
(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 (* (atan2 x.im x.re) y.im)) (t_1 (fma x.im x.im (* x.re x.re))))
(if (<= y.re -3.1e+44)
(*
(exp (- (* y.re (log (sqrt (+ (* x.re x.re) (* x.im x.im))))) t_0))
(cos (* y.re (atan2 x.im x.re))))
(if (<= y.re 28.0) (exp (- t_0)) (pow (* t_1 t_1) (* y.re 0.25))))))
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 = fma(x_46_im, x_46_im, (x_46_re * x_46_re));
double tmp;
if (y_46_re <= -3.1e+44) {
tmp = exp(((y_46_re * log(sqrt(((x_46_re * x_46_re) + (x_46_im * x_46_im))))) - t_0)) * cos((y_46_re * atan2(x_46_im, x_46_re)));
} else if (y_46_re <= 28.0) {
tmp = exp(-t_0);
} else {
tmp = pow((t_1 * t_1), (y_46_re * 0.25));
}
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 = fma(x_46_im, x_46_im, Float64(x_46_re * x_46_re)) tmp = 0.0 if (y_46_re <= -3.1e+44) 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))))) - t_0)) * cos(Float64(y_46_re * atan(x_46_im, x_46_re)))); elseif (y_46_re <= 28.0) tmp = exp(Float64(-t_0)); else tmp = Float64(t_1 * t_1) ^ Float64(y_46_re * 0.25); end return 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[(x$46$im * x$46$im + N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[y$46$re, -3.1e+44], 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] - t$95$0), $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, 28.0], N[Exp[(-t$95$0)], $MachinePrecision], N[Power[N[(t$95$1 * t$95$1), $MachinePrecision], N[(y$46$re * 0.25), $MachinePrecision]], $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \tan^{-1}_* \frac{x.im}{x.re} \cdot y.im\\
t_1 := \mathsf{fma}\left(x.im, x.im, x.re \cdot x.re\right)\\
\mathbf{if}\;y.re \leq -3.1 \cdot 10^{+44}:\\
\;\;\;\;e^{y.re \cdot \log \left(\sqrt{x.re \cdot x.re + x.im \cdot x.im}\right) - t\_0} \cdot \cos \left(y.re \cdot \tan^{-1}_* \frac{x.im}{x.re}\right)\\
\mathbf{elif}\;y.re \leq 28:\\
\;\;\;\;e^{-t\_0}\\
\mathbf{else}:\\
\;\;\;\;{\left(t\_1 \cdot t\_1\right)}^{\left(y.re \cdot 0.25\right)}\\
\end{array}
\end{array}
if y.re < -3.09999999999999996e44Initial program 47.5%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6490.2
Applied rewrites90.2%
if -3.09999999999999996e44 < y.re < 28Initial program 38.4%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6445.5
Applied rewrites45.5%
Taylor expanded in y.re around 0
lower-exp.f64N/A
neg-mul-1N/A
associate-*r*N/A
lower-*.f64N/A
neg-mul-1N/A
lower-neg.f64N/A
lower-atan2.f6475.9
Applied rewrites75.9%
if 28 < y.re Initial program 39.0%
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-*.f6454.7
Applied rewrites54.7%
Taylor expanded in y.re around 0
Applied rewrites70.3%
lift-*.f64N/A
lift-fma.f64N/A
pow1/2N/A
pow1/2N/A
lift-sqrt.f64N/A
lift-pow.f64N/A
*-lft-identity70.3
lift-pow.f64N/A
lift-sqrt.f64N/A
sqrt-pow2N/A
lower-pow.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f6470.3
Applied rewrites70.3%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
sqr-powN/A
pow-prod-downN/A
lower-pow.f64N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/l*N/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval70.3
Applied rewrites70.3%
Final simplification77.6%
(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 -3.1e+44)
(* (cos (* y.re (atan2 x.im x.re))) (pow (sqrt t_0) y.re))
(if (<= y.re 28.0)
(exp (- (* (atan2 x.im x.re) y.im)))
(pow (* t_0 t_0) (* y.re 0.25))))))
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 <= -3.1e+44) {
tmp = cos((y_46_re * atan2(x_46_im, x_46_re))) * pow(sqrt(t_0), y_46_re);
} else if (y_46_re <= 28.0) {
tmp = exp(-(atan2(x_46_im, x_46_re) * y_46_im));
} else {
tmp = pow((t_0 * t_0), (y_46_re * 0.25));
}
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 <= -3.1e+44) tmp = Float64(cos(Float64(y_46_re * atan(x_46_im, x_46_re))) * (sqrt(t_0) ^ y_46_re)); elseif (y_46_re <= 28.0) tmp = exp(Float64(-Float64(atan(x_46_im, x_46_re) * y_46_im))); else tmp = Float64(t_0 * t_0) ^ Float64(y_46_re * 0.25); 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, -3.1e+44], 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, 28.0], 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[(y$46$re * 0.25), $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 -3.1 \cdot 10^{+44}:\\
\;\;\;\;\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 28:\\
\;\;\;\;e^{-\tan^{-1}_* \frac{x.im}{x.re} \cdot y.im}\\
\mathbf{else}:\\
\;\;\;\;{\left(t\_0 \cdot t\_0\right)}^{\left(y.re \cdot 0.25\right)}\\
\end{array}
\end{array}
if y.re < -3.09999999999999996e44Initial program 47.5%
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-*.f6488.6
Applied rewrites88.6%
if -3.09999999999999996e44 < y.re < 28Initial program 38.4%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6445.5
Applied rewrites45.5%
Taylor expanded in y.re around 0
lower-exp.f64N/A
neg-mul-1N/A
associate-*r*N/A
lower-*.f64N/A
neg-mul-1N/A
lower-neg.f64N/A
lower-atan2.f6475.9
Applied rewrites75.9%
if 28 < y.re Initial program 39.0%
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-*.f6454.7
Applied rewrites54.7%
Taylor expanded in y.re around 0
Applied rewrites70.3%
lift-*.f64N/A
lift-fma.f64N/A
pow1/2N/A
pow1/2N/A
lift-sqrt.f64N/A
lift-pow.f64N/A
*-lft-identity70.3
lift-pow.f64N/A
lift-sqrt.f64N/A
sqrt-pow2N/A
lower-pow.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f6470.3
Applied rewrites70.3%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
sqr-powN/A
pow-prod-downN/A
lower-pow.f64N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/l*N/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval70.3
Applied rewrites70.3%
Final simplification77.3%
(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 -3.1e+44)
(pow t_0 (* y.re 0.5))
(if (<= y.re 28.0)
(exp (- (* (atan2 x.im x.re) y.im)))
(pow (* t_0 t_0) (* y.re 0.25))))))
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 <= -3.1e+44) {
tmp = pow(t_0, (y_46_re * 0.5));
} else if (y_46_re <= 28.0) {
tmp = exp(-(atan2(x_46_im, x_46_re) * y_46_im));
} else {
tmp = pow((t_0 * t_0), (y_46_re * 0.25));
}
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 <= -3.1e+44) tmp = t_0 ^ Float64(y_46_re * 0.5); elseif (y_46_re <= 28.0) tmp = exp(Float64(-Float64(atan(x_46_im, x_46_re) * y_46_im))); else tmp = Float64(t_0 * t_0) ^ Float64(y_46_re * 0.25); 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, -3.1e+44], N[Power[t$95$0, N[(y$46$re * 0.5), $MachinePrecision]], $MachinePrecision], If[LessEqual[y$46$re, 28.0], 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[(y$46$re * 0.25), $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 -3.1 \cdot 10^{+44}:\\
\;\;\;\;{t\_0}^{\left(y.re \cdot 0.5\right)}\\
\mathbf{elif}\;y.re \leq 28:\\
\;\;\;\;e^{-\tan^{-1}_* \frac{x.im}{x.re} \cdot y.im}\\
\mathbf{else}:\\
\;\;\;\;{\left(t\_0 \cdot t\_0\right)}^{\left(y.re \cdot 0.25\right)}\\
\end{array}
\end{array}
if y.re < -3.09999999999999996e44Initial program 47.5%
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-*.f6488.6
Applied rewrites88.6%
Taylor expanded in y.re around 0
Applied rewrites83.7%
lift-*.f64N/A
lift-fma.f64N/A
pow1/2N/A
pow1/2N/A
lift-sqrt.f64N/A
lift-pow.f64N/A
*-lft-identity83.7
lift-pow.f64N/A
lift-sqrt.f64N/A
sqrt-pow2N/A
lower-pow.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f6483.7
Applied rewrites83.7%
if -3.09999999999999996e44 < y.re < 28Initial program 38.4%
Taylor expanded in y.im around 0
lower-*.f64N/A
lower-atan2.f6445.5
Applied rewrites45.5%
Taylor expanded in y.re around 0
lower-exp.f64N/A
neg-mul-1N/A
associate-*r*N/A
lower-*.f64N/A
neg-mul-1N/A
lower-neg.f64N/A
lower-atan2.f6475.9
Applied rewrites75.9%
if 28 < y.re Initial program 39.0%
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-*.f6454.7
Applied rewrites54.7%
Taylor expanded in y.re around 0
Applied rewrites70.3%
lift-*.f64N/A
lift-fma.f64N/A
pow1/2N/A
pow1/2N/A
lift-sqrt.f64N/A
lift-pow.f64N/A
*-lft-identity70.3
lift-pow.f64N/A
lift-sqrt.f64N/A
sqrt-pow2N/A
lower-pow.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f6470.3
Applied rewrites70.3%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
sqr-powN/A
pow-prod-downN/A
lower-pow.f64N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/l*N/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval70.3
Applied rewrites70.3%
Final simplification76.1%
(FPCore (x.re x.im y.re y.im) :precision binary64 (let* ((t_0 (pow (fma x.im x.im (* x.re x.re)) (* y.re 0.5)))) (if (<= y.re -2.05e-94) t_0 (if (<= y.re 1.45e-22) 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_im, x_46_im, (x_46_re * x_46_re)), (y_46_re * 0.5));
double tmp;
if (y_46_re <= -2.05e-94) {
tmp = t_0;
} else if (y_46_re <= 1.45e-22) {
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 = fma(x_46_im, x_46_im, Float64(x_46_re * x_46_re)) ^ Float64(y_46_re * 0.5) tmp = 0.0 if (y_46_re <= -2.05e-94) tmp = t_0; elseif (y_46_re <= 1.45e-22) tmp = 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[Power[N[(x$46$im * x$46$im + N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision], N[(y$46$re * 0.5), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[y$46$re, -2.05e-94], t$95$0, If[LessEqual[y$46$re, 1.45e-22], 1.0, t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\mathsf{fma}\left(x.im, x.im, x.re \cdot x.re\right)\right)}^{\left(y.re \cdot 0.5\right)}\\
\mathbf{if}\;y.re \leq -2.05 \cdot 10^{-94}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;y.re \leq 1.45 \cdot 10^{-22}:\\
\;\;\;\;1\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if y.re < -2.05e-94 or 1.4500000000000001e-22 < y.re Initial program 41.6%
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-*.f6466.0
Applied rewrites66.0%
Taylor expanded in y.re around 0
Applied rewrites72.2%
lift-*.f64N/A
lift-fma.f64N/A
pow1/2N/A
pow1/2N/A
lift-sqrt.f64N/A
lift-pow.f64N/A
*-lft-identity72.2
lift-pow.f64N/A
lift-sqrt.f64N/A
sqrt-pow2N/A
lower-pow.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f6472.2
Applied rewrites72.2%
if -2.05e-94 < y.re < 1.4500000000000001e-22Initial program 39.4%
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-*.f6429.2
Applied rewrites29.2%
Taylor expanded in y.re around 0
Applied rewrites44.7%
(FPCore (x.re x.im y.re y.im) :precision binary64 (if (<= x.im -3.45e-40) (pow (- x.im) y.re) (if (<= x.im 0.00035) (pow (* x.re x.re) (* y.re 0.5)) (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 <= -3.45e-40) {
tmp = pow(-x_46_im, y_46_re);
} else if (x_46_im <= 0.00035) {
tmp = pow((x_46_re * x_46_re), (y_46_re * 0.5));
} else {
tmp = 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 <= (-3.45d-40)) then
tmp = -x_46im ** y_46re
else if (x_46im <= 0.00035d0) then
tmp = (x_46re * x_46re) ** (y_46re * 0.5d0)
else
tmp = 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 <= -3.45e-40) {
tmp = Math.pow(-x_46_im, y_46_re);
} else if (x_46_im <= 0.00035) {
tmp = Math.pow((x_46_re * x_46_re), (y_46_re * 0.5));
} else {
tmp = 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 <= -3.45e-40: tmp = math.pow(-x_46_im, y_46_re) elif x_46_im <= 0.00035: tmp = math.pow((x_46_re * x_46_re), (y_46_re * 0.5)) else: tmp = 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 <= -3.45e-40) tmp = Float64(-x_46_im) ^ y_46_re; elseif (x_46_im <= 0.00035) tmp = Float64(x_46_re * x_46_re) ^ Float64(y_46_re * 0.5); else tmp = 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 <= -3.45e-40) tmp = -x_46_im ^ y_46_re; elseif (x_46_im <= 0.00035) tmp = (x_46_re * x_46_re) ^ (y_46_re * 0.5); else tmp = 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, -3.45e-40], N[Power[(-x$46$im), y$46$re], $MachinePrecision], If[LessEqual[x$46$im, 0.00035], N[Power[N[(x$46$re * x$46$re), $MachinePrecision], N[(y$46$re * 0.5), $MachinePrecision]], $MachinePrecision], N[Power[x$46$im, y$46$re], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x.im \leq -3.45 \cdot 10^{-40}:\\
\;\;\;\;{\left(-x.im\right)}^{y.re}\\
\mathbf{elif}\;x.im \leq 0.00035:\\
\;\;\;\;{\left(x.re \cdot x.re\right)}^{\left(y.re \cdot 0.5\right)}\\
\mathbf{else}:\\
\;\;\;\;{x.im}^{y.re}\\
\end{array}
\end{array}
if x.im < -3.4499999999999998e-40Initial program 29.9%
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-*.f6456.1
Applied rewrites56.1%
Taylor expanded in y.re around 0
Applied rewrites59.1%
Taylor expanded in x.im around -inf
mul-1-negN/A
lower-neg.f6465.0
Applied rewrites65.0%
if -3.4499999999999998e-40 < x.im < 3.49999999999999996e-4Initial program 49.1%
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-*.f6456.1
Applied rewrites56.1%
Taylor expanded in y.re around 0
Applied rewrites56.9%
lift-*.f64N/A
lift-fma.f64N/A
pow1/2N/A
pow1/2N/A
lift-sqrt.f64N/A
lift-pow.f64N/A
*-lft-identity56.9
lift-pow.f64N/A
lift-sqrt.f64N/A
sqrt-pow2N/A
lower-pow.f64N/A
div-invN/A
metadata-evalN/A
lower-*.f6456.9
Applied rewrites56.9%
Taylor expanded in x.im around 0
unpow2N/A
lower-*.f6455.7
Applied rewrites55.7%
if 3.49999999999999996e-4 < x.im Initial program 36.0%
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-*.f6441.8
Applied rewrites41.8%
Taylor expanded in y.re around 0
Applied rewrites52.7%
Taylor expanded in x.re around 0
lower-pow.f6459.9
Applied rewrites59.9%
Final simplification59.2%
(FPCore (x.re x.im y.re y.im) :precision binary64 (if (<= x.im -5.3e-17) (pow (- x.im) y.re) (if (<= x.im 6.8e-20) (pow x.re y.re) (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 <= -5.3e-17) {
tmp = pow(-x_46_im, y_46_re);
} else if (x_46_im <= 6.8e-20) {
tmp = pow(x_46_re, y_46_re);
} else {
tmp = 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 <= (-5.3d-17)) then
tmp = -x_46im ** y_46re
else if (x_46im <= 6.8d-20) then
tmp = x_46re ** y_46re
else
tmp = 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 <= -5.3e-17) {
tmp = Math.pow(-x_46_im, y_46_re);
} else if (x_46_im <= 6.8e-20) {
tmp = Math.pow(x_46_re, y_46_re);
} else {
tmp = 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 <= -5.3e-17: tmp = math.pow(-x_46_im, y_46_re) elif x_46_im <= 6.8e-20: tmp = math.pow(x_46_re, y_46_re) else: tmp = 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 <= -5.3e-17) tmp = Float64(-x_46_im) ^ y_46_re; elseif (x_46_im <= 6.8e-20) tmp = x_46_re ^ y_46_re; else tmp = 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 <= -5.3e-17) tmp = -x_46_im ^ y_46_re; elseif (x_46_im <= 6.8e-20) tmp = x_46_re ^ y_46_re; else tmp = 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, -5.3e-17], N[Power[(-x$46$im), y$46$re], $MachinePrecision], If[LessEqual[x$46$im, 6.8e-20], N[Power[x$46$re, y$46$re], $MachinePrecision], N[Power[x$46$im, y$46$re], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x.im \leq -5.3 \cdot 10^{-17}:\\
\;\;\;\;{\left(-x.im\right)}^{y.re}\\
\mathbf{elif}\;x.im \leq 6.8 \cdot 10^{-20}:\\
\;\;\;\;{x.re}^{y.re}\\
\mathbf{else}:\\
\;\;\;\;{x.im}^{y.re}\\
\end{array}
\end{array}
if x.im < -5.2999999999999998e-17Initial program 25.8%
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-*.f6455.5
Applied rewrites55.5%
Taylor expanded in y.re around 0
Applied rewrites58.7%
Taylor expanded in x.im around -inf
mul-1-negN/A
lower-neg.f6465.1
Applied rewrites65.1%
if -5.2999999999999998e-17 < x.im < 6.7999999999999994e-20Initial program 50.3%
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-*.f6457.2
Applied rewrites57.2%
Taylor expanded in y.re around 0
Applied rewrites57.2%
Taylor expanded in x.im around 0
lower-pow.f6453.1
Applied rewrites53.1%
if 6.7999999999999994e-20 < x.im Initial program 36.4%
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-*.f6440.6
Applied rewrites40.6%
Taylor expanded in y.re around 0
Applied rewrites52.7%
Taylor expanded in x.re around 0
lower-pow.f6459.7
Applied rewrites59.7%
Final simplification57.7%
(FPCore (x.re x.im y.re y.im) :precision binary64 (if (<= y.re -1850000000000.0) (pow x.im y.re) (if (<= y.re 8e-6) 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 (y_46_re <= -1850000000000.0) {
tmp = pow(x_46_im, y_46_re);
} else if (y_46_re <= 8e-6) {
tmp = 1.0;
} else {
tmp = 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 (y_46re <= (-1850000000000.0d0)) then
tmp = x_46im ** y_46re
else if (y_46re <= 8d-6) then
tmp = 1.0d0
else
tmp = 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 (y_46_re <= -1850000000000.0) {
tmp = Math.pow(x_46_im, y_46_re);
} else if (y_46_re <= 8e-6) {
tmp = 1.0;
} else {
tmp = 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 y_46_re <= -1850000000000.0: tmp = math.pow(x_46_im, y_46_re) elif y_46_re <= 8e-6: tmp = 1.0 else: tmp = 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 (y_46_re <= -1850000000000.0) tmp = x_46_im ^ y_46_re; elseif (y_46_re <= 8e-6) tmp = 1.0; else tmp = 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_re <= -1850000000000.0) tmp = x_46_im ^ y_46_re; elseif (y_46_re <= 8e-6) tmp = 1.0; else tmp = 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$46$re, -1850000000000.0], N[Power[x$46$im, y$46$re], $MachinePrecision], If[LessEqual[y$46$re, 8e-6], 1.0, N[Power[x$46$im, y$46$re], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y.re \leq -1850000000000:\\
\;\;\;\;{x.im}^{y.re}\\
\mathbf{elif}\;y.re \leq 8 \cdot 10^{-6}:\\
\;\;\;\;1\\
\mathbf{else}:\\
\;\;\;\;{x.im}^{y.re}\\
\end{array}
\end{array}
if y.re < -1.85e12 or 7.99999999999999964e-6 < y.re Initial program 42.9%
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-*.f6467.9
Applied rewrites67.9%
Taylor expanded in y.re around 0
Applied rewrites74.8%
Taylor expanded in x.re around 0
lower-pow.f6452.4
Applied rewrites52.4%
if -1.85e12 < y.re < 7.99999999999999964e-6Initial program 38.0%
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-*.f6432.4
Applied rewrites32.4%
Taylor expanded in y.re around 0
Applied rewrites43.5%
(FPCore (x.re x.im y.re y.im) :precision binary64 (if (<= x.im 6.8e-20) (pow x.re y.re) (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 <= 6.8e-20) {
tmp = pow(x_46_re, y_46_re);
} else {
tmp = 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 <= 6.8d-20) then
tmp = x_46re ** y_46re
else
tmp = 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 <= 6.8e-20) {
tmp = Math.pow(x_46_re, y_46_re);
} else {
tmp = 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 <= 6.8e-20: tmp = math.pow(x_46_re, y_46_re) else: tmp = 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 <= 6.8e-20) tmp = x_46_re ^ y_46_re; else tmp = 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 <= 6.8e-20) tmp = x_46_re ^ y_46_re; else tmp = 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, 6.8e-20], N[Power[x$46$re, y$46$re], $MachinePrecision], N[Power[x$46$im, y$46$re], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x.im \leq 6.8 \cdot 10^{-20}:\\
\;\;\;\;{x.re}^{y.re}\\
\mathbf{else}:\\
\;\;\;\;{x.im}^{y.re}\\
\end{array}
\end{array}
if x.im < 6.7999999999999994e-20Initial program 42.3%
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-*.f6456.7
Applied rewrites56.7%
Taylor expanded in y.re around 0
Applied rewrites57.7%
Taylor expanded in x.im around 0
lower-pow.f6449.1
Applied rewrites49.1%
if 6.7999999999999994e-20 < x.im Initial program 36.4%
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-*.f6440.6
Applied rewrites40.6%
Taylor expanded in y.re around 0
Applied rewrites52.7%
Taylor expanded in x.re around 0
lower-pow.f6459.7
Applied rewrites59.7%
(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 40.8%
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-*.f6452.5
Applied rewrites52.5%
Taylor expanded in y.re around 0
Applied rewrites20.5%
herbie shell --seed 2024214
(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)))))