
(FPCore (s r) :precision binary32 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r))))
\begin{array}{l}
\\
\frac{0.25 \cdot e^{\frac{-r}{s}}}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} + \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 15 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (s r) :precision binary32 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r))))
\begin{array}{l}
\\
\frac{0.25 \cdot e^{\frac{-r}{s}}}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} + \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}
\end{array}
(FPCore (s r) :precision binary32 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (* 0.75 (exp (/ (* r -0.3333333333333333) s))) (* (* (* 6.0 (PI)) s) r))))
\begin{array}{l}
\\
\frac{0.25 \cdot e^{\frac{-r}{s}}}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} + \frac{0.75 \cdot e^{\frac{r \cdot -0.3333333333333333}{s}}}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}
\end{array}
Initial program 99.7%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval99.7
Applied rewrites99.7%
(FPCore (s r)
:precision binary32
(let* ((t_0 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
(t_1 (* (PI) s))
(t_2 (exp (/ (- r) s)))
(t_3 (* (* (* 2.0 (PI)) s) r)))
(if (<= (+ (/ (* 0.25 t_2) t_3) t_0) 0.0)
(fma 0.25 (/ 1.0 t_3) (* (/ (cbrt t_2) r) (/ 0.125 t_1)))
(+ (* t_2 (/ 0.125 (* t_1 r))) t_0))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}\\
t_1 := \mathsf{PI}\left(\right) \cdot s\\
t_2 := e^{\frac{-r}{s}}\\
t_3 := \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r\\
\mathbf{if}\;\frac{0.25 \cdot t\_2}{t\_3} + t\_0 \leq 0:\\
\;\;\;\;\mathsf{fma}\left(0.25, \frac{1}{t\_3}, \frac{\sqrt[3]{t\_2}}{r} \cdot \frac{0.125}{t\_1}\right)\\
\mathbf{else}:\\
\;\;\;\;t\_2 \cdot \frac{0.125}{t\_1 \cdot r} + t\_0\\
\end{array}
\end{array}
if (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) < 0.0Initial program 100.0%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval100.0
Applied rewrites100.0%
Taylor expanded in s around inf
Applied rewrites4.6%
lift-+.f32N/A
lift-/.f32N/A
div-invN/A
lower-fma.f32N/A
lower-/.f32100.0
lift-/.f32N/A
lift-*.f32N/A
Applied rewrites100.0%
if 0.0 < (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) Initial program 97.2%
lift-/.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-/l*N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
associate-*l*N/A
associate-/r*N/A
metadata-evalN/A
metadata-evalN/A
associate-/r*N/A
associate-*l*N/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
lift-*.f32N/A
Applied rewrites97.2%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* (PI) s))
(t_1 (exp (/ (- r) s)))
(t_2 (* (* (* 2.0 (PI)) s) r)))
(if (<=
(+
(/ (* 0.25 t_1) t_2)
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
1.9999999949504854e-6)
(fma 0.25 (/ 1.0 t_2) (* (/ (cbrt t_1) r) (/ 0.125 t_0)))
(+
(/ (/ 0.125 (exp (/ r s))) (* t_0 r))
(/
(+
(/
(-
(/ -0.041666666666666664 (PI))
(/
(fma
(* r (/ (/ r s) (PI)))
0.0007716049382716049
(* (/ r (PI)) -0.006944444444444444))
s))
s)
(/ (/ 0.125 (PI)) r))
s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot s\\
t_1 := e^{\frac{-r}{s}}\\
t_2 := \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r\\
\mathbf{if}\;\frac{0.25 \cdot t\_1}{t\_2} + \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} \leq 1.9999999949504854 \cdot 10^{-6}:\\
\;\;\;\;\mathsf{fma}\left(0.25, \frac{1}{t\_2}, \frac{\sqrt[3]{t\_1}}{r} \cdot \frac{0.125}{t\_0}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.125}{e^{\frac{r}{s}}}}{t\_0 \cdot r} + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)} - \frac{\mathsf{fma}\left(r \cdot \frac{\frac{r}{s}}{\mathsf{PI}\left(\right)}, 0.0007716049382716049, \frac{r}{\mathsf{PI}\left(\right)} \cdot -0.006944444444444444\right)}{s}}{s} + \frac{\frac{0.125}{\mathsf{PI}\left(\right)}}{r}}{s}\\
\end{array}
\end{array}
if (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) < 1.99999999e-6Initial program 99.8%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval99.8
Applied rewrites99.8%
Taylor expanded in s around inf
Applied rewrites4.8%
lift-+.f32N/A
lift-/.f32N/A
div-invN/A
lower-fma.f32N/A
lower-/.f3298.7
lift-/.f32N/A
lift-*.f32N/A
Applied rewrites99.0%
if 1.99999999e-6 < (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) Initial program 98.8%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval98.9
Applied rewrites98.9%
Taylor expanded in s around 0
associate-*r/N/A
lower-/.f32N/A
mul-1-negN/A
exp-negN/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
lower-exp.f32N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3298.7
Applied rewrites98.7%
Taylor expanded in s around -inf
Applied rewrites41.5%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* (PI) s)) (t_1 (/ (- r) s)) (t_2 (* (* (* 6.0 (PI)) s) r)))
(if (<=
(+
(/ (* 0.25 (exp t_1)) (* (* (* 2.0 (PI)) s) r))
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) t_2))
0.0)
(fma
(exp (* t_1 0.3333333333333333))
(* 0.75 (/ 1.0 t_2))
(/ (/ 0.125 r) t_0))
(+
(/ (/ 0.125 (exp (/ r s))) (* t_0 r))
(/
(+
(/
(-
(/ -0.041666666666666664 (PI))
(/
(fma
(* r (/ (/ r s) (PI)))
0.0007716049382716049
(* (/ r (PI)) -0.006944444444444444))
s))
s)
(/ (/ 0.125 (PI)) r))
s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot s\\
t_1 := \frac{-r}{s}\\
t_2 := \left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r\\
\mathbf{if}\;\frac{0.25 \cdot e^{t\_1}}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} + \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{t\_2} \leq 0:\\
\;\;\;\;\mathsf{fma}\left(e^{t\_1 \cdot 0.3333333333333333}, 0.75 \cdot \frac{1}{t\_2}, \frac{\frac{0.125}{r}}{t\_0}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.125}{e^{\frac{r}{s}}}}{t\_0 \cdot r} + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)} - \frac{\mathsf{fma}\left(r \cdot \frac{\frac{r}{s}}{\mathsf{PI}\left(\right)}, 0.0007716049382716049, \frac{r}{\mathsf{PI}\left(\right)} \cdot -0.006944444444444444\right)}{s}}{s} + \frac{\frac{0.125}{\mathsf{PI}\left(\right)}}{r}}{s}\\
\end{array}
\end{array}
if (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) < 0.0Initial program 100.0%
Taylor expanded in s around inf
associate-/l/N/A
metadata-evalN/A
associate-*r/N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f324.6
Applied rewrites4.6%
lift-+.f32N/A
+-commutativeN/A
lift-/.f32N/A
div-invN/A
lift-*.f32N/A
*-commutativeN/A
associate-*l*N/A
lower-fma.f32N/A
Applied rewrites4.6%
lift-cbrt.f32N/A
pow1/3N/A
lift-exp.f32N/A
pow-expN/A
lower-exp.f32N/A
lower-*.f324.6
Applied rewrites4.6%
if 0.0 < (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) Initial program 97.2%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval97.4
Applied rewrites97.4%
Taylor expanded in s around 0
associate-*r/N/A
lower-/.f32N/A
mul-1-negN/A
exp-negN/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
lower-exp.f32N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3297.3
Applied rewrites97.3%
Taylor expanded in s around -inf
Applied rewrites31.1%
(FPCore (s r)
:precision binary32
(let* ((t_0 (/ r (PI)))
(t_1 (/ (- r) s))
(t_2 (/ (* 0.25 (exp t_1)) (* (* (* 2.0 (PI)) s) r)))
(t_3 (* (* (* 6.0 (PI)) s) r)))
(if (<= (+ t_2 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) t_3)) 0.0)
(fma
(exp (* t_1 0.3333333333333333))
(* 0.75 (/ 1.0 t_3))
(/ (/ 0.125 r) (* (PI) s)))
(+
t_2
(/
(+
(/
(-
(/ -0.041666666666666664 (PI))
(/
(fma
0.0007716049382716049
(* r (/ t_0 s))
(* -0.006944444444444444 t_0))
s))
s)
(/ 0.125 (* (PI) r)))
s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{r}{\mathsf{PI}\left(\right)}\\
t_1 := \frac{-r}{s}\\
t_2 := \frac{0.25 \cdot e^{t\_1}}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}\\
t_3 := \left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r\\
\mathbf{if}\;t\_2 + \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{t\_3} \leq 0:\\
\;\;\;\;\mathsf{fma}\left(e^{t\_1 \cdot 0.3333333333333333}, 0.75 \cdot \frac{1}{t\_3}, \frac{\frac{0.125}{r}}{\mathsf{PI}\left(\right) \cdot s}\right)\\
\mathbf{else}:\\
\;\;\;\;t\_2 + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)} - \frac{\mathsf{fma}\left(0.0007716049382716049, r \cdot \frac{t\_0}{s}, -0.006944444444444444 \cdot t\_0\right)}{s}}{s} + \frac{0.125}{\mathsf{PI}\left(\right) \cdot r}}{s}\\
\end{array}
\end{array}
if (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) < 0.0Initial program 100.0%
Taylor expanded in s around inf
associate-/l/N/A
metadata-evalN/A
associate-*r/N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f324.6
Applied rewrites4.6%
lift-+.f32N/A
+-commutativeN/A
lift-/.f32N/A
div-invN/A
lift-*.f32N/A
*-commutativeN/A
associate-*l*N/A
lower-fma.f32N/A
Applied rewrites4.6%
lift-cbrt.f32N/A
pow1/3N/A
lift-exp.f32N/A
pow-expN/A
lower-exp.f32N/A
lower-*.f324.6
Applied rewrites4.6%
if 0.0 < (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) Initial program 97.2%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval97.4
Applied rewrites97.4%
Taylor expanded in s around -inf
Applied rewrites33.5%
(FPCore (s r)
:precision binary32
(let* ((t_0 (/ (- r) s)) (t_1 (* (* (* 6.0 (PI)) s) r)))
(if (<=
(+
(/ (* 0.25 (exp t_0)) (* (* (* 2.0 (PI)) s) r))
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) t_1))
0.0)
(fma
(exp (* t_0 0.3333333333333333))
(* 0.75 (/ 1.0 t_1))
(/ (/ 0.125 r) (* (PI) s)))
(/
(+
(/
(-
(/ -0.16666666666666666 (PI))
(/ (* -0.06944444444444445 (/ r (PI))) s))
s)
(/ 0.25 (* (PI) r)))
s))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{-r}{s}\\
t_1 := \left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r\\
\mathbf{if}\;\frac{0.25 \cdot e^{t\_0}}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} + \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{t\_1} \leq 0:\\
\;\;\;\;\mathsf{fma}\left(e^{t\_0 \cdot 0.3333333333333333}, 0.75 \cdot \frac{1}{t\_1}, \frac{\frac{0.125}{r}}{\mathsf{PI}\left(\right) \cdot s}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\frac{-0.16666666666666666}{\mathsf{PI}\left(\right)} - \frac{-0.06944444444444445 \cdot \frac{r}{\mathsf{PI}\left(\right)}}{s}}{s} + \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}\\
\end{array}
\end{array}
if (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) < 0.0Initial program 100.0%
Taylor expanded in s around inf
associate-/l/N/A
metadata-evalN/A
associate-*r/N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f324.6
Applied rewrites4.6%
lift-+.f32N/A
+-commutativeN/A
lift-/.f32N/A
div-invN/A
lift-*.f32N/A
*-commutativeN/A
associate-*l*N/A
lower-fma.f32N/A
Applied rewrites4.6%
lift-cbrt.f32N/A
pow1/3N/A
lift-exp.f32N/A
pow-expN/A
lower-exp.f32N/A
lower-*.f324.6
Applied rewrites4.6%
if 0.0 < (+.f32 (/.f32 (*.f32 #s(literal 1/4 binary32) (exp.f32 (/.f32 (neg.f32 r) s))) (*.f32 (*.f32 (*.f32 #s(literal 2 binary32) (PI.f32)) s) r)) (/.f32 (*.f32 #s(literal 3/4 binary32) (exp.f32 (/.f32 (neg.f32 r) (*.f32 #s(literal 3 binary32) s)))) (*.f32 (*.f32 (*.f32 #s(literal 6 binary32) (PI.f32)) s) r))) Initial program 97.2%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval97.4
Applied rewrites97.4%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
lift-*.f32N/A
lift-*.f3297.4
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f3297.4
lift-*.f32N/A
*-commutativeN/A
lift-*.f3297.4
Applied rewrites97.4%
Taylor expanded in s around -inf
associate-*r/N/A
Applied rewrites63.9%
(FPCore (s r) :precision binary32 (+ (/ (/ 0.125 (exp (/ r s))) (* (* (PI) s) r)) (/ (* 0.75 (exp (/ (* r -0.3333333333333333) s))) (* (* (* 6.0 (PI)) s) r))))
\begin{array}{l}
\\
\frac{\frac{0.125}{e^{\frac{r}{s}}}}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r} + \frac{0.75 \cdot e^{\frac{r \cdot -0.3333333333333333}{s}}}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}
\end{array}
Initial program 99.7%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval99.7
Applied rewrites99.7%
Taylor expanded in s around 0
associate-*r/N/A
lower-/.f32N/A
mul-1-negN/A
exp-negN/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
lower-exp.f32N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3299.7
Applied rewrites99.7%
(FPCore (s r) :precision binary32 (+ (/ (/ 0.125 (exp (/ r s))) (* (* (PI) s) r)) (/ (* 0.75 (exp (/ (* r -0.3333333333333333) s))) (* (PI) (* 6.0 (* s r))))))
\begin{array}{l}
\\
\frac{\frac{0.125}{e^{\frac{r}{s}}}}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r} + \frac{0.75 \cdot e^{\frac{r \cdot -0.3333333333333333}{s}}}{\mathsf{PI}\left(\right) \cdot \left(6 \cdot \left(s \cdot r\right)\right)}
\end{array}
Initial program 99.7%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval99.7
Applied rewrites99.7%
Taylor expanded in s around 0
associate-*r/N/A
lower-/.f32N/A
mul-1-negN/A
exp-negN/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
lower-exp.f32N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3299.7
Applied rewrites99.7%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f3299.7
Applied rewrites99.7%
(FPCore (s r)
:precision binary32
(/
(+
(/
(- (/ -0.16666666666666666 (PI)) (/ (* -0.06944444444444445 (/ r (PI))) s))
s)
(/ 0.25 (* (PI) r)))
s))\begin{array}{l}
\\
\frac{\frac{\frac{-0.16666666666666666}{\mathsf{PI}\left(\right)} - \frac{-0.06944444444444445 \cdot \frac{r}{\mathsf{PI}\left(\right)}}{s}}{s} + \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}
\end{array}
Initial program 99.7%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lower-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f32N/A
metadata-eval99.7
Applied rewrites99.7%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
lift-*.f32N/A
lift-*.f3299.7
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f3299.7
lift-*.f32N/A
*-commutativeN/A
lift-*.f3299.7
Applied rewrites99.7%
Taylor expanded in s around -inf
associate-*r/N/A
Applied rewrites9.6%
(FPCore (s r)
:precision binary32
(/
(-
(/ 0.25 (* (PI) r))
(/
(fma -0.06944444444444445 (/ (/ r (PI)) s) (/ 0.16666666666666666 (PI)))
s))
s))\begin{array}{l}
\\
\frac{\frac{0.25}{\mathsf{PI}\left(\right) \cdot r} - \frac{\mathsf{fma}\left(-0.06944444444444445, \frac{\frac{r}{\mathsf{PI}\left(\right)}}{s}, \frac{0.16666666666666666}{\mathsf{PI}\left(\right)}\right)}{s}}{s}
\end{array}
Initial program 99.7%
Taylor expanded in s around inf
Applied rewrites8.9%
(FPCore (s r) :precision binary32 (/ (- (/ -0.16666666666666666 (* (PI) s)) (/ -0.25 (* (PI) r))) s))
\begin{array}{l}
\\
\frac{\frac{-0.16666666666666666}{\mathsf{PI}\left(\right) \cdot s} - \frac{-0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}
\end{array}
Initial program 99.7%
Taylor expanded in s around inf
lower-/.f32N/A
Applied rewrites8.9%
(FPCore (s r) :precision binary32 (let* ((t_0 (sqrt (PI)))) (/ 0.25 (* (* (* s r) t_0) t_0))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\frac{0.25}{\left(\left(s \cdot r\right) \cdot t\_0\right) \cdot t\_0}
\end{array}
\end{array}
Initial program 99.7%
Taylor expanded in s around inf
associate-/l/N/A
metadata-evalN/A
associate-*r/N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f328.6
Applied rewrites8.6%
Applied rewrites8.6%
Applied rewrites8.6%
(FPCore (s r) :precision binary32 (/ (* (/ 0.25 (PI)) (/ 1.0 r)) s))
\begin{array}{l}
\\
\frac{\frac{0.25}{\mathsf{PI}\left(\right)} \cdot \frac{1}{r}}{s}
\end{array}
Initial program 99.7%
Taylor expanded in s around inf
associate-/l/N/A
metadata-evalN/A
associate-*r/N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f328.6
Applied rewrites8.6%
Applied rewrites8.6%
(FPCore (s r) :precision binary32 (/ (/ 0.25 r) (* (PI) s)))
\begin{array}{l}
\\
\frac{\frac{0.25}{r}}{\mathsf{PI}\left(\right) \cdot s}
\end{array}
Initial program 99.7%
Taylor expanded in s around inf
associate-/l/N/A
metadata-evalN/A
associate-*r/N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f328.6
Applied rewrites8.6%
Applied rewrites8.6%
(FPCore (s r) :precision binary32 (/ 0.25 (* (* s r) (PI))))
\begin{array}{l}
\\
\frac{0.25}{\left(s \cdot r\right) \cdot \mathsf{PI}\left(\right)}
\end{array}
Initial program 99.7%
Taylor expanded in s around inf
associate-/l/N/A
metadata-evalN/A
associate-*r/N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f328.6
Applied rewrites8.6%
Applied rewrites8.6%
herbie shell --seed 2024322
(FPCore (s r)
:name "Disney BSSRDF, PDF of scattering profile"
:precision binary32
:pre (and (and (<= 0.0 s) (<= s 256.0)) (and (< 1e-6 r) (< r 1000000.0)))
(+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r))))