
(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 7 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
(exp
(fma (log (hypot x.re x.im)) y.re (* (atan2 x.im x.re) (- y.im))))))
(if (<= x.re 8e-203)
(* t_0 (cos (* y.im (log (hypot x.im x.re)))))
(* t_0 (cos (* y.re (atan2 x.im x.re)))))))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double t_0 = exp(fma(log(hypot(x_46_re, x_46_im)), y_46_re, (atan2(x_46_im, x_46_re) * -y_46_im)));
double tmp;
if (x_46_re <= 8e-203) {
tmp = t_0 * cos((y_46_im * log(hypot(x_46_im, x_46_re))));
} else {
tmp = t_0 * cos((y_46_re * atan2(x_46_im, x_46_re)));
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = exp(fma(log(hypot(x_46_re, x_46_im)), y_46_re, Float64(atan(x_46_im, x_46_re) * Float64(-y_46_im)))) tmp = 0.0 if (x_46_re <= 8e-203) tmp = Float64(t_0 * cos(Float64(y_46_im * log(hypot(x_46_im, x_46_re))))); else tmp = Float64(t_0 * cos(Float64(y_46_re * atan(x_46_im, x_46_re)))); end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[Exp[N[(N[Log[N[Sqrt[x$46$re ^ 2 + x$46$im ^ 2], $MachinePrecision]], $MachinePrecision] * y$46$re + N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * (-y$46$im)), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[x$46$re, 8e-203], N[(t$95$0 * N[Cos[N[(y$46$im * N[Log[N[Sqrt[x$46$im ^ 2 + x$46$re ^ 2], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(t$95$0 * N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{\mathsf{fma}\left(\log \left(\mathsf{hypot}\left(x.re, x.im\right)\right), y.re, \tan^{-1}_* \frac{x.im}{x.re} \cdot \left(-y.im\right)\right)}\\
\mathbf{if}\;x.re \leq 8 \cdot 10^{-203}:\\
\;\;\;\;t\_0 \cdot \cos \left(y.im \cdot \log \left(\mathsf{hypot}\left(x.im, x.re\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right)\\
\end{array}
\end{array}
if x.re < 8.0000000000000003e-203Initial program 42.6%
cancel-sign-sub-inv42.6%
fma-define42.6%
hypot-define42.6%
distribute-lft-neg-in42.6%
distribute-rgt-neg-out42.6%
fma-define42.6%
hypot-define81.1%
*-commutative81.1%
Simplified81.1%
Taylor expanded in y.im around inf 47.7%
unpow247.7%
unpow247.7%
hypot-undefine88.9%
Simplified88.9%
if 8.0000000000000003e-203 < x.re Initial program 41.6%
cancel-sign-sub-inv41.6%
fma-define41.6%
hypot-define41.6%
distribute-lft-neg-in41.6%
distribute-rgt-neg-out41.6%
fma-define41.6%
hypot-define79.0%
*-commutative79.0%
Simplified79.0%
Taylor expanded in y.im around inf 38.9%
unpow238.9%
unpow238.9%
hypot-undefine72.6%
associate-/l*74.4%
Simplified74.4%
Taylor expanded in y.im around 0 84.9%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(if (<= x.im 1.65e-28)
(*
(exp (fma (log (hypot x.re x.im)) y.re (* (atan2 x.im x.re) (- y.im))))
(cos (* y.re (atan2 x.im x.re))))
(*
(cos (* y.im (log (hypot x.im x.re))))
(exp (- (* y.re (log 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) {
double tmp;
if (x_46_im <= 1.65e-28) {
tmp = exp(fma(log(hypot(x_46_re, x_46_im)), y_46_re, (atan2(x_46_im, x_46_re) * -y_46_im))) * cos((y_46_re * atan2(x_46_im, x_46_re)));
} else {
tmp = cos((y_46_im * log(hypot(x_46_im, x_46_re)))) * exp(((y_46_re * log(x_46_im)) - (atan2(x_46_im, x_46_re) * y_46_im)));
}
return tmp;
}
function code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = 0.0 if (x_46_im <= 1.65e-28) tmp = Float64(exp(fma(log(hypot(x_46_re, x_46_im)), y_46_re, Float64(atan(x_46_im, x_46_re) * Float64(-y_46_im)))) * cos(Float64(y_46_re * atan(x_46_im, x_46_re)))); else tmp = Float64(cos(Float64(y_46_im * log(hypot(x_46_im, x_46_re)))) * exp(Float64(Float64(y_46_re * log(x_46_im)) - Float64(atan(x_46_im, x_46_re) * y_46_im)))); end return tmp end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := If[LessEqual[x$46$im, 1.65e-28], N[(N[Exp[N[(N[Log[N[Sqrt[x$46$re ^ 2 + x$46$im ^ 2], $MachinePrecision]], $MachinePrecision] * y$46$re + 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], N[(N[Cos[N[(y$46$im * N[Log[N[Sqrt[x$46$im ^ 2 + x$46$re ^ 2], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Exp[N[(N[(y$46$re * N[Log[x$46$im], $MachinePrecision]), $MachinePrecision] - N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x.im \leq 1.65 \cdot 10^{-28}:\\
\;\;\;\;e^{\mathsf{fma}\left(\log \left(\mathsf{hypot}\left(x.re, x.im\right)\right), y.re, \tan^{-1}_* \frac{x.im}{x.re} \cdot \left(-y.im\right)\right)} \cdot \cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right)\\
\mathbf{else}:\\
\;\;\;\;\cos \left(y.im \cdot \log \left(\mathsf{hypot}\left(x.im, x.re\right)\right)\right) \cdot e^{y.re \cdot \log x.im - \tan^{-1}_* \frac{x.im}{x.re} \cdot y.im}\\
\end{array}
\end{array}
if x.im < 1.6500000000000001e-28Initial program 43.4%
cancel-sign-sub-inv43.4%
fma-define43.4%
hypot-define43.4%
distribute-lft-neg-in43.4%
distribute-rgt-neg-out43.4%
fma-define43.4%
hypot-define79.9%
*-commutative79.9%
Simplified79.9%
Taylor expanded in y.im around inf 40.8%
unpow240.8%
unpow240.8%
hypot-undefine74.1%
associate-/l*74.1%
Simplified74.1%
Taylor expanded in y.im around 0 83.4%
if 1.6500000000000001e-28 < x.im Initial program 38.7%
cancel-sign-sub-inv38.7%
fma-define38.7%
hypot-define38.7%
distribute-lft-neg-in38.7%
distribute-rgt-neg-out38.7%
fma-define38.7%
hypot-define81.1%
*-commutative81.1%
Simplified81.1%
Taylor expanded in x.re around 0 81.1%
+-commutative81.1%
neg-mul-181.1%
unsub-neg81.1%
*-commutative81.1%
Simplified81.1%
Taylor expanded in y.im around inf 43.2%
unpow243.2%
unpow243.2%
hypot-undefine88.7%
Simplified88.7%
Final simplification84.8%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(if (or (<= y.im -8e+37) (not (<= y.im 1.8e+67)))
(*
(cos (* y.re (atan2 x.im x.re)))
(exp
(-
(* y.re (log (sqrt (+ (* x.re x.re) (* x.im x.im)))))
(* (atan2 x.im x.re) y.im))))
(* (cos (* y.im (log (hypot x.im x.re)))) (pow (hypot x.re 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 ((y_46_im <= -8e+37) || !(y_46_im <= 1.8e+67)) {
tmp = cos((y_46_re * atan2(x_46_im, x_46_re))) * 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)));
} else {
tmp = cos((y_46_im * log(hypot(x_46_im, x_46_re)))) * pow(hypot(x_46_re, x_46_im), y_46_re);
}
return tmp;
}
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double tmp;
if ((y_46_im <= -8e+37) || !(y_46_im <= 1.8e+67)) {
tmp = Math.cos((y_46_re * Math.atan2(x_46_im, x_46_re))) * Math.exp(((y_46_re * Math.log(Math.sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))))) - (Math.atan2(x_46_im, x_46_re) * y_46_im)));
} else {
tmp = Math.cos((y_46_im * Math.log(Math.hypot(x_46_im, x_46_re)))) * Math.pow(Math.hypot(x_46_re, 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 (y_46_im <= -8e+37) or not (y_46_im <= 1.8e+67): tmp = math.cos((y_46_re * math.atan2(x_46_im, x_46_re))) * math.exp(((y_46_re * math.log(math.sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))))) - (math.atan2(x_46_im, x_46_re) * y_46_im))) else: tmp = math.cos((y_46_im * math.log(math.hypot(x_46_im, x_46_re)))) * math.pow(math.hypot(x_46_re, 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 ((y_46_im <= -8e+37) || !(y_46_im <= 1.8e+67)) tmp = Float64(cos(Float64(y_46_re * atan(x_46_im, x_46_re))) * 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)))); else tmp = Float64(cos(Float64(y_46_im * log(hypot(x_46_im, x_46_re)))) * (hypot(x_46_re, 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 ((y_46_im <= -8e+37) || ~((y_46_im <= 1.8e+67))) tmp = cos((y_46_re * atan2(x_46_im, x_46_re))) * 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))); else tmp = cos((y_46_im * log(hypot(x_46_im, x_46_re)))) * (hypot(x_46_re, 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[Or[LessEqual[y$46$im, -8e+37], N[Not[LessEqual[y$46$im, 1.8e+67]], $MachinePrecision]], N[(N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * 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]), $MachinePrecision], N[(N[Cos[N[(y$46$im * N[Log[N[Sqrt[x$46$im ^ 2 + x$46$re ^ 2], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Power[N[Sqrt[x$46$re ^ 2 + x$46$im ^ 2], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y.im \leq -8 \cdot 10^{+37} \lor \neg \left(y.im \leq 1.8 \cdot 10^{+67}\right):\\
\;\;\;\;\cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right) \cdot 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}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(y.im \cdot \log \left(\mathsf{hypot}\left(x.im, x.re\right)\right)\right) \cdot {\left(\mathsf{hypot}\left(x.re, x.im\right)\right)}^{y.re}\\
\end{array}
\end{array}
if y.im < -7.99999999999999963e37 or 1.7999999999999999e67 < y.im Initial program 38.9%
Taylor expanded in y.im around 0 58.8%
if -7.99999999999999963e37 < y.im < 1.7999999999999999e67Initial program 44.6%
exp-diff44.6%
exp-to-pow44.6%
hypot-define44.6%
*-commutative44.6%
exp-prod43.6%
fma-define43.6%
hypot-define86.4%
*-commutative86.4%
Simplified86.4%
Taylor expanded in y.im around 0 84.8%
Taylor expanded in y.im around inf 48.4%
unpow249.0%
unpow249.0%
hypot-undefine94.6%
Simplified91.3%
Final simplification77.5%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(let* ((t_0 (cos (* y.im (log (hypot x.im x.re))))))
(if (<= x.im 1.2e-72)
(* t_0 (pow (hypot x.re x.im) y.re))
(* t_0 (exp (- (* y.re (log 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) {
double t_0 = cos((y_46_im * log(hypot(x_46_im, x_46_re))));
double tmp;
if (x_46_im <= 1.2e-72) {
tmp = t_0 * pow(hypot(x_46_re, x_46_im), y_46_re);
} else {
tmp = t_0 * exp(((y_46_re * log(x_46_im)) - (atan2(x_46_im, x_46_re) * y_46_im)));
}
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.cos((y_46_im * Math.log(Math.hypot(x_46_im, x_46_re))));
double tmp;
if (x_46_im <= 1.2e-72) {
tmp = t_0 * Math.pow(Math.hypot(x_46_re, x_46_im), y_46_re);
} else {
tmp = t_0 * Math.exp(((y_46_re * Math.log(x_46_im)) - (Math.atan2(x_46_im, x_46_re) * y_46_im)));
}
return tmp;
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): t_0 = math.cos((y_46_im * math.log(math.hypot(x_46_im, x_46_re)))) tmp = 0 if x_46_im <= 1.2e-72: tmp = t_0 * math.pow(math.hypot(x_46_re, x_46_im), y_46_re) else: tmp = t_0 * math.exp(((y_46_re * math.log(x_46_im)) - (math.atan2(x_46_im, x_46_re) * y_46_im))) return tmp
function code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = cos(Float64(y_46_im * log(hypot(x_46_im, x_46_re)))) tmp = 0.0 if (x_46_im <= 1.2e-72) tmp = Float64(t_0 * (hypot(x_46_re, x_46_im) ^ y_46_re)); else tmp = Float64(t_0 * exp(Float64(Float64(y_46_re * log(x_46_im)) - Float64(atan(x_46_im, x_46_re) * y_46_im)))); end return tmp end
function tmp_2 = code(x_46_re, x_46_im, y_46_re, y_46_im) t_0 = cos((y_46_im * log(hypot(x_46_im, x_46_re)))); tmp = 0.0; if (x_46_im <= 1.2e-72) tmp = t_0 * (hypot(x_46_re, x_46_im) ^ y_46_re); else tmp = t_0 * exp(((y_46_re * log(x_46_im)) - (atan2(x_46_im, x_46_re) * y_46_im))); end tmp_2 = tmp; end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := Block[{t$95$0 = N[Cos[N[(y$46$im * N[Log[N[Sqrt[x$46$im ^ 2 + x$46$re ^ 2], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[x$46$im, 1.2e-72], N[(t$95$0 * N[Power[N[Sqrt[x$46$re ^ 2 + x$46$im ^ 2], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision], N[(t$95$0 * N[Exp[N[(N[(y$46$re * N[Log[x$46$im], $MachinePrecision]), $MachinePrecision] - N[(N[ArcTan[x$46$im / x$46$re], $MachinePrecision] * y$46$im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos \left(y.im \cdot \log \left(\mathsf{hypot}\left(x.im, x.re\right)\right)\right)\\
\mathbf{if}\;x.im \leq 1.2 \cdot 10^{-72}:\\
\;\;\;\;t\_0 \cdot {\left(\mathsf{hypot}\left(x.re, x.im\right)\right)}^{y.re}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot e^{y.re \cdot \log x.im - \tan^{-1}_* \frac{x.im}{x.re} \cdot y.im}\\
\end{array}
\end{array}
if x.im < 1.2e-72Initial program 42.5%
exp-diff36.0%
exp-to-pow36.0%
hypot-define36.0%
*-commutative36.0%
exp-prod34.8%
fma-define34.8%
hypot-define70.2%
*-commutative70.2%
Simplified70.2%
Taylor expanded in y.im around 0 58.3%
Taylor expanded in y.im around inf 34.9%
unpow246.1%
unpow246.1%
hypot-undefine83.7%
Simplified62.5%
if 1.2e-72 < x.im Initial program 41.3%
cancel-sign-sub-inv41.3%
fma-define41.3%
hypot-define41.3%
distribute-lft-neg-in41.3%
distribute-rgt-neg-out41.3%
fma-define41.3%
hypot-define81.8%
*-commutative81.8%
Simplified81.8%
Taylor expanded in x.re around 0 79.2%
+-commutative79.2%
neg-mul-179.2%
unsub-neg79.2%
*-commutative79.2%
Simplified79.2%
Taylor expanded in y.im around inf 44.0%
unpow245.3%
unpow245.3%
hypot-undefine88.6%
Simplified85.9%
Final simplification69.2%
(FPCore (x.re x.im y.re y.im)
:precision binary64
(if (<= y.im -4.2e+79)
(*
(cos (* y.re (atan2 x.im x.re)))
(pow (sqrt (+ (pow x.im 2.0) (pow x.re 2.0))) y.re))
(* (cos (* y.im (log (hypot x.im x.re)))) (pow (hypot x.re 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 (y_46_im <= -4.2e+79) {
tmp = cos((y_46_re * atan2(x_46_im, x_46_re))) * pow(sqrt((pow(x_46_im, 2.0) + pow(x_46_re, 2.0))), y_46_re);
} else {
tmp = cos((y_46_im * log(hypot(x_46_im, x_46_re)))) * pow(hypot(x_46_re, x_46_im), y_46_re);
}
return tmp;
}
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
double tmp;
if (y_46_im <= -4.2e+79) {
tmp = Math.cos((y_46_re * Math.atan2(x_46_im, x_46_re))) * Math.pow(Math.sqrt((Math.pow(x_46_im, 2.0) + Math.pow(x_46_re, 2.0))), y_46_re);
} else {
tmp = Math.cos((y_46_im * Math.log(Math.hypot(x_46_im, x_46_re)))) * Math.pow(Math.hypot(x_46_re, 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 y_46_im <= -4.2e+79: tmp = math.cos((y_46_re * math.atan2(x_46_im, x_46_re))) * math.pow(math.sqrt((math.pow(x_46_im, 2.0) + math.pow(x_46_re, 2.0))), y_46_re) else: tmp = math.cos((y_46_im * math.log(math.hypot(x_46_im, x_46_re)))) * math.pow(math.hypot(x_46_re, 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 (y_46_im <= -4.2e+79) tmp = Float64(cos(Float64(y_46_re * atan(x_46_im, x_46_re))) * (sqrt(Float64((x_46_im ^ 2.0) + (x_46_re ^ 2.0))) ^ y_46_re)); else tmp = Float64(cos(Float64(y_46_im * log(hypot(x_46_im, x_46_re)))) * (hypot(x_46_re, 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 (y_46_im <= -4.2e+79) tmp = cos((y_46_re * atan2(x_46_im, x_46_re))) * (sqrt(((x_46_im ^ 2.0) + (x_46_re ^ 2.0))) ^ y_46_re); else tmp = cos((y_46_im * log(hypot(x_46_im, x_46_re)))) * (hypot(x_46_re, 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[y$46$im, -4.2e+79], N[(N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Power[N[Sqrt[N[(N[Power[x$46$im, 2.0], $MachinePrecision] + N[Power[x$46$re, 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision], N[(N[Cos[N[(y$46$im * N[Log[N[Sqrt[x$46$im ^ 2 + x$46$re ^ 2], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Power[N[Sqrt[x$46$re ^ 2 + x$46$im ^ 2], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y.im \leq -4.2 \cdot 10^{+79}:\\
\;\;\;\;\cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right) \cdot {\left(\sqrt{{x.im}^{2} + {x.re}^{2}}\right)}^{y.re}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(y.im \cdot \log \left(\mathsf{hypot}\left(x.im, x.re\right)\right)\right) \cdot {\left(\mathsf{hypot}\left(x.re, x.im\right)\right)}^{y.re}\\
\end{array}
\end{array}
if y.im < -4.20000000000000016e79Initial program 36.6%
exp-diff23.1%
exp-to-pow23.1%
hypot-define23.1%
*-commutative23.1%
exp-prod21.2%
fma-define21.2%
hypot-define52.6%
*-commutative52.6%
Simplified52.6%
Taylor expanded in y.im around 0 23.4%
Taylor expanded in y.im around 0 36.4%
if -4.20000000000000016e79 < y.im Initial program 43.6%
exp-diff40.2%
exp-to-pow40.2%
hypot-define40.2%
*-commutative40.2%
exp-prod38.9%
fma-define38.9%
hypot-define75.7%
*-commutative75.7%
Simplified75.7%
Taylor expanded in y.im around 0 66.7%
Taylor expanded in y.im around inf 39.2%
unpow247.8%
unpow247.8%
hypot-undefine88.5%
Simplified72.4%
Final simplification65.1%
(FPCore (x.re x.im y.re y.im) :precision binary64 (* (cos (* y.im (log (hypot x.im x.re)))) (pow (hypot x.re x.im) y.re)))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
return cos((y_46_im * log(hypot(x_46_im, x_46_re)))) * pow(hypot(x_46_re, x_46_im), y_46_re);
}
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
return Math.cos((y_46_im * Math.log(Math.hypot(x_46_im, x_46_re)))) * Math.pow(Math.hypot(x_46_re, x_46_im), y_46_re);
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): return math.cos((y_46_im * math.log(math.hypot(x_46_im, x_46_re)))) * math.pow(math.hypot(x_46_re, x_46_im), y_46_re)
function code(x_46_re, x_46_im, y_46_re, y_46_im) return Float64(cos(Float64(y_46_im * log(hypot(x_46_im, x_46_re)))) * (hypot(x_46_re, x_46_im) ^ y_46_re)) end
function tmp = code(x_46_re, x_46_im, y_46_re, y_46_im) tmp = cos((y_46_im * log(hypot(x_46_im, x_46_re)))) * (hypot(x_46_re, x_46_im) ^ y_46_re); end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := N[(N[Cos[N[(y$46$im * N[Log[N[Sqrt[x$46$im ^ 2 + x$46$re ^ 2], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Power[N[Sqrt[x$46$re ^ 2 + x$46$im ^ 2], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\cos \left(y.im \cdot \log \left(\mathsf{hypot}\left(x.im, x.re\right)\right)\right) \cdot {\left(\mathsf{hypot}\left(x.re, x.im\right)\right)}^{y.re}
\end{array}
Initial program 42.2%
exp-diff36.7%
exp-to-pow36.7%
hypot-define36.7%
*-commutative36.7%
exp-prod35.3%
fma-define35.3%
hypot-define71.0%
*-commutative71.0%
Simplified71.0%
Taylor expanded in y.im around 0 57.9%
Taylor expanded in y.im around inf 34.5%
unpow245.9%
unpow245.9%
hypot-undefine85.1%
Simplified62.4%
Final simplification62.4%
(FPCore (x.re x.im y.re y.im) :precision binary64 (* (cos (* y.re (atan2 x.im x.re))) (pow (hypot x.im x.re) y.re)))
double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
return cos((y_46_re * atan2(x_46_im, x_46_re))) * pow(hypot(x_46_im, x_46_re), y_46_re);
}
public static double code(double x_46_re, double x_46_im, double y_46_re, double y_46_im) {
return Math.cos((y_46_re * Math.atan2(x_46_im, x_46_re))) * Math.pow(Math.hypot(x_46_im, x_46_re), y_46_re);
}
def code(x_46_re, x_46_im, y_46_re, y_46_im): return math.cos((y_46_re * math.atan2(x_46_im, x_46_re))) * math.pow(math.hypot(x_46_im, x_46_re), y_46_re)
function code(x_46_re, x_46_im, y_46_re, y_46_im) return Float64(cos(Float64(y_46_re * atan(x_46_im, x_46_re))) * (hypot(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) tmp = cos((y_46_re * atan2(x_46_im, x_46_re))) * (hypot(x_46_im, x_46_re) ^ y_46_re); end
code[x$46$re_, x$46$im_, y$46$re_, y$46$im_] := N[(N[Cos[N[(y$46$re * N[ArcTan[x$46$im / x$46$re], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Power[N[Sqrt[x$46$im ^ 2 + x$46$re ^ 2], $MachinePrecision], y$46$re], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right) \cdot {\left(\mathsf{hypot}\left(x.im, x.re\right)\right)}^{y.re}
\end{array}
Initial program 42.2%
exp-diff36.7%
exp-to-pow36.7%
hypot-define36.7%
*-commutative36.7%
exp-prod35.3%
fma-define35.3%
hypot-define71.0%
*-commutative71.0%
Simplified71.0%
Taylor expanded in y.im around 0 57.9%
Taylor expanded in y.im around 0 52.4%
unpow252.4%
unpow252.4%
hypot-undefine58.4%
Simplified58.4%
herbie shell --seed 2024108
(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)))))