
(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 14 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 (/ (- r) (* 3.0 s))) 0.75) (* (* (* s r) 6.0) (PI))) (/ (* (exp (/ (- r) s)) 0.25) (* (* (* (PI) 2.0) s) r))))
\begin{array}{l}
\\
\frac{e^{\frac{-r}{3 \cdot s}} \cdot 0.75}{\left(\left(s \cdot r\right) \cdot 6\right) \cdot \mathsf{PI}\left(\right)} + \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 99.2%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
*-commutativeN/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.2
Applied rewrites99.2%
Final simplification99.2%
(FPCore (s r) :precision binary32 (+ (/ (* (exp (/ (- r) (* 3.0 s))) 0.75) (* (* (* 6.0 (PI)) s) r)) (/ (* (exp (/ (- r) s)) 0.25) (* (* (PI) 2.0) (* s r)))))
\begin{array}{l}
\\
\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(\mathsf{PI}\left(\right) \cdot 2\right) \cdot \left(s \cdot r\right)}
\end{array}
Initial program 99.2%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
lower-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-*.f3299.2
Applied rewrites99.2%
Final simplification99.2%
(FPCore (s r) :precision binary32 (+ (/ (* (exp (/ r (* -3.0 s))) 0.75) (* (* (PI) r) (* 6.0 s))) (/ (* 0.125 (exp (/ (- r) s))) (* (* (PI) s) r))))
\begin{array}{l}
\\
\frac{e^{\frac{r}{-3 \cdot s}} \cdot 0.75}{\left(\mathsf{PI}\left(\right) \cdot r\right) \cdot \left(6 \cdot s\right)} + \frac{0.125 \cdot e^{\frac{-r}{s}}}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r}
\end{array}
Initial program 99.2%
lift-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
lower-/.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-*.f32N/A
metadata-eval99.2
Applied rewrites99.2%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f32N/A
lower-*.f32N/A
lower-*.f3299.2
Applied rewrites99.2%
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.f3299.2
Applied rewrites99.2%
Applied rewrites99.2%
Final simplification99.2%
(FPCore (s r) :precision binary32 (* (+ (/ (exp (* (/ r s) -0.3333333333333333)) r) (/ (exp (/ (- r) s)) r)) (/ (/ 0.125 s) (PI))))
\begin{array}{l}
\\
\left(\frac{e^{\frac{r}{s} \cdot -0.3333333333333333}}{r} + \frac{e^{\frac{-r}{s}}}{r}\right) \cdot \frac{\frac{0.125}{s}}{\mathsf{PI}\left(\right)}
\end{array}
Initial program 99.2%
Applied rewrites97.7%
lift-cbrt.f32N/A
pow1/3N/A
lift-exp.f32N/A
lift-/.f32N/A
div-invN/A
exp-prodN/A
pow-powN/A
inv-powN/A
metadata-evalN/A
unpow-prod-downN/A
*-commutativeN/A
lift-*.f32N/A
inv-powN/A
exp-prodN/A
div-invN/A
lift-/.f32N/A
lift-exp.f3299.1
lift-/.f32N/A
lift-neg.f32N/A
lift-*.f32N/A
neg-mul-1N/A
times-fracN/A
lower-*.f32N/A
metadata-evalN/A
lower-/.f3299.0
Applied rewrites99.0%
Final simplification99.0%
(FPCore (s r) :precision binary32 (+ (/ (/ 0.125 (- 1.0 (/ (- (* (* (/ r s) r) -0.5) r) s))) (* (* (PI) s) r)) (/ (* (exp (/ r (* -3.0 s))) 0.75) (* (* (PI) r) (* 6.0 s)))))
\begin{array}{l}
\\
\frac{\frac{0.125}{1 - \frac{\left(\frac{r}{s} \cdot r\right) \cdot -0.5 - r}{s}}}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r} + \frac{e^{\frac{r}{-3 \cdot s}} \cdot 0.75}{\left(\mathsf{PI}\left(\right) \cdot r\right) \cdot \left(6 \cdot s\right)}
\end{array}
Initial program 99.2%
lift-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
lower-/.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-*.f32N/A
metadata-eval99.2
Applied rewrites99.2%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f32N/A
lower-*.f32N/A
lower-*.f3299.2
Applied rewrites99.2%
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.f3299.2
Applied rewrites99.2%
Taylor expanded in s around -inf
Applied rewrites52.4%
Final simplification52.4%
(FPCore (s r) :precision binary32 (+ (/ (/ 0.125 (+ 1.0 (/ r s))) (* (* (PI) s) r)) (/ (* (exp (/ r (* -3.0 s))) 0.75) (* (* (PI) r) (* 6.0 s)))))
\begin{array}{l}
\\
\frac{\frac{0.125}{1 + \frac{r}{s}}}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r} + \frac{e^{\frac{r}{-3 \cdot s}} \cdot 0.75}{\left(\mathsf{PI}\left(\right) \cdot r\right) \cdot \left(6 \cdot s\right)}
\end{array}
Initial program 99.2%
lift-/.f32N/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
lower-/.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-*.f32N/A
metadata-eval99.2
Applied rewrites99.2%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f32N/A
lower-*.f32N/A
lower-*.f3299.2
Applied rewrites99.2%
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.f3299.2
Applied rewrites99.2%
Taylor expanded in s around inf
Applied rewrites12.9%
Final simplification12.9%
(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 99.2%
Taylor expanded in s around -inf
Applied rewrites8.4%
Taylor expanded in s around inf
Applied rewrites9.1%
Final simplification9.1%
(FPCore (s r) :precision binary32 (let* ((t_0 (sqrt (PI)))) (/ (/ 0.25 (* t_0 s)) (* t_0 r))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\frac{\frac{0.25}{t\_0 \cdot s}}{t\_0 \cdot r}
\end{array}
\end{array}
Initial program 99.2%
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.f328.4
Applied rewrites8.4%
Applied rewrites8.4%
Applied rewrites8.4%
Final simplification8.4%
(FPCore (s r) :precision binary32 (* (/ 1.0 s) (* (/ 0.25 (PI)) (/ 1.0 r))))
\begin{array}{l}
\\
\frac{1}{s} \cdot \left(\frac{0.25}{\mathsf{PI}\left(\right)} \cdot \frac{1}{r}\right)
\end{array}
Initial program 99.2%
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.f328.4
Applied rewrites8.4%
Applied rewrites8.4%
Applied rewrites8.4%
Final simplification8.4%
(FPCore (s r) :precision binary32 (* (/ (/ 0.25 r) (PI)) (/ 1.0 s)))
\begin{array}{l}
\\
\frac{\frac{0.25}{r}}{\mathsf{PI}\left(\right)} \cdot \frac{1}{s}
\end{array}
Initial program 99.2%
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.f328.4
Applied rewrites8.4%
Applied rewrites8.4%
Applied rewrites8.4%
(FPCore (s r) :precision binary32 (* (/ 0.25 (* (PI) r)) (/ 1.0 s)))
\begin{array}{l}
\\
\frac{0.25}{\mathsf{PI}\left(\right) \cdot r} \cdot \frac{1}{s}
\end{array}
Initial program 99.2%
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.f328.4
Applied rewrites8.4%
Applied rewrites8.4%
Applied rewrites8.4%
(FPCore (s r) :precision binary32 (/ (/ 0.25 s) (* (PI) r)))
\begin{array}{l}
\\
\frac{\frac{0.25}{s}}{\mathsf{PI}\left(\right) \cdot r}
\end{array}
Initial program 99.2%
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.f328.4
Applied rewrites8.4%
Applied rewrites8.4%
Applied rewrites8.4%
(FPCore (s r) :precision binary32 (/ 0.25 (* (* (PI) r) s)))
\begin{array}{l}
\\
\frac{0.25}{\left(\mathsf{PI}\left(\right) \cdot r\right) \cdot s}
\end{array}
Initial program 99.2%
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.f328.4
Applied rewrites8.4%
Applied rewrites8.4%
(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 99.2%
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.f328.4
Applied rewrites8.4%
Applied rewrites8.4%
Applied rewrites8.4%
herbie shell --seed 2024276
(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))))