| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 7040 |
\[{x.re}^{3} + x.im \cdot \left(x.im \cdot \left(x.re \cdot -3\right)\right)
\]
(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+150)
(* x.im (* -3.0 (* x.re x.im)))
(if (<= x.im 6.128515027557732e+90)
(+
(* x.re (- (* x.re x.re) (* x.im x.im)))
(* x.im (* (* x.re x.im) -2.0)))
(* -3.0 (* x.im (* 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_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+150) {
tmp = x_46_im * (-3.0 * (x_46_re * x_46_im));
} else if (x_46_im <= 6.128515027557732e+90) {
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) * -2.0));
} else {
tmp = -3.0 * (x_46_im * (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_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+150)) then
tmp = x_46im * ((-3.0d0) * (x_46re * x_46im))
else if (x_46im <= 6.128515027557732d+90) then
tmp = (x_46re * ((x_46re * x_46re) - (x_46im * x_46im))) + (x_46im * ((x_46re * x_46im) * (-2.0d0)))
else
tmp = (-3.0d0) * (x_46im * (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_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+150) {
tmp = x_46_im * (-3.0 * (x_46_re * x_46_im));
} else if (x_46_im <= 6.128515027557732e+90) {
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) * -2.0));
} else {
tmp = -3.0 * (x_46_im * (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_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+150: tmp = x_46_im * (-3.0 * (x_46_re * x_46_im)) elif x_46_im <= 6.128515027557732e+90: 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) * -2.0)) else: tmp = -3.0 * (x_46_im * (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_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+150) tmp = Float64(x_46_im * Float64(-3.0 * Float64(x_46_re * x_46_im))); elseif (x_46_im <= 6.128515027557732e+90) 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(Float64(x_46_re * x_46_im) * -2.0))); else tmp = Float64(-3.0 * Float64(x_46_im * 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_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+150) tmp = x_46_im * (-3.0 * (x_46_re * x_46_im)); elseif (x_46_im <= 6.128515027557732e+90) 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) * -2.0)); else tmp = -3.0 * (x_46_im * (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$46$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+150], N[(x$46$im * N[(-3.0 * N[(x$46$re * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[x$46$im, 6.128515027557732e+90], 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[(N[(x$46$re * x$46$im), $MachinePrecision] * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(-3.0 * N[(x$46$im * N[(x$46$re * x$46$im), $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^{+150}:\\
\;\;\;\;x.im \cdot \left(-3 \cdot \left(x.re \cdot x.im\right)\right)\\
\mathbf{elif}\;x.im \leq 6.128515027557732 \cdot 10^{+90}:\\
\;\;\;\;x.re \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right) + x.im \cdot \left(\left(x.re \cdot x.im\right) \cdot -2\right)\\
\mathbf{else}:\\
\;\;\;\;-3 \cdot \left(x.im \cdot \left(x.re \cdot x.im\right)\right)\\
\end{array}
Results
| Original | 7.4 |
|---|---|
| Target | 0.2 |
| Herbie | 0.2 |
if x.im < -9.99999999999999981e149Initial program 60.9
Simplified60.9
Taylor expanded in x.re around 0 60.9
Simplified0.3
if -9.99999999999999981e149 < x.im < 6.12851502755773231e90Initial program 0.2
Applied egg-rr0.2
if 6.12851502755773231e90 < x.im Initial program 33.1
Simplified33.2
Taylor expanded in x.re around 0 33.4
Simplified0.5
Applied egg-rr1.5
Applied egg-rr0.6
Final simplification0.2
| Alternative 1 | |
|---|---|
| Error | 0.2 |
| Cost | 7040 |
| Alternative 2 | |
|---|---|
| Error | 1.0 |
| Cost | 968 |
| Alternative 3 | |
|---|---|
| Error | 6.0 |
| Cost | 712 |
| Alternative 4 | |
|---|---|
| Error | 28.0 |
| Cost | 320 |
herbie shell --seed 2022317
(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)))