
(FPCore (x.re x.im y.re y.im)
:precision binary64
(let* ((t_0 (log (sqrt (+ (* x.re x.re) (* x.im x.im))))))
(*
(exp (- (* t_0 y.re) (* (atan2 x.im x.re) y.im)))
(cos (+ (* t_0 y.im) (* (atan2 x.im x.re) y.re))))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))));
return exp(((t_0 * y_46_re) - (atan2(x_46_im, x_46_re) * y_46_im))) * cos(((t_0 * y_46_im) + (atan2(x_46_im, x_46_re) * y_46_re)));
}
real(8) function code(x_46re, x_46im, y_46re, y_46im)
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
real(8), intent (in) :: y_46re
real(8), intent (in) :: y_46im
real(8) :: t_0
t_0 = log(sqrt(((x_46re * x_46re) + (x_46im * x_46im))))
code = exp(((t_0 * y_46re) - (atan2(x_46im, x_46re) * y_46im))) * cos(((t_0 * y_46im) + (atan2(x_46im, x_46re) * y_46re)))
end function
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = Math.log(Math.sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))));
return Math.exp(((t_0 * y_46_re) - (Math.atan2(x_46_im, x_46_re) * y_46_im))) * Math.cos(((t_0 * y_46_im) + (Math.atan2(x_46_im, x_46_re) * y_46_re)));
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): t_0 = math.log(math.sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im)))) return math.exp(((t_0 * y_46_re) - (math.atan2(x_46_im, x_46_re) * y_46_im))) * math.cos(((t_0 * y_46_im) + (math.atan2(x_46_im, x_46_re) * y_46_re)))
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = log(sqrt(Float64(Float64(x_46_re * x_46_re) + Float64(x_46_im * x_46_im)))) return Float64(exp(Float64(Float64(t_0 * y_46_re) - Float64(atan(x_46_im, x_46_re) * y_46_im))) * cos(Float64(Float64(t_0 * y_46_im) + Float64(atan(x_46_im, x_46_re) * y_46_re)))) end
function tmp = code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im)))); tmp = exp(((t_0 * y_46_re) - (atan2(x_46_im, x_46_re) * y_46_im))) * cos(((t_0 * y_46_im) + (atan2(x_46_im, x_46_re) * y_46_re))); end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[Log[N[Sqrt[N[(N[(x$46$re * x$46$re), $MachinePrecision] + N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]}, N[(N[Exp[N[(N[(t$95$0 * y$46$re), $MachinePrecision] - N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(N[(t$95$0 * y$46$im), $MachinePrecision] + N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$re), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \log \left(\sqrt{x.re \cdot x.re + x.im \cdot x.im}\right)\\
e^{t\_0 \cdot y.re - \tan^{-1}_* \frac{x.im}{x.re} \cdot y.im} \cdot \cos \left(t\_0 \cdot y.im + \tan^{-1}_* \frac{x.im}{x.re} \cdot y.re\right)
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x.re x.im y.re y.im)
:precision binary64
(let* ((t_0 (log (sqrt (+ (* x.re x.re) (* x.im x.im))))))
(*
(exp (- (* t_0 y.re) (* (atan2 x.im x.re) y.im)))
(cos (+ (* t_0 y.im) (* (atan2 x.im x.re) y.re))))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))));
return exp(((t_0 * y_46_re) - (atan2(x_46_im, x_46_re) * y_46_im))) * cos(((t_0 * y_46_im) + (atan2(x_46_im, x_46_re) * y_46_re)));
}
real(8) function code(x_46re, x_46im, y_46re, y_46im)
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
real(8), intent (in) :: y_46re
real(8), intent (in) :: y_46im
real(8) :: t_0
t_0 = log(sqrt(((x_46re * x_46re) + (x_46im * x_46im))))
code = exp(((t_0 * y_46re) - (atan2(x_46im, x_46re) * y_46im))) * cos(((t_0 * y_46im) + (atan2(x_46im, x_46re) * y_46re)))
end function
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = Math.log(Math.sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))));
return Math.exp(((t_0 * y_46_re) - (Math.atan2(x_46_im, x_46_re) * y_46_im))) * Math.cos(((t_0 * y_46_im) + (Math.atan2(x_46_im, x_46_re) * y_46_re)));
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): t_0 = math.log(math.sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im)))) return math.exp(((t_0 * y_46_re) - (math.atan2(x_46_im, x_46_re) * y_46_im))) * math.cos(((t_0 * y_46_im) + (math.atan2(x_46_im, x_46_re) * y_46_re)))
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = log(sqrt(Float64(Float64(x_46_re * x_46_re) + Float64(x_46_im * x_46_im)))) return Float64(exp(Float64(Float64(t_0 * y_46_re) - Float64(atan(x_46_im, x_46_re) * y_46_im))) * cos(Float64(Float64(t_0 * y_46_im) + Float64(atan(x_46_im, x_46_re) * y_46_re)))) end
function tmp = code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im)))); tmp = exp(((t_0 * y_46_re) - (atan2(x_46_im, x_46_re) * y_46_im))) * cos(((t_0 * y_46_im) + (atan2(x_46_im, x_46_re) * y_46_re))); end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[Log[N[Sqrt[N[(N[(x$46$re * x$46$re), $MachinePrecision] + N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]}, N[(N[Exp[N[(N[(t$95$0 * y$46$re), $MachinePrecision] - N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(N[(t$95$0 * y$46$im), $MachinePrecision] + N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$re), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \log \left(\sqrt{x.re \cdot x.re + x.im \cdot x.im}\right)\\
e^{t\_0 \cdot y.re - \tan^{-1}_* \frac{x.im}{x.re} \cdot y.im} \cdot \cos \left(t\_0 \cdot y.im + \tan^{-1}_* \frac{x.im}{x.re} \cdot y.re\right)
\end{array}
\end{array}
(FPCore (x.re x.im y.re y.im)
:precision binary64
(let* ((t_0 (cos (* y.re (atan2 x.im x.re)))))
(if (<= y.re -1.8e-15)
(* t_0 (pow (sqrt (fma x.im x.im (* x.re x.re))) y.re))
(if (<= y.re 6e-26)
(* (exp (* (atan2 x.im x.re) (- y.im))) 1.0)
(*
(exp
(-
(* y.re (log (sqrt (+ (* x.re x.re) (* x.im x.im)))))
(* y.im (atan2 x.im x.re))))
t_0)))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = cos((y_46_re * atan2(x_46_im, x_46_re)));
double tmp;
if (y_46_re <= -1.8e-15) {
tmp = t_0 * pow(sqrt(fma(x_46_im, x_46_im, (x_46_re * x_46_re))), y_46_re);
} else if (y_46_re <= 6e-26) {
tmp = exp((atan2(x_46_im, x_46_re) * -y_46_im)) * 1.0;
} else {
tmp = exp(((y_46_re * log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))))) - (y_46_im * atan2(x_46_im, x_46_re)))) * t_0;
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = cos(Float64(y_46_re * atan(x_46_im, x_46_re))) tmp = 0.0 if (y_46_re <= -1.8e-15) tmp = Float64(t_0 * (sqrt(fma(x_46_im, x_46_im, Float64(x_46_re * x_46_re))) ^ y_46_re)); elseif (y_46_re <= 6e-26) tmp = Float64(exp(Float64(atan(x_46_im, x_46_re) * Float64(-y_46_im))) * 1.0); else tmp = Float64(exp(Float64(Float64(y_46_re * log(sqrt(Float64(Float64(x_46_re * x_46_re) + Float64(x_46_im * x_46_im))))) - Float64(y_46_im * atan(x_46_im, x_46_re)))) * t_0); end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[y$46$re, -1.8e-15], N[(t$95$0 * N[Power[N[Sqrt[N[(x$46$im * x$46$im + N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision], If[LessEqual[y$46$re, 6e-26], N[(N[Exp[N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * (-y$46$im)), $MachinePrecision]], $MachinePrecision] * 1.0), $MachinePrecision], N[(N[Exp[N[(N[(y$46$re * N[Log[N[Sqrt[N[(N[(x$46$re * x$46$re), $MachinePrecision] + N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]), $MachinePrecision] - N[(y$46$im * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right)\\
\mathbf{if}\;y.re \leq -1.8 \cdot 10^{-15}:\\
\;\;\;\;t\_0 \cdot {\left(\sqrt{\mathsf{fma}\left(x.im, x.im, x.re \cdot x.re\right)}\right)}^{y.re}\\
\mathbf{elif}\;y.re \leq 6 \cdot 10^{-26}:\\
\;\;\;\;e^{\tan^{-1}_* \frac{x.im}{x.re} \cdot \left(-y.im\right)} \cdot 1\\
\mathbf{else}:\\
\;\;\;\;e^{y.re \cdot \log \left(\sqrt{x.re \cdot x.re + x.im \cdot x.im}\right) - y.im \cdot \tan^{-1}_* \frac{x.im}{x.re}} \cdot t\_0\\
\end{array}
\end{array}
if y.re < -1.8000000000000001e-15Initial program 46.9%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6484.4
Applied rewrites84.4%
if -1.8000000000000001e-15 < y.re < 6.00000000000000023e-26Initial program 42.4%
Taylor expanded in x.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-fma.f64N/A
lower-log.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-exp.f64N/A
lower--.f64N/A
lower-*.f64N/A
lower-log.f64N/A
lower-*.f64N/A
lower-atan2.f6436.4
Applied rewrites36.4%
Taylor expanded in y.re around 0
Applied rewrites36.4%
Taylor expanded in y.im around 0
Applied rewrites85.6%
if 6.00000000000000023e-26 < y.re Initial program 37.3%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6471.7
Applied rewrites71.7%
Final simplification80.9%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(let* ((t_0 (cos (* y.re (atan2 x.im x.re)))))
(if (<= y.re -1.8e-15)
(* t_0 (pow (sqrt (fma x.im x.im (* x.re x.re))) y.re))
(if (<= y.re 3.3e+15)
(* t_0 (exp (* (atan2 x.im x.re) (- y.im))))
(* (pow (fma x.re x.re (* x.im x.im)) (* y.re 0.5)) 1.0)))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = cos((y_46_re * atan2(x_46_im, x_46_re)));
double tmp;
if (y_46_re <= -1.8e-15) {
tmp = t_0 * pow(sqrt(fma(x_46_im, x_46_im, (x_46_re * x_46_re))), y_46_re);
} else if (y_46_re <= 3.3e+15) {
tmp = t_0 * exp((atan2(x_46_im, x_46_re) * -y_46_im));
} else {
tmp = pow(fma(x_46_re, x_46_re, (x_46_im * x_46_im)), (y_46_re * 0.5)) * 1.0;
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = cos(Float64(y_46_re * atan(x_46_im, x_46_re))) tmp = 0.0 if (y_46_re <= -1.8e-15) tmp = Float64(t_0 * (sqrt(fma(x_46_im, x_46_im, Float64(x_46_re * x_46_re))) ^ y_46_re)); elseif (y_46_re <= 3.3e+15) tmp = Float64(t_0 * exp(Float64(atan(x_46_im, x_46_re) * Float64(-y_46_im)))); else tmp = Float64((fma(x_46_re, x_46_re, Float64(x_46_im * x_46_im)) ^ Float64(y_46_re * 0.5)) * 1.0); end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[y$46$re, -1.8e-15], N[(t$95$0 * N[Power[N[Sqrt[N[(x$46$im * x$46$im + N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision], If[LessEqual[y$46$re, 3.3e+15], N[(t$95$0 * N[Exp[N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * (-y$46$im)), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(N[Power[N[(x$46$re * x$46$re + N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision], N[(y$46$re * 0.5), $MachinePrecision]], $MachinePrecision] * 1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right)\\
\mathbf{if}\;y.re \leq -1.8 \cdot 10^{-15}:\\
\;\;\;\;t\_0 \cdot {\left(\sqrt{\mathsf{fma}\left(x.im, x.im, x.re \cdot x.re\right)}\right)}^{y.re}\\
\mathbf{elif}\;y.re \leq 3.3 \cdot 10^{+15}:\\
\;\;\;\;t\_0 \cdot e^{\tan^{-1}_* \frac{x.im}{x.re} \cdot \left(-y.im\right)}\\
\mathbf{else}:\\
\;\;\;\;{\left(\mathsf{fma}\left(x.re, x.re, x.im \cdot x.im\right)\right)}^{\left(y.re \cdot 0.5\right)} \cdot 1\\
\end{array}
\end{array}
if y.re < -1.8000000000000001e-15Initial program 46.9%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6484.4
Applied rewrites84.4%
if -1.8000000000000001e-15 < y.re < 3.3e15Initial program 43.6%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6456.0
Applied rewrites56.0%
Taylor expanded in y.re around 0
neg-mul-1N/A
lower-neg.f64N/A
lower-*.f64N/A
lower-atan2.f6481.7
Applied rewrites81.7%
if 3.3e15 < y.re Initial program 34.3%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6464.5
Applied rewrites64.5%
Taylor expanded in y.re around 0
Applied rewrites71.6%
Applied rewrites71.6%
Final simplification79.6%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(if (<= y.re -1.8e-15)
(*
(cos (* y.re (atan2 x.im x.re)))
(pow (sqrt (fma x.im x.im (* x.re x.re))) y.re))
(if (<= y.re 3.3e+15)
(* (exp (* (atan2 x.im x.re) (- y.im))) 1.0)
(* (pow (fma x.re x.re (* x.im x.im)) (* y.re 0.5)) 1.0))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double tmp;
if (y_46_re <= -1.8e-15) {
tmp = cos((y_46_re * atan2(x_46_im, x_46_re))) * pow(sqrt(fma(x_46_im, x_46_im, (x_46_re * x_46_re))), y_46_re);
} else if (y_46_re <= 3.3e+15) {
tmp = exp((atan2(x_46_im, x_46_re) * -y_46_im)) * 1.0;
} else {
tmp = pow(fma(x_46_re, x_46_re, (x_46_im * x_46_im)), (y_46_re * 0.5)) * 1.0;
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = 0.0 if (y_46_re <= -1.8e-15) tmp = Float64(cos(Float64(y_46_re * atan(x_46_im, x_46_re))) * (sqrt(fma(x_46_im, x_46_im, Float64(x_46_re * x_46_re))) ^ y_46_re)); elseif (y_46_re <= 3.3e+15) tmp = Float64(exp(Float64(atan(x_46_im, x_46_re) * Float64(-y_46_im))) * 1.0); else tmp = Float64((fma(x_46_re, x_46_re, Float64(x_46_im * x_46_im)) ^ Float64(y_46_re * 0.5)) * 1.0); end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := If[LessEqual[y$46$re, -1.8e-15], N[(N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Power[N[Sqrt[N[(x$46$im * x$46$im + N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision], If[LessEqual[y$46$re, 3.3e+15], N[(N[Exp[N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * (-y$46$im)), $MachinePrecision]], $MachinePrecision] * 1.0), $MachinePrecision], N[(N[Power[N[(x$46$re * x$46$re + N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision], N[(y$46$re * 0.5), $MachinePrecision]], $MachinePrecision] * 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y.re \leq -1.8 \cdot 10^{-15}:\\
\;\;\;\;\cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right) \cdot {\left(\sqrt{\mathsf{fma}\left(x.im, x.im, x.re \cdot x.re\right)}\right)}^{y.re}\\
\mathbf{elif}\;y.re \leq 3.3 \cdot 10^{+15}:\\
\;\;\;\;e^{\tan^{-1}_* \frac{x.im}{x.re} \cdot \left(-y.im\right)} \cdot 1\\
\mathbf{else}:\\
\;\;\;\;{\left(\mathsf{fma}\left(x.re, x.re, x.im \cdot x.im\right)\right)}^{\left(y.re \cdot 0.5\right)} \cdot 1\\
\end{array}
\end{array}
if y.re < -1.8000000000000001e-15Initial program 46.9%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6484.4
Applied rewrites84.4%
if -1.8000000000000001e-15 < y.re < 3.3e15Initial program 43.6%
Taylor expanded in x.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-fma.f64N/A
lower-log.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-exp.f64N/A
lower--.f64N/A
lower-*.f64N/A
lower-log.f64N/A
lower-*.f64N/A
lower-atan2.f6433.5
Applied rewrites33.5%
Taylor expanded in y.re around 0
Applied rewrites33.5%
Taylor expanded in y.im around 0
Applied rewrites81.7%
if 3.3e15 < y.re Initial program 34.3%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6464.5
Applied rewrites64.5%
Taylor expanded in y.re around 0
Applied rewrites71.6%
Applied rewrites71.6%
Final simplification79.6%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(let* ((t_0 (* (pow (fma x.re x.re (* x.im x.im)) (* y.re 0.5)) 1.0)))
(if (<= y.re -1.8e-15)
t_0
(if (<= y.re 3.3e+15) (* (exp (* (atan2 x.im x.re) (- y.im))) 1.0) t_0))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = pow(fma(x_46_re, x_46_re, (x_46_im * x_46_im)), (y_46_re * 0.5)) * 1.0;
double tmp;
if (y_46_re <= -1.8e-15) {
tmp = t_0;
} else if (y_46_re <= 3.3e+15) {
tmp = exp((atan2(x_46_im, x_46_re) * -y_46_im)) * 1.0;
} else {
tmp = t_0;
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = Float64((fma(x_46_re, x_46_re, Float64(x_46_im * x_46_im)) ^ Float64(y_46_re * 0.5)) * 1.0) tmp = 0.0 if (y_46_re <= -1.8e-15) tmp = t_0; elseif (y_46_re <= 3.3e+15) tmp = Float64(exp(Float64(atan(x_46_im, x_46_re) * Float64(-y_46_im))) * 1.0); else tmp = t_0; end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[(N[Power[N[(x$46$re * x$46$re + N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision], N[(y$46$re * 0.5), $MachinePrecision]], $MachinePrecision] * 1.0), $MachinePrecision]}, If[LessEqual[y$46$re, -1.8e-15], t$95$0, If[LessEqual[y$46$re, 3.3e+15], N[(N[Exp[N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * (-y$46$im)), $MachinePrecision]], $MachinePrecision] * 1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\mathsf{fma}\left(x.re, x.re, x.im \cdot x.im\right)\right)}^{\left(y.re \cdot 0.5\right)} \cdot 1\\
\mathbf{if}\;y.re \leq -1.8 \cdot 10^{-15}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;y.re \leq 3.3 \cdot 10^{+15}:\\
\;\;\;\;e^{\tan^{-1}_* \frac{x.im}{x.re} \cdot \left(-y.im\right)} \cdot 1\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if y.re < -1.8000000000000001e-15 or 3.3e15 < y.re Initial program 40.3%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6474.0
Applied rewrites74.0%
Taylor expanded in y.re around 0
Applied rewrites74.8%
Applied rewrites74.8%
if -1.8000000000000001e-15 < y.re < 3.3e15Initial program 43.6%
Taylor expanded in x.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-fma.f64N/A
lower-log.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-exp.f64N/A
lower--.f64N/A
lower-*.f64N/A
lower-log.f64N/A
lower-*.f64N/A
lower-atan2.f6433.5
Applied rewrites33.5%
Taylor expanded in y.re around 0
Applied rewrites33.5%
Taylor expanded in y.im around 0
Applied rewrites81.7%
Final simplification78.1%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(let* ((t_0 (* (pow (fma x.re x.re (* x.im x.im)) (* y.re 0.5)) 1.0)))
(if (<= y.re -5.3e-28)
t_0
(if (<= y.re 1.3e-26) (fma (atan2 x.im x.re) (- y.im) 1.0) t_0))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = pow(fma(x_46_re, x_46_re, (x_46_im * x_46_im)), (y_46_re * 0.5)) * 1.0;
double tmp;
if (y_46_re <= -5.3e-28) {
tmp = t_0;
} else if (y_46_re <= 1.3e-26) {
tmp = fma(atan2(x_46_im, x_46_re), -y_46_im, 1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = Float64((fma(x_46_re, x_46_re, Float64(x_46_im * x_46_im)) ^ Float64(y_46_re * 0.5)) * 1.0) tmp = 0.0 if (y_46_re <= -5.3e-28) tmp = t_0; elseif (y_46_re <= 1.3e-26) tmp = fma(atan(x_46_im, x_46_re), Float64(-y_46_im), 1.0); else tmp = t_0; end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[(N[Power[N[(x$46$re * x$46$re + N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision], N[(y$46$re * 0.5), $MachinePrecision]], $MachinePrecision] * 1.0), $MachinePrecision]}, If[LessEqual[y$46$re, -5.3e-28], t$95$0, If[LessEqual[y$46$re, 1.3e-26], N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * (-y$46$im) + 1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\mathsf{fma}\left(x.re, x.re, x.im \cdot x.im\right)\right)}^{\left(y.re \cdot 0.5\right)} \cdot 1\\
\mathbf{if}\;y.re \leq -5.3 \cdot 10^{-28}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;y.re \leq 1.3 \cdot 10^{-26}:\\
\;\;\;\;\mathsf{fma}\left(\tan^{-1}_* \frac{x.im}{x.re}, -y.im, 1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if y.re < -5.29999999999999988e-28 or 1.30000000000000005e-26 < y.re Initial program 40.9%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6470.9
Applied rewrites70.9%
Taylor expanded in y.re around 0
Applied rewrites70.9%
Applied rewrites70.9%
if -5.29999999999999988e-28 < y.re < 1.30000000000000005e-26Initial program 43.1%
Taylor expanded in x.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-fma.f64N/A
lower-log.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-exp.f64N/A
lower--.f64N/A
lower-*.f64N/A
lower-log.f64N/A
lower-*.f64N/A
lower-atan2.f6437.1
Applied rewrites37.1%
Taylor expanded in y.re around 0
Applied rewrites37.1%
Taylor expanded in y.im around 0
Applied rewrites47.4%
(FPCore (x.re x.im y.re y.im) :precision binary64 (if (<= x.im -1.4e-246) (* 1.0 (pow (- x.im) y.re)) (if (<= x.im 0.52) (* 1.0 (pow (- x.re) y.re)) (* 1.0 (pow x.im y.re)))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double tmp;
if (x_46_im <= -1.4e-246) {
tmp = 1.0 * pow(-x_46_im, y_46_re);
} else if (x_46_im <= 0.52) {
tmp = 1.0 * pow(-x_46_re, y_46_re);
} else {
tmp = 1.0 * pow(x_46_im, y_46_re);
}
return tmp;
}
real(8) function code(x_46re, x_46im, y_46re, y_46im)
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
real(8), intent (in) :: y_46re
real(8), intent (in) :: y_46im
real(8) :: tmp
if (x_46im <= (-1.4d-246)) then
tmp = 1.0d0 * (-x_46im ** y_46re)
else if (x_46im <= 0.52d0) then
tmp = 1.0d0 * (-x_46re ** y_46re)
else
tmp = 1.0d0 * (x_46im ** y_46re)
end if
code = tmp
end function
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double tmp;
if (x_46_im <= -1.4e-246) {
tmp = 1.0 * Math.pow(-x_46_im, y_46_re);
} else if (x_46_im <= 0.52) {
tmp = 1.0 * Math.pow(-x_46_re, y_46_re);
} else {
tmp = 1.0 * Math.pow(x_46_im, y_46_re);
}
return tmp;
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): tmp = 0 if x_46_im <= -1.4e-246: tmp = 1.0 * math.pow(-x_46_im, y_46_re) elif x_46_im <= 0.52: tmp = 1.0 * math.pow(-x_46_re, y_46_re) else: tmp = 1.0 * math.pow(x_46_im, y_46_re) return tmp
function code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = 0.0 if (x_46_im <= -1.4e-246) tmp = Float64(1.0 * (Float64(-x_46_im) ^ y_46_re)); elseif (x_46_im <= 0.52) tmp = Float64(1.0 * (Float64(-x_46_re) ^ y_46_re)); else tmp = Float64(1.0 * (x_46_im ^ y_46_re)); end return tmp end
function tmp_2 = code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = 0.0; if (x_46_im <= -1.4e-246) tmp = 1.0 * (-x_46_im ^ y_46_re); elseif (x_46_im <= 0.52) tmp = 1.0 * (-x_46_re ^ y_46_re); else tmp = 1.0 * (x_46_im ^ y_46_re); end tmp_2 = tmp; end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := If[LessEqual[x$46$im, -1.4e-246], N[(1.0 * N[Power[(-x$46$im), y$46$re], $MachinePrecision]), $MachinePrecision], If[LessEqual[x$46$im, 0.52], N[(1.0 * N[Power[(-x$46$re), y$46$re], $MachinePrecision]), $MachinePrecision], N[(1.0 * N[Power[x$46$im, y$46$re], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x.im \leq -1.4 \cdot 10^{-246}:\\
\;\;\;\;1 \cdot {\left(-x.im\right)}^{y.re}\\
\mathbf{elif}\;x.im \leq 0.52:\\
\;\;\;\;1 \cdot {\left(-x.re\right)}^{y.re}\\
\mathbf{else}:\\
\;\;\;\;1 \cdot {x.im}^{y.re}\\
\end{array}
\end{array}
if x.im < -1.4e-246Initial program 46.0%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6457.5
Applied rewrites57.5%
Taylor expanded in y.re around 0
Applied rewrites54.0%
Taylor expanded in x.im around -inf
Applied rewrites61.9%
if -1.4e-246 < x.im < 0.52000000000000002Initial program 48.7%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6454.9
Applied rewrites54.9%
Taylor expanded in y.re around 0
Applied rewrites54.9%
Taylor expanded in x.re around -inf
Applied rewrites49.2%
if 0.52000000000000002 < x.im Initial program 27.1%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6453.1
Applied rewrites53.1%
Taylor expanded in y.re around 0
Applied rewrites59.0%
Taylor expanded in x.re around 0
Applied rewrites56.8%
(FPCore (x.re x.im y.re y.im) :precision binary64 (if (<= x.im -4.2e-245) (* 1.0 (pow (- x.im) y.re)) (if (<= x.im 0.49) (* 1.0 (pow x.re y.re)) (* 1.0 (pow x.im y.re)))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double tmp;
if (x_46_im <= -4.2e-245) {
tmp = 1.0 * pow(-x_46_im, y_46_re);
} else if (x_46_im <= 0.49) {
tmp = 1.0 * pow(x_46_re, y_46_re);
} else {
tmp = 1.0 * pow(x_46_im, y_46_re);
}
return tmp;
}
real(8) function code(x_46re, x_46im, y_46re, y_46im)
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
real(8), intent (in) :: y_46re
real(8), intent (in) :: y_46im
real(8) :: tmp
if (x_46im <= (-4.2d-245)) then
tmp = 1.0d0 * (-x_46im ** y_46re)
else if (x_46im <= 0.49d0) then
tmp = 1.0d0 * (x_46re ** y_46re)
else
tmp = 1.0d0 * (x_46im ** y_46re)
end if
code = tmp
end function
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double tmp;
if (x_46_im <= -4.2e-245) {
tmp = 1.0 * Math.pow(-x_46_im, y_46_re);
} else if (x_46_im <= 0.49) {
tmp = 1.0 * Math.pow(x_46_re, y_46_re);
} else {
tmp = 1.0 * Math.pow(x_46_im, y_46_re);
}
return tmp;
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): tmp = 0 if x_46_im <= -4.2e-245: tmp = 1.0 * math.pow(-x_46_im, y_46_re) elif x_46_im <= 0.49: tmp = 1.0 * math.pow(x_46_re, y_46_re) else: tmp = 1.0 * math.pow(x_46_im, y_46_re) return tmp
function code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = 0.0 if (x_46_im <= -4.2e-245) tmp = Float64(1.0 * (Float64(-x_46_im) ^ y_46_re)); elseif (x_46_im <= 0.49) tmp = Float64(1.0 * (x_46_re ^ y_46_re)); else tmp = Float64(1.0 * (x_46_im ^ y_46_re)); end return tmp end
function tmp_2 = code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = 0.0; if (x_46_im <= -4.2e-245) tmp = 1.0 * (-x_46_im ^ y_46_re); elseif (x_46_im <= 0.49) tmp = 1.0 * (x_46_re ^ y_46_re); else tmp = 1.0 * (x_46_im ^ y_46_re); end tmp_2 = tmp; end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := If[LessEqual[x$46$im, -4.2e-245], N[(1.0 * N[Power[(-x$46$im), y$46$re], $MachinePrecision]), $MachinePrecision], If[LessEqual[x$46$im, 0.49], N[(1.0 * N[Power[x$46$re, y$46$re], $MachinePrecision]), $MachinePrecision], N[(1.0 * N[Power[x$46$im, y$46$re], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x.im \leq -4.2 \cdot 10^{-245}:\\
\;\;\;\;1 \cdot {\left(-x.im\right)}^{y.re}\\
\mathbf{elif}\;x.im \leq 0.49:\\
\;\;\;\;1 \cdot {x.re}^{y.re}\\
\mathbf{else}:\\
\;\;\;\;1 \cdot {x.im}^{y.re}\\
\end{array}
\end{array}
if x.im < -4.2000000000000002e-245Initial program 46.4%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6458.0
Applied rewrites58.0%
Taylor expanded in y.re around 0
Applied rewrites54.4%
Taylor expanded in x.im around -inf
Applied rewrites61.6%
if -4.2000000000000002e-245 < x.im < 0.48999999999999999Initial program 48.1%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6454.3
Applied rewrites54.3%
Taylor expanded in y.re around 0
Applied rewrites54.3%
Taylor expanded in x.im around 0
Applied rewrites46.3%
if 0.48999999999999999 < x.im Initial program 27.1%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6453.1
Applied rewrites53.1%
Taylor expanded in y.re around 0
Applied rewrites59.0%
Taylor expanded in x.re around 0
Applied rewrites56.8%
(FPCore (x.re x.im y.re y.im) :precision binary64 (let* ((t_0 (* 1.0 (pow x.im y.re)))) (if (<= y.re -1.3) t_0 (if (<= y.re 1900000000000.0) 1.0 t_0))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = 1.0 * pow(x_46_im, y_46_re);
double tmp;
if (y_46_re <= -1.3) {
tmp = t_0;
} else if (y_46_re <= 1900000000000.0) {
tmp = 1.0;
} else {
tmp = t_0;
}
return tmp;
}
real(8) function code(x_46re, x_46im, y_46re, y_46im)
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
real(8), intent (in) :: y_46re
real(8), intent (in) :: y_46im
real(8) :: t_0
real(8) :: tmp
t_0 = 1.0d0 * (x_46im ** y_46re)
if (y_46re <= (-1.3d0)) then
tmp = t_0
else if (y_46re <= 1900000000000.0d0) then
tmp = 1.0d0
else
tmp = t_0
end if
code = tmp
end function
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = 1.0 * Math.pow(x_46_im, y_46_re);
double tmp;
if (y_46_re <= -1.3) {
tmp = t_0;
} else if (y_46_re <= 1900000000000.0) {
tmp = 1.0;
} else {
tmp = t_0;
}
return tmp;
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): t_0 = 1.0 * math.pow(x_46_im, y_46_re) tmp = 0 if y_46_re <= -1.3: tmp = t_0 elif y_46_re <= 1900000000000.0: tmp = 1.0 else: tmp = t_0 return tmp
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = Float64(1.0 * (x_46_im ^ y_46_re)) tmp = 0.0 if (y_46_re <= -1.3) tmp = t_0; elseif (y_46_re <= 1900000000000.0) tmp = 1.0; else tmp = t_0; end return tmp end
function tmp_2 = code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = 1.0 * (x_46_im ^ y_46_re); tmp = 0.0; if (y_46_re <= -1.3) tmp = t_0; elseif (y_46_re <= 1900000000000.0) tmp = 1.0; else tmp = t_0; end tmp_2 = tmp; end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[(1.0 * N[Power[x$46$im, y$46$re], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[y$46$re, -1.3], t$95$0, If[LessEqual[y$46$re, 1900000000000.0], 1.0, t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 1 \cdot {x.im}^{y.re}\\
\mathbf{if}\;y.re \leq -1.3:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;y.re \leq 1900000000000:\\
\;\;\;\;1\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if y.re < -1.30000000000000004 or 1.9e12 < y.re Initial program 40.6%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6473.1
Applied rewrites73.1%
Taylor expanded in y.re around 0
Applied rewrites73.8%
Taylor expanded in x.re around 0
Applied rewrites61.2%
if -1.30000000000000004 < y.re < 1.9e12Initial program 43.3%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6436.7
Applied rewrites36.7%
Taylor expanded in y.re around 0
Applied rewrites43.2%
(FPCore (x.re x.im y.re y.im) :precision binary64 1.0)
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
return 1.0;
}
real(8) function code(x_46re, x_46im, y_46re, y_46im)
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
real(8), intent (in) :: y_46re
real(8), intent (in) :: y_46im
code = 1.0d0
end function
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
return 1.0;
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): return 1.0
function code(x_46_re, x_46_im, y_46_re, y_46_im) return 1.0 end
function tmp = code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = 1.0; end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := 1.0
\begin{array}{l}
\\
1
\end{array}
Initial program 41.9%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-atan2.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6455.6
Applied rewrites55.6%
Taylor expanded in y.re around 0
Applied rewrites22.1%
herbie shell --seed 2024234
(FPCore (x.re x.im y.re y.im)
:name "powComplex, real part"
:precision binary64
(* (exp (- (* (log (sqrt (+ (* x.re x.re) (* x.im x.im)))) y.re) (* (atan2 x.im x.re) y.im))) (cos (+ (* (log (sqrt (+ (* x.re x.re) (* x.im x.im)))) y.im) (* (atan2 x.im x.re) y.re)))))