
(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 2 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 (* (atan2 x.im x.re) y.im))
(t_1 (* y.re (atan2 x.im x.re)))
(t_2 (log (sqrt (+ (* x.re x.re) (* x.im x.im)))))
(t_3 (exp (- (* t_2 y.re) t_0))))
(if (<= (* t_3 (cos (+ (* t_2 y.im) t_1))) INFINITY)
(* t_3 (- (cos t_1) (* y.im (* (log (hypot x.im x.re)) (sin t_1)))))
(exp (- (* y.re (log (hypot x.re x.im))) t_0)))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = atan2(x_46_im, x_46_re) * y_46_im;
double t_1 = y_46_re * atan2(x_46_im, x_46_re);
double t_2 = log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))));
double t_3 = exp(((t_2 * y_46_re) - t_0));
double tmp;
if ((t_3 * cos(((t_2 * y_46_im) + t_1))) <= ((double) INFINITY)) {
tmp = t_3 * (cos(t_1) - (y_46_im * (log(hypot(x_46_im, x_46_re)) * sin(t_1))));
} else {
tmp = exp(((y_46_re * log(hypot(x_46_re, x_46_im))) - t_0));
}
return tmp;
}
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = Math.atan2(x_46_im, x_46_re) * y_46_im;
double t_1 = y_46_re * Math.atan2(x_46_im, x_46_re);
double t_2 = Math.log(Math.sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))));
double t_3 = Math.exp(((t_2 * y_46_re) - t_0));
double tmp;
if ((t_3 * Math.cos(((t_2 * y_46_im) + t_1))) <= Double.POSITIVE_INFINITY) {
tmp = t_3 * (Math.cos(t_1) - (y_46_im * (Math.log(Math.hypot(x_46_im, x_46_re)) * Math.sin(t_1))));
} else {
tmp = Math.exp(((y_46_re * Math.log(Math.hypot(x_46_re, x_46_im))) - t_0));
}
return tmp;
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): t_0 = math.atan2(x_46_im, x_46_re) * y_46_im t_1 = y_46_re * math.atan2(x_46_im, x_46_re) t_2 = math.log(math.sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im)))) t_3 = math.exp(((t_2 * y_46_re) - t_0)) tmp = 0 if (t_3 * math.cos(((t_2 * y_46_im) + t_1))) <= math.inf: tmp = t_3 * (math.cos(t_1) - (y_46_im * (math.log(math.hypot(x_46_im, x_46_re)) * math.sin(t_1)))) else: tmp = math.exp(((y_46_re * math.log(math.hypot(x_46_re, x_46_im))) - t_0)) return tmp
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = Float64(atan(x_46_im, x_46_re) * y_46_im) t_1 = Float64(y_46_re * atan(x_46_im, x_46_re)) t_2 = log(sqrt(Float64(Float64(x_46_re * x_46_re) + Float64(x_46_im * x_46_im)))) t_3 = exp(Float64(Float64(t_2 * y_46_re) - t_0)) tmp = 0.0 if (Float64(t_3 * cos(Float64(Float64(t_2 * y_46_im) + t_1))) <= Inf) tmp = Float64(t_3 * Float64(cos(t_1) - Float64(y_46_im * Float64(log(hypot(x_46_im, x_46_re)) * sin(t_1))))); else tmp = exp(Float64(Float64(y_46_re * log(hypot(x_46_re, x_46_im))) - t_0)); end return tmp end
function tmp_2 = code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = atan2(x_46_im, x_46_re) * y_46_im; t_1 = y_46_re * atan2(x_46_im, x_46_re); t_2 = log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im)))); t_3 = exp(((t_2 * y_46_re) - t_0)); tmp = 0.0; if ((t_3 * cos(((t_2 * y_46_im) + t_1))) <= Inf) tmp = t_3 * (cos(t_1) - (y_46_im * (log(hypot(x_46_im, x_46_re)) * sin(t_1)))); else tmp = exp(((y_46_re * log(hypot(x_46_re, x_46_im))) - 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[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$im), $MachinePrecision]}, Block[{t$95$1 = N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[Log[N[Sqrt[N[(N[(x$46$re * x$46$re), $MachinePrecision] + N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]}, Block[{t$95$3 = N[Exp[N[(N[(t$95$2 * y$46$re), $MachinePrecision] - t$95$0), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[N[(t$95$3 * N[Cos[N[(N[(t$95$2 * y$46$im), $MachinePrecision] + t$95$1), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], Infinity], N[(t$95$3 * N[(N[Cos[t$95$1], $MachinePrecision] - N[(y$46$im * N[(N[Log[N[Sqrt[x$46$im ^ 2 + x$46$re ^ 2], $MachinePrecision]], $MachinePrecision] * N[Sin[t$95$1], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[Exp[N[(N[(y$46$re * N[Log[N[Sqrt[x$46$re ^ 2 + x$46$im ^ 2], $MachinePrecision]], $MachinePrecision]), $MachinePrecision] - t$95$0), $MachinePrecision]], $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \tan^{-1}_* \frac{x.im}{x.re} \cdot y.im\\
t_1 := y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\\
t_2 := \log \left(\sqrt{x.re \cdot x.re + x.im \cdot x.im}\right)\\
t_3 := e^{t_2 \cdot y.re - t_0}\\
\mathbf{if}\;t_3 \cdot \cos \left(t_2 \cdot y.im + t_1\right) \leq \infty:\\
\;\;\;\;t_3 \cdot \left(\cos t_1 - y.im \cdot \left(\log \left(\mathsf{hypot}\left(x.im, x.re\right)\right) \cdot \sin t_1\right)\right)\\
\mathbf{else}:\\
\;\;\;\;e^{y.re \cdot \log \left(\mathsf{hypot}\left(x.re, x.im\right)\right) - t_0}\\
\end{array}
\end{array}
if (*.f64 (exp.f64 (-.f64 (*.f64 (log.f64 (sqrt.f64 (+.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)))) y.re) (*.f64 (atan2.f64 x.im x.re) y.im))) (cos.f64 (+.f64 (*.f64 (log.f64 (sqrt.f64 (+.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)))) y.im) (*.f64 (atan2.f64 x.im x.re) y.re)))) < +inf.0Initial program 83.3%
Taylor expanded in y.im around 0 87.8%
+-commutative87.8%
*-commutative87.8%
mul-1-neg87.8%
unsub-neg87.8%
*-commutative87.8%
*-commutative87.8%
*-commutative87.8%
associate-*l*87.8%
Simplified87.8%
if +inf.0 < (*.f64 (exp.f64 (-.f64 (*.f64 (log.f64 (sqrt.f64 (+.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)))) y.re) (*.f64 (atan2.f64 x.im x.re) y.im))) (cos.f64 (+.f64 (*.f64 (log.f64 (sqrt.f64 (+.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)))) y.im) (*.f64 (atan2.f64 x.im x.re) y.re)))) Initial program 0.0%
Simplified76.1%
Taylor expanded in x.re around 0 38.0%
Taylor expanded in y.im around 0 75.9%
Taylor expanded in y.re around 0 81.4%
Final simplification84.6%
(FPCore (x.re x.im y.re y.im) :precision binary64 (exp (- (* y.re (log (hypot x.re x.im))) (* (atan2 x.im x.re) y.im))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
return exp(((y_46_re * log(hypot(x_46_re, x_46_im))) - (atan2(x_46_im, x_46_re) * y_46_im)));
}
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
return Math.exp(((y_46_re * Math.log(Math.hypot(x_46_re, x_46_im))) - (Math.atan2(x_46_im, x_46_re) * y_46_im)));
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): return math.exp(((y_46_re * math.log(math.hypot(x_46_re, x_46_im))) - (math.atan2(x_46_im, x_46_re) * y_46_im)))
function code(x_46_re, x_46_im, y_46_re, y_46_im) return exp(Float64(Float64(y_46_re * log(hypot(x_46_re, x_46_im))) - Float64(atan(x_46_im, x_46_re) * y_46_im))) end
function tmp = code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = exp(((y_46_re * log(hypot(x_46_re, x_46_im))) - (atan2(x_46_im, x_46_re) * y_46_im))); end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := N[Exp[N[(N[(y$46$re * N[Log[N[Sqrt[x$46$re ^ 2 + x$46$im ^ 2], $MachinePrecision]], $MachinePrecision]), $MachinePrecision] - N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
e^{y.re \cdot \log \left(\mathsf{hypot}\left(x.re, x.im\right)\right) - \tan^{-1}_* \frac{x.im}{x.re} \cdot y.im}
\end{array}
Initial program 42.0%
Simplified79.7%
Taylor expanded in x.re around 0 40.8%
Taylor expanded in y.im around 0 79.5%
Taylor expanded in y.re around 0 82.7%
Final simplification82.7%
herbie shell --seed 2023188
(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)))))