
(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 16 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 (+ (/ (* (exp (* (/ -0.3333333333333333 s) r)) 0.75) (* (* (* 6.0 (PI)) s) r)) (/ (* (exp (/ (- r) s)) 0.25) (* (* (* (PI) 2.0) s) r))))
\begin{array}{l}
\\
\frac{e^{\frac{-0.3333333333333333}{s} \cdot r} \cdot 0.75}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} + \frac{e^{\frac{-r}{s}} \cdot 0.25}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s\right) \cdot r}
\end{array}
Initial program 99.6%
lift-/.f32N/A
frac-2negN/A
div-invN/A
lift-neg.f32N/A
remove-double-negN/A
lower-*.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
associate-/r*N/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-/.f32N/A
metadata-eval99.7
Applied rewrites99.7%
Final simplification99.7%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* (* r r) -0.6666666666666666)))
(if (<=
(+
(/ (* (exp (/ (- r) (* 3.0 s))) 0.75) (* (* (* 6.0 (PI)) s) r))
(/ (* (exp (/ (- r) s)) 0.25) (* (* (* (PI) 2.0) s) r)))
1.9999999494757503e-5)
(/
(+ (- r (/ (fma (/ (* t_0 r) s) 0.3333333333333333 t_0) s)) r)
(* (/ (* (* (* (/ 0.5 s) r) r) r) (/ 0.125 (PI))) r))
(/
(-
(/
(-
(/ -0.16666666666666666 (PI))
(/ (* (/ -0.06944444444444445 (PI)) r) s))
s)
(/ -0.25 (* (PI) r)))
s))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(r \cdot r\right) \cdot -0.6666666666666666\\
\mathbf{if}\;\frac{e^{\frac{-r}{3 \cdot s}} \cdot 0.75}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} + \frac{e^{\frac{-r}{s}} \cdot 0.25}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s\right) \cdot r} \leq 1.9999999494757503 \cdot 10^{-5}:\\
\;\;\;\;\frac{\left(r - \frac{\mathsf{fma}\left(\frac{t\_0 \cdot r}{s}, 0.3333333333333333, t\_0\right)}{s}\right) + r}{\frac{\left(\left(\frac{0.5}{s} \cdot r\right) \cdot r\right) \cdot r}{\frac{0.125}{\mathsf{PI}\left(\right)}} \cdot r}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\frac{-0.16666666666666666}{\mathsf{PI}\left(\right)} - \frac{\frac{-0.06944444444444445}{\mathsf{PI}\left(\right)} \cdot r}{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))) < 1.99999995e-5Initial program 99.8%
Applied rewrites1.3%
Taylor expanded in s around -inf
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
lower-/.f32N/A
Applied rewrites90.8%
Taylor expanded in r around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.0
Applied rewrites4.0%
Taylor expanded in s around 0
Applied rewrites18.4%
if 1.99999995e-5 < (+.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 98.0%
Taylor expanded in s around -inf
Applied rewrites66.8%
Taylor expanded in s around inf
Applied rewrites67.9%
Final simplification23.5%
(FPCore (s r) :precision binary32 (/ (* 2.0 r) (* (/ (/ r (/ (exp (/ (- r) s)) s)) (/ 0.125 (PI))) r)))
\begin{array}{l}
\\
\frac{2 \cdot r}{\frac{\frac{r}{\frac{e^{\frac{-r}{s}}}{s}}}{\frac{0.125}{\mathsf{PI}\left(\right)}} \cdot r}
\end{array}
Initial program 99.6%
Applied rewrites11.4%
Taylor expanded in s around inf
lower-*.f3293.1
Applied rewrites93.1%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* (* r r) -0.6666666666666666)))
(/
(+ (- r (/ (fma (/ (* t_0 r) s) 0.3333333333333333 t_0) s)) r)
(*
(/ (* (* (* (- (/ 0.5 s) (/ (- -1.0 (/ s r)) r)) r) r) r) (/ 0.125 (PI)))
r))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(r \cdot r\right) \cdot -0.6666666666666666\\
\frac{\left(r - \frac{\mathsf{fma}\left(\frac{t\_0 \cdot r}{s}, 0.3333333333333333, t\_0\right)}{s}\right) + r}{\frac{\left(\left(\left(\frac{0.5}{s} - \frac{-1 - \frac{s}{r}}{r}\right) \cdot r\right) \cdot r\right) \cdot r}{\frac{0.125}{\mathsf{PI}\left(\right)}} \cdot r}
\end{array}
\end{array}
Initial program 99.6%
Applied rewrites11.4%
Taylor expanded in s around -inf
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
lower-/.f32N/A
Applied rewrites85.7%
Taylor expanded in r around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f32N/A
lower-/.f328.5
Applied rewrites8.5%
Taylor expanded in r around -inf
Applied rewrites23.6%
Final simplification23.6%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* (* r r) -0.6666666666666666)))
(/
(+ (- r (/ (fma (/ (* t_0 r) s) 0.3333333333333333 t_0) s)) r)
(* (* (* (* (+ s r) (PI)) r) 8.0) r))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(r \cdot r\right) \cdot -0.6666666666666666\\
\frac{\left(r - \frac{\mathsf{fma}\left(\frac{t\_0 \cdot r}{s}, 0.3333333333333333, t\_0\right)}{s}\right) + r}{\left(\left(\left(\left(s + r\right) \cdot \mathsf{PI}\left(\right)\right) \cdot r\right) \cdot 8\right) \cdot r}
\end{array}
\end{array}
Initial program 99.6%
Applied rewrites11.4%
Taylor expanded in s around -inf
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
lower-/.f32N/A
Applied rewrites85.7%
Taylor expanded in r around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f32N/A
lower-/.f328.5
Applied rewrites8.5%
Taylor expanded in r around 0
*-commutativeN/A
distribute-lft-outN/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
distribute-rgt-outN/A
lower-*.f32N/A
lower-PI.f32N/A
+-commutativeN/A
lower-+.f3211.0
Applied rewrites11.0%
Final simplification11.0%
(FPCore (s r)
:precision binary32
(/
(-
(/
(- (/ -0.16666666666666666 (PI)) (/ (* (/ -0.06944444444444445 (PI)) r) s))
s)
(/ -0.25 (* (PI) r)))
s))\begin{array}{l}
\\
\frac{\frac{\frac{-0.16666666666666666}{\mathsf{PI}\left(\right)} - \frac{\frac{-0.06944444444444445}{\mathsf{PI}\left(\right)} \cdot r}{s}}{s} - \frac{-0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}
\end{array}
Initial program 99.6%
Taylor expanded in s around -inf
Applied rewrites10.1%
Taylor expanded in s around inf
Applied rewrites10.5%
Final simplification10.5%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* (PI) s)))
(/
(- (* (* (PI) r) -0.16666666666666666) (* t_0 -0.25))
(* (* (* t_0 (PI)) r) s))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot s\\
\frac{\left(\mathsf{PI}\left(\right) \cdot r\right) \cdot -0.16666666666666666 - t\_0 \cdot -0.25}{\left(\left(t\_0 \cdot \mathsf{PI}\left(\right)\right) \cdot r\right) \cdot s}
\end{array}
\end{array}
Initial program 99.6%
Taylor expanded in s around inf
lower-/.f32N/A
Applied rewrites9.6%
Applied rewrites9.6%
Applied rewrites9.7%
Final simplification9.7%
(FPCore (s r) :precision binary32 (* (/ (- (/ -0.25 r) (/ -0.16666666666666666 s)) (PI)) (/ -1.0 s)))
\begin{array}{l}
\\
\frac{\frac{-0.25}{r} - \frac{-0.16666666666666666}{s}}{\mathsf{PI}\left(\right)} \cdot \frac{-1}{s}
\end{array}
Initial program 99.6%
Taylor expanded in s around inf
lower-/.f32N/A
Applied rewrites9.6%
Applied rewrites9.6%
Applied rewrites9.6%
Final simplification9.6%
(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 99.6%
Taylor expanded in s around inf
lower-/.f32N/A
Applied rewrites9.6%
(FPCore (s r) :precision binary32 (* (/ 0.25 (* (PI) s)) (/ 1.0 r)))
\begin{array}{l}
\\
\frac{0.25}{\mathsf{PI}\left(\right) \cdot s} \cdot \frac{1}{r}
\end{array}
Initial program 99.6%
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.f329.4
Applied rewrites9.4%
Applied rewrites9.4%
Final simplification9.4%
(FPCore (s r) :precision binary32 (/ (/ 0.25 (* (PI) s)) r))
\begin{array}{l}
\\
\frac{\frac{0.25}{\mathsf{PI}\left(\right) \cdot s}}{r}
\end{array}
Initial program 99.6%
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.f329.4
Applied rewrites9.4%
(FPCore (s r) :precision binary32 (/ (/ 0.25 (* (PI) r)) s))
\begin{array}{l}
\\
\frac{\frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}
\end{array}
Initial program 99.6%
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.f329.4
Applied rewrites9.4%
Applied rewrites9.4%
Applied rewrites9.4%
Final simplification9.4%
(FPCore (s r) :precision binary32 (/ (/ 0.25 (PI)) (* s r)))
\begin{array}{l}
\\
\frac{\frac{0.25}{\mathsf{PI}\left(\right)}}{s \cdot r}
\end{array}
Initial program 99.6%
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.f329.4
Applied rewrites9.4%
Applied rewrites9.4%
(FPCore (s r) :precision binary32 (/ 1.0 (* (* 4.0 (* (PI) s)) r)))
\begin{array}{l}
\\
\frac{1}{\left(4 \cdot \left(\mathsf{PI}\left(\right) \cdot s\right)\right) \cdot r}
\end{array}
Initial program 99.6%
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.f329.4
Applied rewrites9.4%
Applied rewrites9.4%
Final simplification9.4%
(FPCore (s r) :precision binary32 (/ 0.25 (* (* (PI) s) r)))
\begin{array}{l}
\\
\frac{0.25}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r}
\end{array}
Initial program 99.6%
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.f329.4
Applied rewrites9.4%
Applied rewrites9.4%
Applied rewrites9.4%
Final simplification9.4%
(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 99.6%
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.f329.4
Applied rewrites9.4%
Applied rewrites9.4%
Applied rewrites9.4%
herbie shell --seed 2024296
(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))))