
(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 (fma x.im x.im (* x.re x.re))))
(if (<= y.re -1.05e-7)
(*
(exp
(-
(* y.re (log (sqrt (+ (* x.re x.re) (* x.im x.im)))))
(* (atan2 x.im x.re) y.im)))
(cos (* y.re (atan2 x.im x.re))))
(if (<= y.re 1.22)
(exp (* (atan2 x.im x.re) (- y.im)))
(pow (* t_0 t_0) (* 0.5 (* y.re 0.5)))))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = fma(x_46_im, x_46_im, (x_46_re * x_46_re));
double tmp;
if (y_46_re <= -1.05e-7) {
tmp = exp(((y_46_re * log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))))) - (atan2(x_46_im, x_46_re) * y_46_im))) * cos((y_46_re * atan2(x_46_im, x_46_re)));
} else if (y_46_re <= 1.22) {
tmp = exp((atan2(x_46_im, x_46_re) * -y_46_im));
} else {
tmp = pow((t_0 * t_0), (0.5 * (y_46_re * 0.5)));
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = fma(x_46_im, x_46_im, Float64(x_46_re * x_46_re)) tmp = 0.0 if (y_46_re <= -1.05e-7) 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(atan(x_46_im, x_46_re) * y_46_im))) * cos(Float64(y_46_re * atan(x_46_im, x_46_re)))); elseif (y_46_re <= 1.22) tmp = exp(Float64(atan(x_46_im, x_46_re) * Float64(-y_46_im))); else tmp = Float64(t_0 * t_0) ^ Float64(0.5 * Float64(y_46_re * 0.5)); end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[(x$46$im * x$46$im + N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[y$46$re, -1.05e-7], 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[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], If[LessEqual[y$46$re, 1.22], N[Exp[N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * (-y$46$im)), $MachinePrecision]], $MachinePrecision], N[Power[N[(t$95$0 * t$95$0), $MachinePrecision], N[(0.5 * N[(y$46$re * 0.5), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(x.im, x.im, x.re \cdot x.re\right)\\
\mathbf{if}\;y.re \leq -1.05 \cdot 10^{-7}:\\
\;\;\;\;e^{y.re \cdot \log \left(\sqrt{x.re \cdot x.re + x.im \cdot x.im}\right) - \tan^{-1}_* \frac{x.im}{x.re} \cdot y.im} \cdot \cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right)\\
\mathbf{elif}\;y.re \leq 1.22:\\
\;\;\;\;e^{\tan^{-1}_* \frac{x.im}{x.re} \cdot \left(-y.im\right)}\\
\mathbf{else}:\\
\;\;\;\;{\left(t\_0 \cdot t\_0\right)}^{\left(0.5 \cdot \left(y.re \cdot 0.5\right)\right)}\\
\end{array}
\end{array}
if y.re < -1.05e-7Initial program 30.9%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6491.6
Simplified91.6%
if -1.05e-7 < y.re < 1.21999999999999997Initial program 45.6%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6450.9
Simplified50.9%
Taylor expanded in y.re around 0
lower-exp.f64N/A
lower-neg.f64N/A
lower-*.f64N/A
lower-atan2.f6481.5
Simplified81.5%
if 1.21999999999999997 < 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-*.f6465.3
Simplified65.3%
Taylor expanded in y.re around 0
Simplified68.2%
lift-*.f64N/A
lift-fma.f64N/A
lift-sqrt.f64N/A
lift-pow.f64N/A
*-lft-identity68.2
lift-pow.f64N/A
lift-sqrt.f64N/A
sqrt-pow2N/A
sqr-powN/A
pow-prod-downN/A
lower-pow.f64N/A
lower-*.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f6468.2
Applied egg-rr68.2%
Final simplification80.3%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(let* ((t_0 (fma x.im x.im (* x.re x.re))))
(if (<= y.re -4.5e-7)
(* (cos (* y.re (atan2 x.im x.re))) (pow (sqrt t_0) y.re))
(if (<= y.re 1.22)
(exp (* (atan2 x.im x.re) (- y.im)))
(pow (* t_0 t_0) (* 0.5 (* y.re 0.5)))))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = fma(x_46_im, x_46_im, (x_46_re * x_46_re));
double tmp;
if (y_46_re <= -4.5e-7) {
tmp = cos((y_46_re * atan2(x_46_im, x_46_re))) * pow(sqrt(t_0), y_46_re);
} else if (y_46_re <= 1.22) {
tmp = exp((atan2(x_46_im, x_46_re) * -y_46_im));
} else {
tmp = pow((t_0 * t_0), (0.5 * (y_46_re * 0.5)));
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = fma(x_46_im, x_46_im, Float64(x_46_re * x_46_re)) tmp = 0.0 if (y_46_re <= -4.5e-7) tmp = Float64(cos(Float64(y_46_re * atan(x_46_im, x_46_re))) * (sqrt(t_0) ^ y_46_re)); elseif (y_46_re <= 1.22) tmp = exp(Float64(atan(x_46_im, x_46_re) * Float64(-y_46_im))); else tmp = Float64(t_0 * t_0) ^ Float64(0.5 * Float64(y_46_re * 0.5)); end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[(x$46$im * x$46$im + N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[y$46$re, -4.5e-7], N[(N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Power[N[Sqrt[t$95$0], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision], If[LessEqual[y$46$re, 1.22], N[Exp[N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * (-y$46$im)), $MachinePrecision]], $MachinePrecision], N[Power[N[(t$95$0 * t$95$0), $MachinePrecision], N[(0.5 * N[(y$46$re * 0.5), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(x.im, x.im, x.re \cdot x.re\right)\\
\mathbf{if}\;y.re \leq -4.5 \cdot 10^{-7}:\\
\;\;\;\;\cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right) \cdot {\left(\sqrt{t\_0}\right)}^{y.re}\\
\mathbf{elif}\;y.re \leq 1.22:\\
\;\;\;\;e^{\tan^{-1}_* \frac{x.im}{x.re} \cdot \left(-y.im\right)}\\
\mathbf{else}:\\
\;\;\;\;{\left(t\_0 \cdot t\_0\right)}^{\left(0.5 \cdot \left(y.re \cdot 0.5\right)\right)}\\
\end{array}
\end{array}
if y.re < -4.4999999999999998e-7Initial program 41.5%
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-*.f6479.0
Simplified79.0%
if -4.4999999999999998e-7 < y.re < 1.21999999999999997Initial program 42.1%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6450.6
Simplified50.6%
Taylor expanded in y.re around 0
lower-exp.f64N/A
lower-neg.f64N/A
lower-*.f64N/A
lower-atan2.f6479.8
Simplified79.8%
if 1.21999999999999997 < y.re Initial program 35.7%
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-*.f6458.4
Simplified58.4%
Taylor expanded in y.re around 0
Simplified67.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-sqrt.f64N/A
lift-pow.f64N/A
*-lft-identity67.1
lift-pow.f64N/A
lift-sqrt.f64N/A
sqrt-pow2N/A
sqr-powN/A
pow-prod-downN/A
lower-pow.f64N/A
lower-*.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f6467.1
Applied egg-rr67.1%
Final simplification76.4%
herbie shell --seed 2024218
(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)))))