
(FPCore (z)
:precision binary64
(let* ((t_0 (- (- 1.0 z) 1.0)) (t_1 (+ t_0 7.0)) (t_2 (+ t_1 0.5)))
(*
(/ PI (sin (* PI z)))
(*
(* (* (sqrt (* PI 2.0)) (pow t_2 (+ t_0 0.5))) (exp (- t_2)))
(+
(+
(+
(+
(+
(+
(+
(+ 0.9999999999998099 (/ 676.5203681218851 (+ t_0 1.0)))
(/ -1259.1392167224028 (+ t_0 2.0)))
(/ 771.3234287776531 (+ t_0 3.0)))
(/ -176.6150291621406 (+ t_0 4.0)))
(/ 12.507343278686905 (+ t_0 5.0)))
(/ -0.13857109526572012 (+ t_0 6.0)))
(/ 9.984369578019572e-6 t_1))
(/ 1.5056327351493116e-7 (+ t_0 8.0)))))))
double code(double z) {
double t_0 = (1.0 - z) - 1.0;
double t_1 = t_0 + 7.0;
double t_2 = t_1 + 0.5;
return (((double) M_PI) / sin((((double) M_PI) * z))) * (((sqrt((((double) M_PI) * 2.0)) * pow(t_2, (t_0 + 0.5))) * exp(-t_2)) * ((((((((0.9999999999998099 + (676.5203681218851 / (t_0 + 1.0))) + (-1259.1392167224028 / (t_0 + 2.0))) + (771.3234287776531 / (t_0 + 3.0))) + (-176.6150291621406 / (t_0 + 4.0))) + (12.507343278686905 / (t_0 + 5.0))) + (-0.13857109526572012 / (t_0 + 6.0))) + (9.984369578019572e-6 / t_1)) + (1.5056327351493116e-7 / (t_0 + 8.0))));
}
public static double code(double z) {
double t_0 = (1.0 - z) - 1.0;
double t_1 = t_0 + 7.0;
double t_2 = t_1 + 0.5;
return (Math.PI / Math.sin((Math.PI * z))) * (((Math.sqrt((Math.PI * 2.0)) * Math.pow(t_2, (t_0 + 0.5))) * Math.exp(-t_2)) * ((((((((0.9999999999998099 + (676.5203681218851 / (t_0 + 1.0))) + (-1259.1392167224028 / (t_0 + 2.0))) + (771.3234287776531 / (t_0 + 3.0))) + (-176.6150291621406 / (t_0 + 4.0))) + (12.507343278686905 / (t_0 + 5.0))) + (-0.13857109526572012 / (t_0 + 6.0))) + (9.984369578019572e-6 / t_1)) + (1.5056327351493116e-7 / (t_0 + 8.0))));
}
def code(z): t_0 = (1.0 - z) - 1.0 t_1 = t_0 + 7.0 t_2 = t_1 + 0.5 return (math.pi / math.sin((math.pi * z))) * (((math.sqrt((math.pi * 2.0)) * math.pow(t_2, (t_0 + 0.5))) * math.exp(-t_2)) * ((((((((0.9999999999998099 + (676.5203681218851 / (t_0 + 1.0))) + (-1259.1392167224028 / (t_0 + 2.0))) + (771.3234287776531 / (t_0 + 3.0))) + (-176.6150291621406 / (t_0 + 4.0))) + (12.507343278686905 / (t_0 + 5.0))) + (-0.13857109526572012 / (t_0 + 6.0))) + (9.984369578019572e-6 / t_1)) + (1.5056327351493116e-7 / (t_0 + 8.0))))
function code(z) t_0 = Float64(Float64(1.0 - z) - 1.0) t_1 = Float64(t_0 + 7.0) t_2 = Float64(t_1 + 0.5) return Float64(Float64(pi / sin(Float64(pi * z))) * Float64(Float64(Float64(sqrt(Float64(pi * 2.0)) * (t_2 ^ Float64(t_0 + 0.5))) * exp(Float64(-t_2))) * Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(0.9999999999998099 + Float64(676.5203681218851 / Float64(t_0 + 1.0))) + Float64(-1259.1392167224028 / Float64(t_0 + 2.0))) + Float64(771.3234287776531 / Float64(t_0 + 3.0))) + Float64(-176.6150291621406 / Float64(t_0 + 4.0))) + Float64(12.507343278686905 / Float64(t_0 + 5.0))) + Float64(-0.13857109526572012 / Float64(t_0 + 6.0))) + Float64(9.984369578019572e-6 / t_1)) + Float64(1.5056327351493116e-7 / Float64(t_0 + 8.0))))) end
function tmp = code(z) t_0 = (1.0 - z) - 1.0; t_1 = t_0 + 7.0; t_2 = t_1 + 0.5; tmp = (pi / sin((pi * z))) * (((sqrt((pi * 2.0)) * (t_2 ^ (t_0 + 0.5))) * exp(-t_2)) * ((((((((0.9999999999998099 + (676.5203681218851 / (t_0 + 1.0))) + (-1259.1392167224028 / (t_0 + 2.0))) + (771.3234287776531 / (t_0 + 3.0))) + (-176.6150291621406 / (t_0 + 4.0))) + (12.507343278686905 / (t_0 + 5.0))) + (-0.13857109526572012 / (t_0 + 6.0))) + (9.984369578019572e-6 / t_1)) + (1.5056327351493116e-7 / (t_0 + 8.0)))); end
code[z_] := Block[{t$95$0 = N[(N[(1.0 - z), $MachinePrecision] - 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 + 7.0), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 + 0.5), $MachinePrecision]}, N[(N[(Pi / N[Sin[N[(Pi * z), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[Sqrt[N[(Pi * 2.0), $MachinePrecision]], $MachinePrecision] * N[Power[t$95$2, N[(t$95$0 + 0.5), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Exp[(-t$95$2)], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[(N[(N[(N[(N[(0.9999999999998099 + N[(676.5203681218851 / N[(t$95$0 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1259.1392167224028 / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(771.3234287776531 / N[(t$95$0 + 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-176.6150291621406 / N[(t$95$0 + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(12.507343278686905 / N[(t$95$0 + 5.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.13857109526572012 / N[(t$95$0 + 6.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(9.984369578019572e-6 / t$95$1), $MachinePrecision]), $MachinePrecision] + N[(1.5056327351493116e-7 / N[(t$95$0 + 8.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - z\right) - 1\\
t_1 := t\_0 + 7\\
t_2 := t\_1 + 0.5\\
\frac{\pi}{\sin \left(\pi \cdot z\right)} \cdot \left(\left(\left(\sqrt{\pi \cdot 2} \cdot {t\_2}^{\left(t\_0 + 0.5\right)}\right) \cdot e^{-t\_2}\right) \cdot \left(\left(\left(\left(\left(\left(\left(\left(0.9999999999998099 + \frac{676.5203681218851}{t\_0 + 1}\right) + \frac{-1259.1392167224028}{t\_0 + 2}\right) + \frac{771.3234287776531}{t\_0 + 3}\right) + \frac{-176.6150291621406}{t\_0 + 4}\right) + \frac{12.507343278686905}{t\_0 + 5}\right) + \frac{-0.13857109526572012}{t\_0 + 6}\right) + \frac{9.984369578019572 \cdot 10^{-6}}{t\_1}\right) + \frac{1.5056327351493116 \cdot 10^{-7}}{t\_0 + 8}\right)\right)
\end{array}
\end{array}
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (z)
:precision binary64
(let* ((t_0 (- (- 1.0 z) 1.0)) (t_1 (+ t_0 7.0)) (t_2 (+ t_1 0.5)))
(*
(/ PI (sin (* PI z)))
(*
(* (* (sqrt (* PI 2.0)) (pow t_2 (+ t_0 0.5))) (exp (- t_2)))
(+
(+
(+
(+
(+
(+
(+
(+ 0.9999999999998099 (/ 676.5203681218851 (+ t_0 1.0)))
(/ -1259.1392167224028 (+ t_0 2.0)))
(/ 771.3234287776531 (+ t_0 3.0)))
(/ -176.6150291621406 (+ t_0 4.0)))
(/ 12.507343278686905 (+ t_0 5.0)))
(/ -0.13857109526572012 (+ t_0 6.0)))
(/ 9.984369578019572e-6 t_1))
(/ 1.5056327351493116e-7 (+ t_0 8.0)))))))
double code(double z) {
double t_0 = (1.0 - z) - 1.0;
double t_1 = t_0 + 7.0;
double t_2 = t_1 + 0.5;
return (((double) M_PI) / sin((((double) M_PI) * z))) * (((sqrt((((double) M_PI) * 2.0)) * pow(t_2, (t_0 + 0.5))) * exp(-t_2)) * ((((((((0.9999999999998099 + (676.5203681218851 / (t_0 + 1.0))) + (-1259.1392167224028 / (t_0 + 2.0))) + (771.3234287776531 / (t_0 + 3.0))) + (-176.6150291621406 / (t_0 + 4.0))) + (12.507343278686905 / (t_0 + 5.0))) + (-0.13857109526572012 / (t_0 + 6.0))) + (9.984369578019572e-6 / t_1)) + (1.5056327351493116e-7 / (t_0 + 8.0))));
}
public static double code(double z) {
double t_0 = (1.0 - z) - 1.0;
double t_1 = t_0 + 7.0;
double t_2 = t_1 + 0.5;
return (Math.PI / Math.sin((Math.PI * z))) * (((Math.sqrt((Math.PI * 2.0)) * Math.pow(t_2, (t_0 + 0.5))) * Math.exp(-t_2)) * ((((((((0.9999999999998099 + (676.5203681218851 / (t_0 + 1.0))) + (-1259.1392167224028 / (t_0 + 2.0))) + (771.3234287776531 / (t_0 + 3.0))) + (-176.6150291621406 / (t_0 + 4.0))) + (12.507343278686905 / (t_0 + 5.0))) + (-0.13857109526572012 / (t_0 + 6.0))) + (9.984369578019572e-6 / t_1)) + (1.5056327351493116e-7 / (t_0 + 8.0))));
}
def code(z): t_0 = (1.0 - z) - 1.0 t_1 = t_0 + 7.0 t_2 = t_1 + 0.5 return (math.pi / math.sin((math.pi * z))) * (((math.sqrt((math.pi * 2.0)) * math.pow(t_2, (t_0 + 0.5))) * math.exp(-t_2)) * ((((((((0.9999999999998099 + (676.5203681218851 / (t_0 + 1.0))) + (-1259.1392167224028 / (t_0 + 2.0))) + (771.3234287776531 / (t_0 + 3.0))) + (-176.6150291621406 / (t_0 + 4.0))) + (12.507343278686905 / (t_0 + 5.0))) + (-0.13857109526572012 / (t_0 + 6.0))) + (9.984369578019572e-6 / t_1)) + (1.5056327351493116e-7 / (t_0 + 8.0))))
function code(z) t_0 = Float64(Float64(1.0 - z) - 1.0) t_1 = Float64(t_0 + 7.0) t_2 = Float64(t_1 + 0.5) return Float64(Float64(pi / sin(Float64(pi * z))) * Float64(Float64(Float64(sqrt(Float64(pi * 2.0)) * (t_2 ^ Float64(t_0 + 0.5))) * exp(Float64(-t_2))) * Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(0.9999999999998099 + Float64(676.5203681218851 / Float64(t_0 + 1.0))) + Float64(-1259.1392167224028 / Float64(t_0 + 2.0))) + Float64(771.3234287776531 / Float64(t_0 + 3.0))) + Float64(-176.6150291621406 / Float64(t_0 + 4.0))) + Float64(12.507343278686905 / Float64(t_0 + 5.0))) + Float64(-0.13857109526572012 / Float64(t_0 + 6.0))) + Float64(9.984369578019572e-6 / t_1)) + Float64(1.5056327351493116e-7 / Float64(t_0 + 8.0))))) end
function tmp = code(z) t_0 = (1.0 - z) - 1.0; t_1 = t_0 + 7.0; t_2 = t_1 + 0.5; tmp = (pi / sin((pi * z))) * (((sqrt((pi * 2.0)) * (t_2 ^ (t_0 + 0.5))) * exp(-t_2)) * ((((((((0.9999999999998099 + (676.5203681218851 / (t_0 + 1.0))) + (-1259.1392167224028 / (t_0 + 2.0))) + (771.3234287776531 / (t_0 + 3.0))) + (-176.6150291621406 / (t_0 + 4.0))) + (12.507343278686905 / (t_0 + 5.0))) + (-0.13857109526572012 / (t_0 + 6.0))) + (9.984369578019572e-6 / t_1)) + (1.5056327351493116e-7 / (t_0 + 8.0)))); end
code[z_] := Block[{t$95$0 = N[(N[(1.0 - z), $MachinePrecision] - 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 + 7.0), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 + 0.5), $MachinePrecision]}, N[(N[(Pi / N[Sin[N[(Pi * z), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[Sqrt[N[(Pi * 2.0), $MachinePrecision]], $MachinePrecision] * N[Power[t$95$2, N[(t$95$0 + 0.5), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Exp[(-t$95$2)], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[(N[(N[(N[(N[(0.9999999999998099 + N[(676.5203681218851 / N[(t$95$0 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1259.1392167224028 / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(771.3234287776531 / N[(t$95$0 + 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-176.6150291621406 / N[(t$95$0 + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(12.507343278686905 / N[(t$95$0 + 5.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.13857109526572012 / N[(t$95$0 + 6.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(9.984369578019572e-6 / t$95$1), $MachinePrecision]), $MachinePrecision] + N[(1.5056327351493116e-7 / N[(t$95$0 + 8.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - z\right) - 1\\
t_1 := t\_0 + 7\\
t_2 := t\_1 + 0.5\\
\frac{\pi}{\sin \left(\pi \cdot z\right)} \cdot \left(\left(\left(\sqrt{\pi \cdot 2} \cdot {t\_2}^{\left(t\_0 + 0.5\right)}\right) \cdot e^{-t\_2}\right) \cdot \left(\left(\left(\left(\left(\left(\left(\left(0.9999999999998099 + \frac{676.5203681218851}{t\_0 + 1}\right) + \frac{-1259.1392167224028}{t\_0 + 2}\right) + \frac{771.3234287776531}{t\_0 + 3}\right) + \frac{-176.6150291621406}{t\_0 + 4}\right) + \frac{12.507343278686905}{t\_0 + 5}\right) + \frac{-0.13857109526572012}{t\_0 + 6}\right) + \frac{9.984369578019572 \cdot 10^{-6}}{t\_1}\right) + \frac{1.5056327351493116 \cdot 10^{-7}}{t\_0 + 8}\right)\right)
\end{array}
\end{array}
(FPCore (z)
:precision binary64
(*
(*
(/ PI (sin (* PI z)))
(*
(exp (- (+ 0.5 (- (- 1.0 z) -6.0))))
(* (* (sqrt PI) (pow (- 7.5 z) (- 0.5 z))) (sqrt 2.0))))
(fma (fma 545.0353078428827 z 436.8961725563396) z 263.3831869810514)))
double code(double z) {
return ((((double) M_PI) / sin((((double) M_PI) * z))) * (exp(-(0.5 + ((1.0 - z) - -6.0))) * ((sqrt(((double) M_PI)) * pow((7.5 - z), (0.5 - z))) * sqrt(2.0)))) * fma(fma(545.0353078428827, z, 436.8961725563396), z, 263.3831869810514);
}
function code(z) return Float64(Float64(Float64(pi / sin(Float64(pi * z))) * Float64(exp(Float64(-Float64(0.5 + Float64(Float64(1.0 - z) - -6.0)))) * Float64(Float64(sqrt(pi) * (Float64(7.5 - z) ^ Float64(0.5 - z))) * sqrt(2.0)))) * fma(fma(545.0353078428827, z, 436.8961725563396), z, 263.3831869810514)) end
code[z_] := N[(N[(N[(Pi / N[Sin[N[(Pi * z), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-N[(0.5 + N[(N[(1.0 - z), $MachinePrecision] - -6.0), $MachinePrecision]), $MachinePrecision])], $MachinePrecision] * N[(N[(N[Sqrt[Pi], $MachinePrecision] * N[Power[N[(7.5 - z), $MachinePrecision], N[(0.5 - z), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(545.0353078428827 * z + 436.8961725563396), $MachinePrecision] * z + 263.3831869810514), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{\pi}{\sin \left(\pi \cdot z\right)} \cdot \left(e^{-\left(0.5 + \left(\left(1 - z\right) - -6\right)\right)} \cdot \left(\left(\sqrt{\pi} \cdot {\left(7.5 - z\right)}^{\left(0.5 - z\right)}\right) \cdot \sqrt{2}\right)\right)\right) \cdot \mathsf{fma}\left(\mathsf{fma}\left(545.0353078428827, z, 436.8961725563396\right), z, 263.3831869810514\right)
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
lower-+.f64N/A
lower-*.f64N/A
fp-cancel-sign-sub-invN/A
lower--.f64N/A
lower-*.f64N/A
metadata-eval96.8
Applied rewrites96.8%
Taylor expanded in z around inf
lower-*.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
lower-*.f64N/A
exp-to-powN/A
lower-pow.f64N/A
lower--.f64N/A
lower--.f64N/A
lower-sqrt.f6496.8
Applied rewrites96.8%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift--.f64N/A
flip-+N/A
lower-/.f64N/A
lower--.f64N/A
metadata-evalN/A
lower-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lower--.f64N/A
Applied rewrites97.6%
Applied rewrites97.7%
(FPCore (z)
:precision binary64
(let* ((t_0 (- (- 1.0 z) 1.0)))
(*
(/ 1.0 z)
(*
(*
(* (* (sqrt PI) (sqrt 2.0)) (pow (+ (+ t_0 7.0) 0.5) (+ t_0 0.5)))
(* (+ z 1.0) (exp -7.5)))
(+
263.3831869810514
(* z (- 436.8961725563396 (* -545.0353078428827 z))))))))
double code(double z) {
double t_0 = (1.0 - z) - 1.0;
return (1.0 / z) * ((((sqrt(((double) M_PI)) * sqrt(2.0)) * pow(((t_0 + 7.0) + 0.5), (t_0 + 0.5))) * ((z + 1.0) * exp(-7.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))));
}
public static double code(double z) {
double t_0 = (1.0 - z) - 1.0;
return (1.0 / z) * ((((Math.sqrt(Math.PI) * Math.sqrt(2.0)) * Math.pow(((t_0 + 7.0) + 0.5), (t_0 + 0.5))) * ((z + 1.0) * Math.exp(-7.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))));
}
def code(z): t_0 = (1.0 - z) - 1.0 return (1.0 / z) * ((((math.sqrt(math.pi) * math.sqrt(2.0)) * math.pow(((t_0 + 7.0) + 0.5), (t_0 + 0.5))) * ((z + 1.0) * math.exp(-7.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))))
function code(z) t_0 = Float64(Float64(1.0 - z) - 1.0) return Float64(Float64(1.0 / z) * Float64(Float64(Float64(Float64(sqrt(pi) * sqrt(2.0)) * (Float64(Float64(t_0 + 7.0) + 0.5) ^ Float64(t_0 + 0.5))) * Float64(Float64(z + 1.0) * exp(-7.5))) * Float64(263.3831869810514 + Float64(z * Float64(436.8961725563396 - Float64(-545.0353078428827 * z)))))) end
function tmp = code(z) t_0 = (1.0 - z) - 1.0; tmp = (1.0 / z) * ((((sqrt(pi) * sqrt(2.0)) * (((t_0 + 7.0) + 0.5) ^ (t_0 + 0.5))) * ((z + 1.0) * exp(-7.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z))))); end
code[z_] := Block[{t$95$0 = N[(N[(1.0 - z), $MachinePrecision] - 1.0), $MachinePrecision]}, N[(N[(1.0 / z), $MachinePrecision] * N[(N[(N[(N[(N[Sqrt[Pi], $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[Power[N[(N[(t$95$0 + 7.0), $MachinePrecision] + 0.5), $MachinePrecision], N[(t$95$0 + 0.5), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(z + 1.0), $MachinePrecision] * N[Exp[-7.5], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(263.3831869810514 + N[(z * N[(436.8961725563396 - N[(-545.0353078428827 * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - z\right) - 1\\
\frac{1}{z} \cdot \left(\left(\left(\left(\sqrt{\pi} \cdot \sqrt{2}\right) \cdot {\left(\left(t\_0 + 7\right) + 0.5\right)}^{\left(t\_0 + 0.5\right)}\right) \cdot \left(\left(z + 1\right) \cdot e^{-7.5}\right)\right) \cdot \left(263.3831869810514 + z \cdot \left(436.8961725563396 - -545.0353078428827 \cdot z\right)\right)\right)
\end{array}
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
lower-+.f64N/A
lower-*.f64N/A
fp-cancel-sign-sub-invN/A
lower--.f64N/A
lower-*.f64N/A
metadata-eval96.8
Applied rewrites96.8%
lift-sqrt.f64N/A
lift-PI.f64N/A
lift-*.f64N/A
sqrt-prodN/A
lower-*.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
lower-sqrt.f6497.6
Applied rewrites97.6%
Taylor expanded in z around 0
lower-/.f6497.3
Applied rewrites97.3%
Taylor expanded in z around 0
distribute-rgt1-inN/A
lower-*.f64N/A
lower-+.f64N/A
lower-exp.f6497.8
Applied rewrites97.8%
(FPCore (z)
:precision binary64
(let* ((t_0 (- (- 1.0 z) 1.0)))
(*
(/ 1.0 z)
(*
(*
(* (* (sqrt PI) (sqrt 2.0)) (pow (+ (+ t_0 7.0) 0.5) (+ t_0 0.5)))
(exp (- z 7.5)))
(+
263.3831869810514
(* z (- 436.8961725563396 (* -545.0353078428827 z))))))))
double code(double z) {
double t_0 = (1.0 - z) - 1.0;
return (1.0 / z) * ((((sqrt(((double) M_PI)) * sqrt(2.0)) * pow(((t_0 + 7.0) + 0.5), (t_0 + 0.5))) * exp((z - 7.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))));
}
public static double code(double z) {
double t_0 = (1.0 - z) - 1.0;
return (1.0 / z) * ((((Math.sqrt(Math.PI) * Math.sqrt(2.0)) * Math.pow(((t_0 + 7.0) + 0.5), (t_0 + 0.5))) * Math.exp((z - 7.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))));
}
def code(z): t_0 = (1.0 - z) - 1.0 return (1.0 / z) * ((((math.sqrt(math.pi) * math.sqrt(2.0)) * math.pow(((t_0 + 7.0) + 0.5), (t_0 + 0.5))) * math.exp((z - 7.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))))
function code(z) t_0 = Float64(Float64(1.0 - z) - 1.0) return Float64(Float64(1.0 / z) * Float64(Float64(Float64(Float64(sqrt(pi) * sqrt(2.0)) * (Float64(Float64(t_0 + 7.0) + 0.5) ^ Float64(t_0 + 0.5))) * exp(Float64(z - 7.5))) * Float64(263.3831869810514 + Float64(z * Float64(436.8961725563396 - Float64(-545.0353078428827 * z)))))) end
function tmp = code(z) t_0 = (1.0 - z) - 1.0; tmp = (1.0 / z) * ((((sqrt(pi) * sqrt(2.0)) * (((t_0 + 7.0) + 0.5) ^ (t_0 + 0.5))) * exp((z - 7.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z))))); end
code[z_] := Block[{t$95$0 = N[(N[(1.0 - z), $MachinePrecision] - 1.0), $MachinePrecision]}, N[(N[(1.0 / z), $MachinePrecision] * N[(N[(N[(N[(N[Sqrt[Pi], $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[Power[N[(N[(t$95$0 + 7.0), $MachinePrecision] + 0.5), $MachinePrecision], N[(t$95$0 + 0.5), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Exp[N[(z - 7.5), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(263.3831869810514 + N[(z * N[(436.8961725563396 - N[(-545.0353078428827 * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - z\right) - 1\\
\frac{1}{z} \cdot \left(\left(\left(\left(\sqrt{\pi} \cdot \sqrt{2}\right) \cdot {\left(\left(t\_0 + 7\right) + 0.5\right)}^{\left(t\_0 + 0.5\right)}\right) \cdot e^{z - 7.5}\right) \cdot \left(263.3831869810514 + z \cdot \left(436.8961725563396 - -545.0353078428827 \cdot z\right)\right)\right)
\end{array}
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
lower-+.f64N/A
lower-*.f64N/A
fp-cancel-sign-sub-invN/A
lower--.f64N/A
lower-*.f64N/A
metadata-eval96.8
Applied rewrites96.8%
lift-sqrt.f64N/A
lift-PI.f64N/A
lift-*.f64N/A
sqrt-prodN/A
lower-*.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
lower-sqrt.f6497.6
Applied rewrites97.6%
Taylor expanded in z around 0
lower-/.f6497.3
Applied rewrites97.3%
Taylor expanded in z around 0
lower--.f6497.3
Applied rewrites97.3%
(FPCore (z)
:precision binary64
(let* ((t_0 (+ 0.5 (- (- 1.0 z) -6.0))))
(*
(*
(/ 1.0 z)
(* (exp (- t_0)) (* (pow t_0 (- (- 1.0 z) 0.5)) (sqrt (* 2.0 PI)))))
(fma (fma 545.0353078428827 z 436.8961725563396) z 263.3831869810514))))
double code(double z) {
double t_0 = 0.5 + ((1.0 - z) - -6.0);
return ((1.0 / z) * (exp(-t_0) * (pow(t_0, ((1.0 - z) - 0.5)) * sqrt((2.0 * ((double) M_PI)))))) * fma(fma(545.0353078428827, z, 436.8961725563396), z, 263.3831869810514);
}
function code(z) t_0 = Float64(0.5 + Float64(Float64(1.0 - z) - -6.0)) return Float64(Float64(Float64(1.0 / z) * Float64(exp(Float64(-t_0)) * Float64((t_0 ^ Float64(Float64(1.0 - z) - 0.5)) * sqrt(Float64(2.0 * pi))))) * fma(fma(545.0353078428827, z, 436.8961725563396), z, 263.3831869810514)) end
code[z_] := Block[{t$95$0 = N[(0.5 + N[(N[(1.0 - z), $MachinePrecision] - -6.0), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(1.0 / z), $MachinePrecision] * N[(N[Exp[(-t$95$0)], $MachinePrecision] * N[(N[Power[t$95$0, N[(N[(1.0 - z), $MachinePrecision] - 0.5), $MachinePrecision]], $MachinePrecision] * N[Sqrt[N[(2.0 * Pi), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(545.0353078428827 * z + 436.8961725563396), $MachinePrecision] * z + 263.3831869810514), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 0.5 + \left(\left(1 - z\right) - -6\right)\\
\left(\frac{1}{z} \cdot \left(e^{-t\_0} \cdot \left({t\_0}^{\left(\left(1 - z\right) - 0.5\right)} \cdot \sqrt{2 \cdot \pi}\right)\right)\right) \cdot \mathsf{fma}\left(\mathsf{fma}\left(545.0353078428827, z, 436.8961725563396\right), z, 263.3831869810514\right)
\end{array}
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
lower-+.f64N/A
lower-*.f64N/A
fp-cancel-sign-sub-invN/A
lower--.f64N/A
lower-*.f64N/A
metadata-eval96.8
Applied rewrites96.8%
lift-sqrt.f64N/A
lift-PI.f64N/A
lift-*.f64N/A
sqrt-prodN/A
lower-*.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
lower-sqrt.f6497.6
Applied rewrites97.6%
Taylor expanded in z around 0
lower-/.f6497.3
Applied rewrites97.3%
Applied rewrites96.7%
(FPCore (z)
:precision binary64
(*
(/ 1.0 z)
(*
(*
(* (sqrt PI) (* (pow (- 7.5 z) (- 0.5 z)) (sqrt 2.0)))
(exp (- (+ (+ (- (- 1.0 z) 1.0) 7.0) 0.5))))
(+
263.3831869810514
(* z (- 436.8961725563396 (* -545.0353078428827 z)))))))
double code(double z) {
return (1.0 / z) * (((sqrt(((double) M_PI)) * (pow((7.5 - z), (0.5 - z)) * sqrt(2.0))) * exp(-((((1.0 - z) - 1.0) + 7.0) + 0.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))));
}
public static double code(double z) {
return (1.0 / z) * (((Math.sqrt(Math.PI) * (Math.pow((7.5 - z), (0.5 - z)) * Math.sqrt(2.0))) * Math.exp(-((((1.0 - z) - 1.0) + 7.0) + 0.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))));
}
def code(z): return (1.0 / z) * (((math.sqrt(math.pi) * (math.pow((7.5 - z), (0.5 - z)) * math.sqrt(2.0))) * math.exp(-((((1.0 - z) - 1.0) + 7.0) + 0.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))))
function code(z) return Float64(Float64(1.0 / z) * Float64(Float64(Float64(sqrt(pi) * Float64((Float64(7.5 - z) ^ Float64(0.5 - z)) * sqrt(2.0))) * exp(Float64(-Float64(Float64(Float64(Float64(1.0 - z) - 1.0) + 7.0) + 0.5)))) * Float64(263.3831869810514 + Float64(z * Float64(436.8961725563396 - Float64(-545.0353078428827 * z)))))) end
function tmp = code(z) tmp = (1.0 / z) * (((sqrt(pi) * (((7.5 - z) ^ (0.5 - z)) * sqrt(2.0))) * exp(-((((1.0 - z) - 1.0) + 7.0) + 0.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z))))); end
code[z_] := N[(N[(1.0 / z), $MachinePrecision] * N[(N[(N[(N[Sqrt[Pi], $MachinePrecision] * N[(N[Power[N[(7.5 - z), $MachinePrecision], N[(0.5 - z), $MachinePrecision]], $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(N[(N[(N[(1.0 - z), $MachinePrecision] - 1.0), $MachinePrecision] + 7.0), $MachinePrecision] + 0.5), $MachinePrecision])], $MachinePrecision]), $MachinePrecision] * N[(263.3831869810514 + N[(z * N[(436.8961725563396 - N[(-545.0353078428827 * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{z} \cdot \left(\left(\left(\sqrt{\pi} \cdot \left({\left(7.5 - z\right)}^{\left(0.5 - z\right)} \cdot \sqrt{2}\right)\right) \cdot e^{-\left(\left(\left(\left(1 - z\right) - 1\right) + 7\right) + 0.5\right)}\right) \cdot \left(263.3831869810514 + z \cdot \left(436.8961725563396 - -545.0353078428827 \cdot z\right)\right)\right)
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
lower-+.f64N/A
lower-*.f64N/A
fp-cancel-sign-sub-invN/A
lower--.f64N/A
lower-*.f64N/A
metadata-eval96.8
Applied rewrites96.8%
Taylor expanded in z around inf
lower-*.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
lower-*.f64N/A
exp-to-powN/A
lower-pow.f64N/A
lower--.f64N/A
lower--.f64N/A
lower-sqrt.f6496.8
Applied rewrites96.8%
Taylor expanded in z around 0
lower-/.f6496.4
Applied rewrites96.4%
(FPCore (z)
:precision binary64
(*
(/ 1.0 z)
(*
(*
(* (* (sqrt PI) (sqrt 2.0)) (pow (+ 7.0 0.5) (+ (- (- 1.0 z) 1.0) 0.5)))
(exp (- (+ 7.0 0.5))))
(+
263.3831869810514
(* z (- 436.8961725563396 (* -545.0353078428827 z)))))))
double code(double z) {
return (1.0 / z) * ((((sqrt(((double) M_PI)) * sqrt(2.0)) * pow((7.0 + 0.5), (((1.0 - z) - 1.0) + 0.5))) * exp(-(7.0 + 0.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))));
}
public static double code(double z) {
return (1.0 / z) * ((((Math.sqrt(Math.PI) * Math.sqrt(2.0)) * Math.pow((7.0 + 0.5), (((1.0 - z) - 1.0) + 0.5))) * Math.exp(-(7.0 + 0.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))));
}
def code(z): return (1.0 / z) * ((((math.sqrt(math.pi) * math.sqrt(2.0)) * math.pow((7.0 + 0.5), (((1.0 - z) - 1.0) + 0.5))) * math.exp(-(7.0 + 0.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z)))))
function code(z) return Float64(Float64(1.0 / z) * Float64(Float64(Float64(Float64(sqrt(pi) * sqrt(2.0)) * (Float64(7.0 + 0.5) ^ Float64(Float64(Float64(1.0 - z) - 1.0) + 0.5))) * exp(Float64(-Float64(7.0 + 0.5)))) * Float64(263.3831869810514 + Float64(z * Float64(436.8961725563396 - Float64(-545.0353078428827 * z)))))) end
function tmp = code(z) tmp = (1.0 / z) * ((((sqrt(pi) * sqrt(2.0)) * ((7.0 + 0.5) ^ (((1.0 - z) - 1.0) + 0.5))) * exp(-(7.0 + 0.5))) * (263.3831869810514 + (z * (436.8961725563396 - (-545.0353078428827 * z))))); end
code[z_] := N[(N[(1.0 / z), $MachinePrecision] * N[(N[(N[(N[(N[Sqrt[Pi], $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[Power[N[(7.0 + 0.5), $MachinePrecision], N[(N[(N[(1.0 - z), $MachinePrecision] - 1.0), $MachinePrecision] + 0.5), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(7.0 + 0.5), $MachinePrecision])], $MachinePrecision]), $MachinePrecision] * N[(263.3831869810514 + N[(z * N[(436.8961725563396 - N[(-545.0353078428827 * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{z} \cdot \left(\left(\left(\left(\sqrt{\pi} \cdot \sqrt{2}\right) \cdot {\left(7 + 0.5\right)}^{\left(\left(\left(1 - z\right) - 1\right) + 0.5\right)}\right) \cdot e^{-\left(7 + 0.5\right)}\right) \cdot \left(263.3831869810514 + z \cdot \left(436.8961725563396 - -545.0353078428827 \cdot z\right)\right)\right)
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
lower-+.f64N/A
lower-*.f64N/A
fp-cancel-sign-sub-invN/A
lower--.f64N/A
lower-*.f64N/A
metadata-eval96.8
Applied rewrites96.8%
lift-sqrt.f64N/A
lift-PI.f64N/A
lift-*.f64N/A
sqrt-prodN/A
lower-*.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
lower-sqrt.f6497.6
Applied rewrites97.6%
Taylor expanded in z around 0
lower-/.f6497.3
Applied rewrites97.3%
Taylor expanded in z around 0
Applied rewrites96.6%
Taylor expanded in z around 0
Applied rewrites96.7%
(FPCore (z) :precision binary64 (* (* (sqrt PI) (* (/ (sqrt 15.0) z) (exp -7.5))) 263.3831869810514))
double code(double z) {
return (sqrt(((double) M_PI)) * ((sqrt(15.0) / z) * exp(-7.5))) * 263.3831869810514;
}
public static double code(double z) {
return (Math.sqrt(Math.PI) * ((Math.sqrt(15.0) / z) * Math.exp(-7.5))) * 263.3831869810514;
}
def code(z): return (math.sqrt(math.pi) * ((math.sqrt(15.0) / z) * math.exp(-7.5))) * 263.3831869810514
function code(z) return Float64(Float64(sqrt(pi) * Float64(Float64(sqrt(15.0) / z) * exp(-7.5))) * 263.3831869810514) end
function tmp = code(z) tmp = (sqrt(pi) * ((sqrt(15.0) / z) * exp(-7.5))) * 263.3831869810514; end
code[z_] := N[(N[(N[Sqrt[Pi], $MachinePrecision] * N[(N[(N[Sqrt[15.0], $MachinePrecision] / z), $MachinePrecision] * N[Exp[-7.5], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 263.3831869810514), $MachinePrecision]
\begin{array}{l}
\\
\left(\sqrt{\pi} \cdot \left(\frac{\sqrt{15}}{z} \cdot e^{-7.5}\right)\right) \cdot 263.3831869810514
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites96.0%
lift-exp.f64N/A
sinh-+-cosh-revN/A
lower-+.f64N/A
lower-cosh.f64N/A
lower-sinh.f6466.9
Applied rewrites66.9%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-cosh.f64N/A
lift-sinh.f64N/A
lift-/.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
lift-sqrt.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites96.0%
herbie shell --seed 2025131
(FPCore (z)
:name "Jmat.Real.gamma, branch z less than 0.5"
:precision binary64
:pre (<= z 0.5)
(* (/ PI (sin (* PI z))) (* (* (* (sqrt (* PI 2.0)) (pow (+ (+ (- (- 1.0 z) 1.0) 7.0) 0.5) (+ (- (- 1.0 z) 1.0) 0.5))) (exp (- (+ (+ (- (- 1.0 z) 1.0) 7.0) 0.5)))) (+ (+ (+ (+ (+ (+ (+ (+ 0.9999999999998099 (/ 676.5203681218851 (+ (- (- 1.0 z) 1.0) 1.0))) (/ -1259.1392167224028 (+ (- (- 1.0 z) 1.0) 2.0))) (/ 771.3234287776531 (+ (- (- 1.0 z) 1.0) 3.0))) (/ -176.6150291621406 (+ (- (- 1.0 z) 1.0) 4.0))) (/ 12.507343278686905 (+ (- (- 1.0 z) 1.0) 5.0))) (/ -0.13857109526572012 (+ (- (- 1.0 z) 1.0) 6.0))) (/ 9.984369578019572e-6 (+ (- (- 1.0 z) 1.0) 7.0))) (/ 1.5056327351493116e-7 (+ (- (- 1.0 z) 1.0) 8.0))))))