| Alternative 1 | |
|---|---|
| Error | 0.3 |
| Cost | 1288 |
(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 -8e+152)
(* x.im (* (* x.im x.re) -3.0))
(if (<= x.im 1e+133)
(-
(* x.re (- (* x.re x.re) (* x.im x.im)))
(* x.im (* x.re (+ x.im x.im))))
(* (* x.re (- x.im)) (* 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_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 <= -8e+152) {
tmp = x_46_im * ((x_46_im * x_46_re) * -3.0);
} else if (x_46_im <= 1e+133) {
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_re * -x_46_im) * (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_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 <= (-8d+152)) then
tmp = x_46im * ((x_46im * x_46re) * (-3.0d0))
else if (x_46im <= 1d+133) then
tmp = (x_46re * ((x_46re * x_46re) - (x_46im * x_46im))) - (x_46im * (x_46re * (x_46im + x_46im)))
else
tmp = (x_46re * -x_46im) * (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_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 <= -8e+152) {
tmp = x_46_im * ((x_46_im * x_46_re) * -3.0);
} else if (x_46_im <= 1e+133) {
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_re * -x_46_im) * (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_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 <= -8e+152: tmp = x_46_im * ((x_46_im * x_46_re) * -3.0) elif x_46_im <= 1e+133: 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_re * -x_46_im) * (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_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 <= -8e+152) tmp = Float64(x_46_im * Float64(Float64(x_46_im * x_46_re) * -3.0)); elseif (x_46_im <= 1e+133) 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(Float64(x_46_re * Float64(-x_46_im)) * 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_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 <= -8e+152) tmp = x_46_im * ((x_46_im * x_46_re) * -3.0); elseif (x_46_im <= 1e+133) 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_re * -x_46_im) * (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$46$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, -8e+152], N[(x$46$im * N[(N[(x$46$im * x$46$re), $MachinePrecision] * -3.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[x$46$im, 1e+133], 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[(N[(x$46$re * (-x$46$im)), $MachinePrecision] * N[(x$46$im * 3.0), $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 -8 \cdot 10^{+152}:\\
\;\;\;\;x.im \cdot \left(\left(x.im \cdot x.re\right) \cdot -3\right)\\
\mathbf{elif}\;x.im \leq 10^{+133}:\\
\;\;\;\;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}:\\
\;\;\;\;\left(x.re \cdot \left(-x.im\right)\right) \cdot \left(x.im \cdot 3\right)\\
\end{array}
Results
| Original | 6.9 |
|---|---|
| Target | 0.2 |
| Herbie | 0.2 |
if x.im < -8.0000000000000004e152Initial program 62.2
Simplified62.2
[Start]62.2 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
|---|---|
rational.json-simplify-2 [=>]62.2 | \[ \color{blue}{x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational.json-simplify-2 [=>]62.2 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - \color{blue}{x.im \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational.json-simplify-51 [=>]62.2 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - x.im \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
Applied egg-rr62.2
Simplified0.4
[Start]62.2 | \[ \left(x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + 0\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
|---|---|
rational.json-simplify-4 [=>]62.2 | \[ \color{blue}{x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational.json-simplify-34 [=>]62.2 | \[ x.re \cdot \color{blue}{\left(\left(x.im + x.re\right) \cdot \left(x.re - x.im\right)\right)} - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational.json-simplify-43 [=>]0.4 | \[ \color{blue}{\left(x.im + x.re\right) \cdot \left(\left(x.re - x.im\right) \cdot x.re\right)} - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational.json-simplify-1 [=>]0.4 | \[ \color{blue}{\left(x.re + x.im\right)} \cdot \left(\left(x.re - x.im\right) \cdot x.re\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
Taylor expanded in x.re around 0 0.4
Simplified0.4
[Start]0.4 | \[ \left(x.re + x.im\right) \cdot \left(-1 \cdot \left(x.re \cdot x.im\right)\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
|---|---|
rational.json-simplify-43 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \color{blue}{\left(x.re \cdot \left(x.im \cdot -1\right)\right)} - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational.json-simplify-9 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \color{blue}{\left(-x.im\right)}\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
Applied egg-rr0.4
Taylor expanded in x.re around 0 0.4
Simplified0.4
[Start]0.4 | \[ \left(-1 \cdot x.im - 2 \cdot x.im\right) \cdot \left(x.re \cdot x.im\right)
\] |
|---|---|
rational.json-simplify-2 [=>]0.4 | \[ \color{blue}{\left(x.re \cdot x.im\right) \cdot \left(-1 \cdot x.im - 2 \cdot x.im\right)}
\] |
rational.json-simplify-2 [=>]0.4 | \[ \left(x.re \cdot x.im\right) \cdot \left(\color{blue}{x.im \cdot -1} - 2 \cdot x.im\right)
\] |
rational.json-simplify-52 [=>]0.4 | \[ \left(x.re \cdot x.im\right) \cdot \color{blue}{\left(x.im \cdot \left(-1 - 2\right)\right)}
\] |
rational.json-simplify-43 [=>]0.4 | \[ \color{blue}{x.im \cdot \left(\left(-1 - 2\right) \cdot \left(x.re \cdot x.im\right)\right)}
\] |
rational.json-simplify-2 [=>]0.4 | \[ x.im \cdot \color{blue}{\left(\left(x.re \cdot x.im\right) \cdot \left(-1 - 2\right)\right)}
\] |
rational.json-simplify-2 [=>]0.4 | \[ x.im \cdot \left(\color{blue}{\left(x.im \cdot x.re\right)} \cdot \left(-1 - 2\right)\right)
\] |
metadata-eval [=>]0.4 | \[ x.im \cdot \left(\left(x.im \cdot x.re\right) \cdot \color{blue}{-3}\right)
\] |
if -8.0000000000000004e152 < x.im < 1e133Initial program 0.2
Simplified0.2
[Start]0.2 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
|---|---|
rational.json-simplify-2 [=>]0.2 | \[ \color{blue}{x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational.json-simplify-2 [=>]0.2 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - \color{blue}{x.im \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational.json-simplify-51 [=>]0.2 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - x.im \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
if 1e133 < x.im Initial program 47.6
Simplified47.6
[Start]47.6 | \[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
|---|---|
rational.json-simplify-2 [=>]47.6 | \[ \color{blue}{x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
\] |
rational.json-simplify-2 [=>]47.6 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - \color{blue}{x.im \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)}
\] |
rational.json-simplify-51 [=>]47.6 | \[ x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) - x.im \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)}
\] |
Applied egg-rr47.6
Simplified0.4
[Start]47.6 | \[ \left(x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + 0\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
|---|---|
rational.json-simplify-4 [=>]47.6 | \[ \color{blue}{x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational.json-simplify-34 [=>]47.6 | \[ x.re \cdot \color{blue}{\left(\left(x.im + x.re\right) \cdot \left(x.re - x.im\right)\right)} - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational.json-simplify-43 [=>]0.4 | \[ \color{blue}{\left(x.im + x.re\right) \cdot \left(\left(x.re - x.im\right) \cdot x.re\right)} - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational.json-simplify-1 [=>]0.4 | \[ \color{blue}{\left(x.re + x.im\right)} \cdot \left(\left(x.re - x.im\right) \cdot x.re\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
Taylor expanded in x.re around 0 0.4
Simplified0.4
[Start]0.4 | \[ \left(x.re + x.im\right) \cdot \left(-1 \cdot \left(x.re \cdot x.im\right)\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
|---|---|
rational.json-simplify-43 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \color{blue}{\left(x.re \cdot \left(x.im \cdot -1\right)\right)} - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
rational.json-simplify-9 [=>]0.4 | \[ \left(x.re + x.im\right) \cdot \left(x.re \cdot \color{blue}{\left(-x.im\right)}\right) - x.im \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)
\] |
Applied egg-rr47.8
Simplified0.3
[Start]47.8 | \[ x.re \cdot \left(x.im \cdot \left(\left(-\left(x.re + x.im\right)\right) - \left(x.im + x.im\right)\right)\right) + 0
\] |
|---|---|
rational.json-simplify-4 [=>]47.8 | \[ \color{blue}{x.re \cdot \left(x.im \cdot \left(\left(-\left(x.re + x.im\right)\right) - \left(x.im + x.im\right)\right)\right)}
\] |
rational.json-simplify-7 [<=]47.8 | \[ x.re \cdot \color{blue}{\frac{x.im \cdot \left(\left(-\left(x.re + x.im\right)\right) - \left(x.im + x.im\right)\right)}{1}}
\] |
rational.json-simplify-7 [=>]47.8 | \[ x.re \cdot \color{blue}{\left(x.im \cdot \left(\left(-\left(x.re + x.im\right)\right) - \left(x.im + x.im\right)\right)\right)}
\] |
rational.json-simplify-5 [<=]47.8 | \[ x.re \cdot \left(x.im \cdot \left(\left(-\left(x.re + x.im\right)\right) - \color{blue}{\left(\left(x.im + x.im\right) - 0\right)}\right)\right)
\] |
rational.json-simplify-45 [<=]47.8 | \[ x.re \cdot \left(x.im \cdot \color{blue}{\left(0 - \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)\right)}\right)
\] |
rational.json-simplify-12 [<=]47.8 | \[ x.re \cdot \left(x.im \cdot \color{blue}{\left(-\left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)\right)}\right)
\] |
rational.json-simplify-8 [=>]47.8 | \[ x.re \cdot \left(x.im \cdot \color{blue}{\left(\left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right) \cdot -1\right)}\right)
\] |
rational.json-simplify-43 [<=]47.8 | \[ x.re \cdot \color{blue}{\left(-1 \cdot \left(x.im \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)\right)\right)}
\] |
rational.json-simplify-43 [<=]47.8 | \[ \color{blue}{\left(x.im \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)\right) \cdot \left(x.re \cdot -1\right)}
\] |
rational.json-simplify-8 [<=]47.8 | \[ \left(x.im \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)\right) \cdot \color{blue}{\left(-x.re\right)}
\] |
rational.json-simplify-2 [=>]47.8 | \[ \color{blue}{\left(-x.re\right) \cdot \left(x.im \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)\right)}
\] |
rational.json-simplify-43 [<=]0.3 | \[ \color{blue}{\left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right) \cdot \left(\left(-x.re\right) \cdot x.im\right)}
\] |
rational.json-simplify-2 [<=]0.3 | \[ \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right) \cdot \color{blue}{\left(x.im \cdot \left(-x.re\right)\right)}
\] |
rational.json-simplify-2 [=>]0.3 | \[ \color{blue}{\left(x.im \cdot \left(-x.re\right)\right) \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)}
\] |
rational.json-simplify-8 [=>]0.3 | \[ \left(x.im \cdot \color{blue}{\left(x.re \cdot -1\right)}\right) \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)
\] |
rational.json-simplify-43 [=>]0.3 | \[ \color{blue}{\left(x.re \cdot \left(-1 \cdot x.im\right)\right)} \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)
\] |
rational.json-simplify-2 [<=]0.3 | \[ \left(x.re \cdot \color{blue}{\left(x.im \cdot -1\right)}\right) \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)
\] |
rational.json-simplify-9 [=>]0.3 | \[ \left(x.re \cdot \color{blue}{\left(-x.im\right)}\right) \cdot \left(\left(x.im + x.im\right) - \left(-\left(x.re + x.im\right)\right)\right)
\] |
rational.json-simplify-12 [=>]0.3 | \[ \left(x.re \cdot \left(-x.im\right)\right) \cdot \left(\left(x.im + x.im\right) - \color{blue}{\left(0 - \left(x.re + x.im\right)\right)}\right)
\] |
Taylor expanded in x.re around 0 0.3
Simplified0.3
[Start]0.3 | \[ \left(x.re \cdot \left(-x.im\right)\right) \cdot \left(3 \cdot x.im\right)
\] |
|---|---|
rational.json-simplify-2 [<=]0.3 | \[ \left(x.re \cdot \left(-x.im\right)\right) \cdot \color{blue}{\left(x.im \cdot 3\right)}
\] |
Final simplification0.2
| Alternative 1 | |
|---|---|
| Error | 0.3 |
| Cost | 1288 |
| Alternative 2 | |
|---|---|
| Error | 0.3 |
| Cost | 1224 |
| Alternative 3 | |
|---|---|
| Error | 0.2 |
| Cost | 1088 |
| Alternative 4 | |
|---|---|
| Error | 19.6 |
| Cost | 896 |
| Alternative 5 | |
|---|---|
| Error | 19.6 |
| Cost | 640 |
| Alternative 6 | |
|---|---|
| Error | 19.7 |
| Cost | 448 |
| Alternative 7 | |
|---|---|
| Error | 46.4 |
| Cost | 384 |
herbie shell --seed 2023066
(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)))