| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 7040 |
\[\left(3 \cdot x.re\right) \cdot \left(x.re \cdot x.im\right) - {x.im}^{3}
\]
(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 -1e+140)
(* x.re (* x.re (* 3.0 x.im)))
(if (<= x.re 2e+133)
(+
(* x.re (+ (* x.re x.im) (* x.re x.im)))
(* x.im (- (* x.re x.re) (* x.im x.im))))
(* (* 3.0 x.re) (* x.re x.im)))))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 <= -1e+140) {
tmp = x_46_re * (x_46_re * (3.0 * x_46_im));
} else if (x_46_re <= 2e+133) {
tmp = (x_46_re * ((x_46_re * x_46_im) + (x_46_re * x_46_im))) + (x_46_im * ((x_46_re * x_46_re) - (x_46_im * x_46_im)));
} else {
tmp = (3.0 * x_46_re) * (x_46_re * x_46_im);
}
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 <= (-1d+140)) then
tmp = x_46re * (x_46re * (3.0d0 * x_46im))
else if (x_46re <= 2d+133) then
tmp = (x_46re * ((x_46re * x_46im) + (x_46re * x_46im))) + (x_46im * ((x_46re * x_46re) - (x_46im * x_46im)))
else
tmp = (3.0d0 * x_46re) * (x_46re * x_46im)
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 <= -1e+140) {
tmp = x_46_re * (x_46_re * (3.0 * x_46_im));
} else if (x_46_re <= 2e+133) {
tmp = (x_46_re * ((x_46_re * x_46_im) + (x_46_re * x_46_im))) + (x_46_im * ((x_46_re * x_46_re) - (x_46_im * x_46_im)));
} else {
tmp = (3.0 * x_46_re) * (x_46_re * x_46_im);
}
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 <= -1e+140: tmp = x_46_re * (x_46_re * (3.0 * x_46_im)) elif x_46_re <= 2e+133: tmp = (x_46_re * ((x_46_re * x_46_im) + (x_46_re * x_46_im))) + (x_46_im * ((x_46_re * x_46_re) - (x_46_im * x_46_im))) else: tmp = (3.0 * x_46_re) * (x_46_re * x_46_im) 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 <= -1e+140) tmp = Float64(x_46_re * Float64(x_46_re * Float64(3.0 * x_46_im))); elseif (x_46_re <= 2e+133) tmp = Float64(Float64(x_46_re * Float64(Float64(x_46_re * x_46_im) + Float64(x_46_re * x_46_im))) + Float64(x_46_im * Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im * x_46_im)))); else tmp = Float64(Float64(3.0 * x_46_re) * Float64(x_46_re * x_46_im)); 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 <= -1e+140) tmp = x_46_re * (x_46_re * (3.0 * x_46_im)); elseif (x_46_re <= 2e+133) tmp = (x_46_re * ((x_46_re * x_46_im) + (x_46_re * x_46_im))) + (x_46_im * ((x_46_re * x_46_re) - (x_46_im * x_46_im))); else tmp = (3.0 * x_46_re) * (x_46_re * x_46_im); 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, -1e+140], N[(x$46$re * N[(x$46$re * N[(3.0 * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[x$46$re, 2e+133], N[(N[(x$46$re * N[(N[(x$46$re * x$46$im), $MachinePrecision] + N[(x$46$re * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(x$46$im * N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(3.0 * x$46$re), $MachinePrecision] * N[(x$46$re * x$46$im), $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 -1 \cdot 10^{+140}:\\
\;\;\;\;x.re \cdot \left(x.re \cdot \left(3 \cdot x.im\right)\right)\\
\mathbf{elif}\;x.re \leq 2 \cdot 10^{+133}:\\
\;\;\;\;x.re \cdot \left(x.re \cdot x.im + x.re \cdot x.im\right) + x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)\\
\mathbf{else}:\\
\;\;\;\;\left(3 \cdot x.re\right) \cdot \left(x.re \cdot x.im\right)\\
\end{array}
Results
| Original | 7.9 |
|---|---|
| Target | 0.2 |
| Herbie | 0.2 |
if x.re < -1.00000000000000006e140Initial program 55.1
Simplified55.5
Applied egg-rr0.8
Taylor expanded in x.re around inf 55.2
Simplified0.4
if -1.00000000000000006e140 < x.re < 2e133Initial program 0.2
if 2e133 < x.re Initial program 52.6
Simplified52.7
Taylor expanded in x.im around 0 52.6
Simplified0.4
Applied egg-rr1.3
Taylor expanded in x.re around inf 52.6
Simplified0.4
Final simplification0.2
| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 7040 |
| Alternative 2 | |
|---|---|
| Error | 0.2 |
| Cost | 7040 |
| Alternative 3 | |
|---|---|
| Error | 0.2 |
| Cost | 1216 |
| Alternative 4 | |
|---|---|
| Error | 0.3 |
| Cost | 968 |
| Alternative 5 | |
|---|---|
| Error | 7.1 |
| Cost | 712 |
| Alternative 6 | |
|---|---|
| Error | 7.1 |
| Cost | 712 |
| Alternative 7 | |
|---|---|
| Error | 28.6 |
| Cost | 384 |
herbie shell --seed 2022296
(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)))