
(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)))))))\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{\mathsf{PI}\left(\right)}{\sin \left(\mathsf{PI}\left(\right) \cdot z\right)} \cdot \left(\left(\left(\sqrt{\mathsf{PI}\left(\right) \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}
Sampling outcomes in binary64 precision:
Herbie found 6 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)))))))\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{\mathsf{PI}\left(\right)}{\sin \left(\mathsf{PI}\left(\right) \cdot z\right)} \cdot \left(\left(\left(\sqrt{\mathsf{PI}\left(\right) \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
(let* ((t_0 (- (- 1.0 z) 1.0)))
(*
(/ (PI) (sin (* (PI) z)))
(*
(*
(sqrt (PI))
(*
(sqrt 2.0)
(exp
(fma (log1p (- (- z) -6.5)) (- (- 1.0 z) 0.5) (+ -1.0 (+ -6.5 z))))))
(+
(+
(+
(+
(+
(+
(+
(+
(/ -1259.1392167224028 (- (- 1.0 z) -1.0))
(/ 676.5203681218851 (- 1.0 z)))
0.9999999999998099)
(/ 771.3234287776531 (+ t_0 3.0)))
(/ -176.6150291621406 (+ t_0 4.0)))
(/ 12.507343278686905 (- 5.0 z)))
(/ -0.13857109526572012 (+ t_0 6.0)))
(/ 9.984369578019572e-6 (+ t_0 7.0)))
(/ 1.5056327351493116e-7 (+ t_0 8.0)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - z\right) - 1\\
\frac{\mathsf{PI}\left(\right)}{\sin \left(\mathsf{PI}\left(\right) \cdot z\right)} \cdot \left(\left(\sqrt{\mathsf{PI}\left(\right)} \cdot \left(\sqrt{2} \cdot e^{\mathsf{fma}\left(\mathsf{log1p}\left(\left(-z\right) - -6.5\right), \left(1 - z\right) - 0.5, -1 + \left(-6.5 + z\right)\right)}\right)\right) \cdot \left(\left(\left(\left(\left(\left(\left(\left(\frac{-1259.1392167224028}{\left(1 - z\right) - -1} + \frac{676.5203681218851}{1 - z}\right) + 0.9999999999998099\right) + \frac{771.3234287776531}{t\_0 + 3}\right) + \frac{-176.6150291621406}{t\_0 + 4}\right) + \frac{12.507343278686905}{5 - z}\right) + \frac{-0.13857109526572012}{t\_0 + 6}\right) + \frac{9.984369578019572 \cdot 10^{-6}}{t\_0 + 7}\right) + \frac{1.5056327351493116 \cdot 10^{-7}}{t\_0 + 8}\right)\right)
\end{array}
\end{array}
Initial program 96.5%
lift-sqrt.f64N/A
lift-*.f64N/A
sqrt-prodN/A
pow1/2N/A
lower-*.f64N/A
lower-sqrt.f64N/A
pow1/2N/A
lower-sqrt.f6496.7
Applied rewrites96.7%
lift-+.f64N/A
lift-+.f64N/A
associate-+l+N/A
+-commutativeN/A
lower-+.f64N/A
Applied rewrites98.5%
Applied rewrites99.3%
Taylor expanded in z around 0
mul-1-negN/A
unsub-negN/A
lower--.f6499.3
Applied rewrites99.3%
(FPCore (z)
:precision binary64
(let* ((t_0 (- (- 1.0 z) 1.0)))
(*
(/ (PI) (sin (* (PI) z)))
(*
(*
(sqrt (* (PI) 2.0))
(exp (fma (log1p (- (- z) -6.5)) (- (- 1.0 z) 0.5) (+ -1.0 (+ -6.5 z)))))
(+
(+
(+
(+
(+
(+
(+
(+
(/ -1259.1392167224028 (- (- 1.0 z) -1.0))
(/ 676.5203681218851 (- 1.0 z)))
0.9999999999998099)
(/ 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_0 7.0)))
(/ 1.5056327351493116e-7 (+ t_0 8.0)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - z\right) - 1\\
\frac{\mathsf{PI}\left(\right)}{\sin \left(\mathsf{PI}\left(\right) \cdot z\right)} \cdot \left(\left(\sqrt{\mathsf{PI}\left(\right) \cdot 2} \cdot e^{\mathsf{fma}\left(\mathsf{log1p}\left(\left(-z\right) - -6.5\right), \left(1 - z\right) - 0.5, -1 + \left(-6.5 + z\right)\right)}\right) \cdot \left(\left(\left(\left(\left(\left(\left(\left(\frac{-1259.1392167224028}{\left(1 - z\right) - -1} + \frac{676.5203681218851}{1 - z}\right) + 0.9999999999998099\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\_0 + 7}\right) + \frac{1.5056327351493116 \cdot 10^{-7}}{t\_0 + 8}\right)\right)
\end{array}
\end{array}
Initial program 96.5%
lift-sqrt.f64N/A
lift-*.f64N/A
sqrt-prodN/A
pow1/2N/A
lower-*.f64N/A
lower-sqrt.f64N/A
pow1/2N/A
lower-sqrt.f6496.7
Applied rewrites96.7%
lift-+.f64N/A
lift-+.f64N/A
associate-+l+N/A
+-commutativeN/A
lower-+.f64N/A
Applied rewrites98.5%
Applied rewrites99.3%
(FPCore (z)
:precision binary64
(let* ((t_0 (- (- 1.0 z) 1.0)))
(*
(pow z -1.0)
(*
(*
(sqrt (PI))
(*
(sqrt 2.0)
(exp
(fma (log1p (- (- z) -6.5)) (- (- 1.0 z) 0.5) (+ -1.0 (+ -6.5 z))))))
(+
(+
(+
(+
(+
(+
(+
(+
(/ -1259.1392167224028 (- (- 1.0 z) -1.0))
(/ 676.5203681218851 (- 1.0 z)))
0.9999999999998099)
(/ 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_0 7.0)))
(/ 1.5056327351493116e-7 (+ t_0 8.0)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - z\right) - 1\\
{z}^{-1} \cdot \left(\left(\sqrt{\mathsf{PI}\left(\right)} \cdot \left(\sqrt{2} \cdot e^{\mathsf{fma}\left(\mathsf{log1p}\left(\left(-z\right) - -6.5\right), \left(1 - z\right) - 0.5, -1 + \left(-6.5 + z\right)\right)}\right)\right) \cdot \left(\left(\left(\left(\left(\left(\left(\left(\frac{-1259.1392167224028}{\left(1 - z\right) - -1} + \frac{676.5203681218851}{1 - z}\right) + 0.9999999999998099\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\_0 + 7}\right) + \frac{1.5056327351493116 \cdot 10^{-7}}{t\_0 + 8}\right)\right)
\end{array}
\end{array}
Initial program 96.5%
lift-sqrt.f64N/A
lift-*.f64N/A
sqrt-prodN/A
pow1/2N/A
lower-*.f64N/A
lower-sqrt.f64N/A
pow1/2N/A
lower-sqrt.f6496.7
Applied rewrites96.7%
lift-+.f64N/A
lift-+.f64N/A
associate-+l+N/A
+-commutativeN/A
lower-+.f64N/A
Applied rewrites98.5%
Applied rewrites99.3%
Taylor expanded in z around 0
lower-/.f6497.6
Applied rewrites97.6%
Final simplification97.6%
(FPCore (z)
:precision binary64
(let* ((t_0 (- (- 1.0 z) 1.0)))
(*
(/ (fma (* (* (* z z) 0.16666666666666666) (PI)) (PI) 1.0) z)
(*
(*
(sqrt (PI))
(*
(sqrt 2.0)
(exp
(fma (log1p (- (- z) -6.5)) (- (- 1.0 z) 0.5) (+ -1.0 (+ -6.5 z))))))
(+
(+
(+
(+
(+
(+
(+
(+
(/ -1259.1392167224028 (- (- 1.0 z) -1.0))
(/ 676.5203681218851 (- 1.0 z)))
0.9999999999998099)
(/ 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_0 7.0)))
(/ 1.5056327351493116e-7 (+ t_0 8.0)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - z\right) - 1\\
\frac{\mathsf{fma}\left(\left(\left(z \cdot z\right) \cdot 0.16666666666666666\right) \cdot \mathsf{PI}\left(\right), \mathsf{PI}\left(\right), 1\right)}{z} \cdot \left(\left(\sqrt{\mathsf{PI}\left(\right)} \cdot \left(\sqrt{2} \cdot e^{\mathsf{fma}\left(\mathsf{log1p}\left(\left(-z\right) - -6.5\right), \left(1 - z\right) - 0.5, -1 + \left(-6.5 + z\right)\right)}\right)\right) \cdot \left(\left(\left(\left(\left(\left(\left(\left(\frac{-1259.1392167224028}{\left(1 - z\right) - -1} + \frac{676.5203681218851}{1 - z}\right) + 0.9999999999998099\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\_0 + 7}\right) + \frac{1.5056327351493116 \cdot 10^{-7}}{t\_0 + 8}\right)\right)
\end{array}
\end{array}
Initial program 96.5%
lift-sqrt.f64N/A
lift-*.f64N/A
sqrt-prodN/A
pow1/2N/A
lower-*.f64N/A
lower-sqrt.f64N/A
pow1/2N/A
lower-sqrt.f6496.7
Applied rewrites96.7%
lift-+.f64N/A
lift-+.f64N/A
associate-+l+N/A
+-commutativeN/A
lower-+.f64N/A
Applied rewrites98.5%
Applied rewrites99.3%
Taylor expanded in z around 0
lower-/.f64N/A
+-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-PI.f64N/A
lower-PI.f6497.9
Applied rewrites97.9%
(FPCore (z)
:precision binary64
(let* ((t_0 (sqrt (PI))) (t_1 (- (- 1.0 z) 1.0)))
(*
(/ (PI) (sin (* (* t_0 t_0) z)))
(*
(* (* (exp -7.5) (sqrt 15.0)) t_0)
(+
(+
(+
(+
(+
(+ 47.95075976068351 (/ 771.3234287776531 (+ t_1 3.0)))
(/ -176.6150291621406 (+ t_1 4.0)))
(/ 12.507343278686905 (+ t_1 5.0)))
(/ -0.13857109526572012 (+ t_1 6.0)))
(/ 9.984369578019572e-6 (+ t_1 7.0)))
(/ 1.5056327351493116e-7 (+ t_1 8.0)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
t_1 := \left(1 - z\right) - 1\\
\frac{\mathsf{PI}\left(\right)}{\sin \left(\left(t\_0 \cdot t\_0\right) \cdot z\right)} \cdot \left(\left(\left(e^{-7.5} \cdot \sqrt{15}\right) \cdot t\_0\right) \cdot \left(\left(\left(\left(\left(\left(47.95075976068351 + \frac{771.3234287776531}{t\_1 + 3}\right) + \frac{-176.6150291621406}{t\_1 + 4}\right) + \frac{12.507343278686905}{t\_1 + 5}\right) + \frac{-0.13857109526572012}{t\_1 + 6}\right) + \frac{9.984369578019572 \cdot 10^{-6}}{t\_1 + 7}\right) + \frac{1.5056327351493116 \cdot 10^{-7}}{t\_1 + 8}\right)\right)
\end{array}
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-sqrt.f64N/A
lower-exp.f64N/A
lower-sqrt.f64N/A
lower-PI.f6494.9
Applied rewrites94.9%
Taylor expanded in z around 0
Applied rewrites96.1%
Applied rewrites96.1%
rem-square-sqrtN/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
lower-*.f6497.2
Applied rewrites97.2%
(FPCore (z) :precision binary64 (* (* (/ (sqrt 7.5) z) (* (pow (* 2.0 (PI)) 0.5) (exp -7.5))) 263.3831869810514))
\begin{array}{l}
\\
\left(\frac{\sqrt{7.5}}{z} \cdot \left({\left(2 \cdot \mathsf{PI}\left(\right)\right)}^{0.5} \cdot e^{-7.5}\right)\right) \cdot 263.3831869810514
\end{array}
Initial program 96.5%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-to-expN/A
lift-pow.f64N/A
pow-to-expN/A
lift-exp.f64N/A
prod-expN/A
Applied rewrites97.9%
Taylor expanded in z around inf
Applied rewrites96.5%
Taylor expanded in z around inf
Applied rewrites14.0%
Taylor expanded in z around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites96.6%
herbie shell --seed 2024315
(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))))))