(\left(x.re + x.im\right) \cdot \left(x.re - x.im\right)\right)} + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational_best-simplify-1 [<=]27.3 | \[ x.im \cdot \left(\color{blue}{\left(x.im + x.re\right)} \cdot \left(x.re - x.im\right)\right) + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational_best-simplify-2 [=>]27.3 | \[ x.im \cdot \color{blue}{\left(\left(x.re - x.im\right) \cdot \left(x.im + x.re\right)\right)} + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational_best-simplify-44 [=>]0.4 | \[ \color{blue}{\left(x.re - x.im\right) \cdot \left(x.im \cdot \left(x.im + x.re\right)\right)} + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational_best-simplify-2 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \color{blue}{\left(\left(x.im + x.re\right) \cdot x.im\right)} + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational_best-simplify-2 [<=]0.4 | \[ \left(x.re - x.im\right) \cdot \color{blue}{\left(x.im \cdot \left(x.im + x.re\right)\right)} + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational_best-simplify-1 [=>]0.4 | \[ \left(x.re - x.im\right) \cdot \left(x.im \cdot \color{blue}{\left(x.re + x.im\right)}\right) + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
Taylor expanded in x.im around 0 0.8
if -2.25e70 < x.re < 1.15e65Initial 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-2 [=>]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-2 [=>]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \color{blue}{x.re \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational_best-simplify-51 [=>]0.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
Applied egg-rr0.2
Simplified0.2
[Start]0.2 | \[ x.im \cdot \left(x.im \cdot \left(-x.im\right) + x.re \cdot \left(x.re \cdot 3\right)\right) - 0
\] |
|---|---|
rational_best-simplify-4 [=>]0.2 | \[ \color{blue}{x.im \cdot \left(x.im \cdot \left(-x.im\right) + x.re \cdot \left(x.re \cdot 3\right)\right)}
\] |
rational_best-simplify-2 [=>]0.2 | \[ x.im \cdot \left(x.im \cdot \left(-x.im\right) + x.re \cdot \color{blue}{\left(3 \cdot x.re\right)}\right)
\] |
rational_best-simplify-44 [=>]0.2 | \[ x.im \cdot \left(x.im \cdot \left(-x.im\right) + \color{blue}{3 \cdot \left(x.re \cdot x.re\right)}\right)
\] |
if 1.15e65 < x.re Initial program 27.1
Simplified27.2
[Start]27.1 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
|---|---|
rational_best-simplify-2 [=>]27.1 | \[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\] |
rational_best-simplify-2 [=>]27.1 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \color{blue}{x.re \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational_best-simplify-51 [=>]27.1 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
rational_best-simplify-2 [=>]27.1 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \color{blue}{\left(\left(x.im + x.im\right) \cdot x.re\right)}
\] |
rational_best-simplify-44 [=>]27.2 | \[ x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + \color{blue}{\left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)}
\] |
Applied egg-rr27.2
Simplified27.1
[Start]27.2 | \[ \left(x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + 0\right) + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
|---|---|
rational_best-simplify-3 [=>]27.2 | \[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
rational_best-simplify-30 [=>]27.2 | \[ x.im \cdot \color{blue}{\left(\left(x.re + x.im\right) \cdot \left(x.re - x.im\right)\right)} + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
rational_best-simplify-1 [<=]27.2 | \[ x.im \cdot \left(\color{blue}{\left(x.im + x.re\right)} \cdot \left(x.re - x.im\right)\right) + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
rational_best-simplify-2 [=>]27.2 | \[ x.im \cdot \color{blue}{\left(\left(x.re - x.im\right) \cdot \left(x.im + x.re\right)\right)} + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
rational_best-simplify-44 [=>]27.1 | \[ \color{blue}{\left(x.re - x.im\right) \cdot \left(x.im \cdot \left(x.im + x.re\right)\right)} + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
rational_best-simplify-2 [=>]27.1 | \[ \left(x.re - x.im\right) \cdot \color{blue}{\left(\left(x.im + x.re\right) \cdot x.im\right)} + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
rational_best-simplify-2 [<=]27.1 | \[ \left(x.re - x.im\right) \cdot \color{blue}{\left(x.im \cdot \left(x.im + x.re\right)\right)} + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
rational_best-simplify-1 [=>]27.1 | \[ \left(x.re - x.im\right) \cdot \left(x.im \cdot \color{blue}{\left(x.re + x.im\right)}\right) + \left(x.im + x.im\right) \cdot \left(x.re \cdot x.re\right)
\] |
Taylor expanded in x.im around 0 28.3
Applied egg-rr1.5
Taylor expanded in x.im around 0 1.5
Simplified1.5
[Start]1.5 | \[ -1 \cdot \left(\left(-1 \cdot x.re + -2 \cdot x.re\right) \cdot \left(x.re \cdot x.im\right)\right)
\] |
|---|---|
rational_best-simplify-44 [=>]1.6 | \[ -1 \cdot \color{blue}{\left(x.re \cdot \left(\left(-1 \cdot x.re + -2 \cdot x.re\right) \cdot x.im\right)\right)}
\] |
rational_best-simplify-44 [=>]1.6 | \[ \color{blue}{x.re \cdot \left(-1 \cdot \left(\left(-1 \cdot x.re + -2 \cdot x.re\right) \cdot x.im\right)\right)}
\] |
rational_best-simplify-2 [=>]1.6 | \[ x.re \cdot \left(-1 \cdot \color{blue}{\left(x.im \cdot \left(-1 \cdot x.re + -2 \cdot x.re\right)\right)}\right)
\] |
rational_best-simplify-44 [=>]1.6 | \[ x.re \cdot \color{blue}{\left(x.im \cdot \left(-1 \cdot \left(-1 \cdot x.re + -2 \cdot x.re\right)\right)\right)}
\] |
rational_best-simplify-2 [=>]1.6 | \[ x.re \cdot \left(x.im \cdot \left(-1 \cdot \left(\color{blue}{x.re \cdot -1} + -2 \cdot x.re\right)\right)\right)
\] |
rational_best-simplify-51 [=>]1.6 | \[ x.re \cdot \left(x.im \cdot \left(-1 \cdot \color{blue}{\left(x.re \cdot \left(-2 + -1\right)\right)}\right)\right)
\] |
metadata-eval [=>]1.6 | \[ x.re \cdot \left(x.im \cdot \left(-1 \cdot \left(x.re \cdot \color{blue}{-3}\right)\right)\right)
\] |
rational_best-simplify-44 [=>]1.6 | \[ x.re \cdot \left(x.im \cdot \color{blue}{\left(x.re \cdot \left(-1 \cdot -3\right)\right)}\right)
\] |
metadata-eval [=>]1.6 | \[ x.re \cdot \left(x.im \cdot \left(x.re \cdot \color{blue}{3}\right)\right)
\] |
rational_best-simplify-44 [=>]1.5 | \[ x.re \cdot \color{blue}{\left(x.re \cdot \left(x.im \cdot 3\right)\right)}
\] |
Final simplification0.5
| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 1088 |
| Alternative 2 | |
|---|---|
| Error | 0.5 |
| Cost | 1032 |
| Alternative 3 | |
|---|---|
| Error | 0.4 |
| Cost | 1032 |
| Alternative 4 | |
|---|---|
| Error | 0.5 |
| Cost | 1032 |
| Alternative 5 | |
|---|---|
| Error | 19.0 |
| Cost | 640 |
| Alternative 6 | |
|---|---|
| Error | 19.1 |
| Cost | 448 |
| Alternative 7 | |
|---|---|
| Error | 46.3 |
| Cost | 384 |
| Alternative 8 | |
|---|---|
| Error | 46.3 |
| Cost | 384 |
herbie shell --seed 2023096
(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)))