
(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 17 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))) (* (* (* (PI) 2.0) r) s)) (/ (* 0.75 (exp (/ r (* -3.0 s)))) (* 6.0 (* (* (PI) r) s)))))
\begin{array}{l}
\\
\frac{0.25 \cdot e^{\frac{-r}{s}}}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot r\right) \cdot s} + \frac{0.75 \cdot e^{\frac{r}{-3 \cdot s}}}{6 \cdot \left(\left(\mathsf{PI}\left(\right) \cdot r\right) \cdot s\right)}
\end{array}
Initial program 99.6%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
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-eval99.6
Applied rewrites99.6%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f3299.6
lift-*.f32N/A
*-commutativeN/A
lower-*.f3299.6
Applied rewrites99.6%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
associate-*l*N/A
lift-*.f32N/A
lift-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
(FPCore (s r)
:precision binary32
(if (<=
(+
(/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r))
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
9.9999998245167e-14)
(fma
0.25
(/ (fma -1.0 (/ r s) 1.0) (* (* (* (PI) 2.0) s) r))
(/ (* (/ 0.125 (* (PI) s)) (pow (exp r) (/ -0.3333333333333333 s))) r))
(/
(*
(-
(/ 0.06944444444444445 (* (pow s 3.0) (PI)))
(/ (/ (- (/ (/ 0.16666666666666666 (PI)) s) (/ 0.25 (* (PI) r))) s) r))
(* r r))
r)))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\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} \leq 9.9999998245167 \cdot 10^{-14}:\\
\;\;\;\;\mathsf{fma}\left(0.25, \frac{\mathsf{fma}\left(-1, \frac{r}{s}, 1\right)}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s\right) \cdot r}, \frac{\frac{0.125}{\mathsf{PI}\left(\right) \cdot s} \cdot {\left(e^{r}\right)}^{\left(\frac{-0.3333333333333333}{s}\right)}}{r}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\frac{0.06944444444444445}{{s}^{3} \cdot \mathsf{PI}\left(\right)} - \frac{\frac{\frac{\frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{s} - \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}}{r}\right) \cdot \left(r \cdot r\right)}{r}\\
\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))) < 9.99999982e-14Initial program 99.8%
Taylor expanded in s around inf
associate-+r+N/A
+-commutativeN/A
unpow2N/A
associate-/l*N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
+-commutativeN/A
*-commutativeN/A
associate-*l/N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
associate-+l+N/A
Applied rewrites4.5%
Taylor expanded in s around inf
Applied rewrites4.6%
Applied rewrites99.1%
if 9.99999982e-14 < (+.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 97.9%
Taylor expanded in r around 0
Applied rewrites43.2%
Taylor expanded in r around inf
Applied rewrites59.1%
(FPCore (s r)
:precision binary32
(if (<=
(+
(/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r))
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
0.0)
(/
(fma
(/
(/
(fma
0.06944444444444445
(pow (* s (/ (PI) r)) -1.0)
(/ -0.16666666666666666 (PI)))
s)
s)
r
(/ 0.25 (* (PI) s)))
r)
(*
(-
(/ 0.06944444444444445 (* (pow s 3.0) (PI)))
(/ (/ (- (/ (/ 0.16666666666666666 (PI)) s) (/ 0.25 (* (PI) r))) s) r))
r)))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\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} \leq 0:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{\frac{\mathsf{fma}\left(0.06944444444444445, {\left(s \cdot \frac{\mathsf{PI}\left(\right)}{r}\right)}^{-1}, \frac{-0.16666666666666666}{\mathsf{PI}\left(\right)}\right)}{s}}{s}, r, \frac{0.25}{\mathsf{PI}\left(\right) \cdot s}\right)}{r}\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{0.06944444444444445}{{s}^{3} \cdot \mathsf{PI}\left(\right)} - \frac{\frac{\frac{\frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{s} - \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}}{r}\right) \cdot r\\
\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 99.9%
Taylor expanded in r around 0
Applied rewrites4.5%
Applied rewrites8.7%
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 97.1%
Taylor expanded in r around 0
Applied rewrites40.7%
Taylor expanded in r around inf
Applied rewrites55.5%
(FPCore (s r)
:precision binary32
(if (<=
(+
(/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r))
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
1.000000031374395e-22)
(/
(fma
(/
(/
(fma r (pow (* (PI) (* s 14.4)) -1.0) (/ -0.16666666666666666 (PI)))
s)
s)
r
(/ 0.25 (* (PI) s)))
r)
(*
(-
(/ 0.06944444444444445 (* (pow s 3.0) (PI)))
(/ (/ (- (/ (/ 0.16666666666666666 (PI)) s) (/ 0.25 (* (PI) r))) s) r))
r)))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\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} \leq 1.000000031374395 \cdot 10^{-22}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{\frac{\mathsf{fma}\left(r, {\left(\mathsf{PI}\left(\right) \cdot \left(s \cdot 14.4\right)\right)}^{-1}, \frac{-0.16666666666666666}{\mathsf{PI}\left(\right)}\right)}{s}}{s}, r, \frac{0.25}{\mathsf{PI}\left(\right) \cdot s}\right)}{r}\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{0.06944444444444445}{{s}^{3} \cdot \mathsf{PI}\left(\right)} - \frac{\frac{\frac{\frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{s} - \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}}{r}\right) \cdot r\\
\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))) < 1.00000003e-22Initial program 99.9%
Taylor expanded in r around 0
Applied rewrites4.5%
Applied rewrites8.4%
if 1.00000003e-22 < (+.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 97.4%
Taylor expanded in r around 0
Applied rewrites41.7%
Taylor expanded in r around inf
Applied rewrites57.1%
(FPCore (s r)
:precision binary32
(let* ((t_0 (/ r (PI))) (t_1 (/ -0.16666666666666666 (PI))))
(if (<=
(+
(/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r))
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
1.000000031374395e-22)
(/
(fma
(/ (/ (fma r (pow (* (PI) (* s 14.4)) -1.0) t_1) s) s)
r
(/ 0.25 (* (PI) s)))
r)
(/
(+
(/
(-
t_1
(/
(fma
0.021604938271604937
(* r (/ t_0 s))
(* -0.06944444444444445 t_0))
s))
s)
(/ 0.25 (* (PI) r)))
s))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{r}{\mathsf{PI}\left(\right)}\\
t_1 := \frac{-0.16666666666666666}{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;\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} \leq 1.000000031374395 \cdot 10^{-22}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{\frac{\mathsf{fma}\left(r, {\left(\mathsf{PI}\left(\right) \cdot \left(s \cdot 14.4\right)\right)}^{-1}, t\_1\right)}{s}}{s}, r, \frac{0.25}{\mathsf{PI}\left(\right) \cdot s}\right)}{r}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{t\_1 - \frac{\mathsf{fma}\left(0.021604938271604937, r \cdot \frac{t\_0}{s}, -0.06944444444444445 \cdot t\_0\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))) < 1.00000003e-22Initial program 99.9%
Taylor expanded in r around 0
Applied rewrites4.5%
Applied rewrites8.5%
if 1.00000003e-22 < (+.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 97.4%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f3297.9
Applied rewrites97.9%
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-eval97.9
Applied rewrites97.9%
Taylor expanded in s around -inf
Applied rewrites35.5%
(FPCore (s r) :precision binary32 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (* 0.75 (exp (/ r (* -3.0 s)))) (* (* r (* 6.0 (PI))) s))))
\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(r \cdot \left(6 \cdot \mathsf{PI}\left(\right)\right)\right) \cdot s}
\end{array}
Initial program 99.6%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
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-eval99.6
Applied rewrites99.6%
(FPCore (s r) :precision binary32 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (* 0.75 (exp (/ r (* -3.0 s)))) (* (PI) (* 6.0 (* 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}}}{\mathsf{PI}\left(\right) \cdot \left(6 \cdot \left(s \cdot r\right)\right)}
\end{array}
Initial program 99.6%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
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-eval99.6
Applied rewrites99.6%
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
(FPCore (s r) :precision binary32 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* r (* (PI) 2.0)) s)) (/ (* 0.75 (exp (/ r (* -3.0 s)))) (* (* (* 6.0 (PI)) s) r))))
\begin{array}{l}
\\
\frac{0.25 \cdot e^{\frac{-r}{s}}}{\left(r \cdot \left(\mathsf{PI}\left(\right) \cdot 2\right)\right) \cdot s} + \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}
Initial program 99.6%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f3299.6
lift-*.f32N/A
*-commutativeN/A
lower-*.f3299.6
Applied rewrites99.6%
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-eval99.6
Applied rewrites99.6%
(FPCore (s r)
:precision binary32
(if (<= s 1.99999996490334e-13)
(/
(fma
(*
(/ 1.0 (* s s))
(pow
(fma (/ r s) (/ 0.06944444444444445 (PI)) (/ -0.16666666666666666 (PI)))
1.0))
r
(/ 0.25 (* (PI) s)))
r)
(/
(*
(-
(/ 0.06944444444444445 (* (pow s 3.0) (PI)))
(/ (/ (- (/ (/ 0.16666666666666666 (PI)) s) (/ 0.25 (* (PI) r))) s) r))
(* r r))
r)))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;s \leq 1.99999996490334 \cdot 10^{-13}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{1}{s \cdot s} \cdot {\left(\mathsf{fma}\left(\frac{r}{s}, \frac{0.06944444444444445}{\mathsf{PI}\left(\right)}, \frac{-0.16666666666666666}{\mathsf{PI}\left(\right)}\right)\right)}^{1}, r, \frac{0.25}{\mathsf{PI}\left(\right) \cdot s}\right)}{r}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\frac{0.06944444444444445}{{s}^{3} \cdot \mathsf{PI}\left(\right)} - \frac{\frac{\frac{\frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{s} - \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}}{r}\right) \cdot \left(r \cdot r\right)}{r}\\
\end{array}
\end{array}
if s < 1.99999996e-13Initial program 100.0%
Taylor expanded in r around 0
Applied rewrites4.1%
Applied rewrites4.1%
Applied rewrites8.2%
if 1.99999996e-13 < s Initial program 98.7%
Taylor expanded in r around 0
Applied rewrites18.5%
Taylor expanded in r around inf
Applied rewrites23.0%
(FPCore (s r)
:precision binary32
(if (<= s 1.99999996490334e-13)
(/
(fma
(*
(/ 1.0 (* s s))
(pow
(fma (/ r s) (/ 0.06944444444444445 (PI)) (/ -0.16666666666666666 (PI)))
1.0))
r
(/ 0.25 (* (PI) s)))
r)
(*
(-
(/ 0.06944444444444445 (* (pow s 3.0) (PI)))
(/ (/ (- (/ (/ 0.16666666666666666 (PI)) s) (/ 0.25 (* (PI) r))) s) r))
r)))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;s \leq 1.99999996490334 \cdot 10^{-13}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{1}{s \cdot s} \cdot {\left(\mathsf{fma}\left(\frac{r}{s}, \frac{0.06944444444444445}{\mathsf{PI}\left(\right)}, \frac{-0.16666666666666666}{\mathsf{PI}\left(\right)}\right)\right)}^{1}, r, \frac{0.25}{\mathsf{PI}\left(\right) \cdot s}\right)}{r}\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{0.06944444444444445}{{s}^{3} \cdot \mathsf{PI}\left(\right)} - \frac{\frac{\frac{\frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{s} - \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}}{r}\right) \cdot r\\
\end{array}
\end{array}
if s < 1.99999996e-13Initial program 100.0%
Taylor expanded in r around 0
Applied rewrites4.1%
Applied rewrites4.1%
Applied rewrites9.5%
if 1.99999996e-13 < s Initial program 98.7%
Taylor expanded in r around 0
Applied rewrites18.5%
Taylor expanded in r around inf
Applied rewrites22.8%
(FPCore (s r)
:precision binary32
(let* ((t_0 (/ r (PI))))
(/
(+
(/
(-
(/ -0.16666666666666666 (PI))
(/
(fma 0.021604938271604937 (* r (/ t_0 s)) (* -0.06944444444444445 t_0))
s))
s)
(/ 0.25 (* (PI) r)))
s)))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{r}{\mathsf{PI}\left(\right)}\\
\frac{\frac{\frac{-0.16666666666666666}{\mathsf{PI}\left(\right)} - \frac{\mathsf{fma}\left(0.021604938271604937, r \cdot \frac{t\_0}{s}, -0.06944444444444445 \cdot t\_0\right)}{s}}{s} + \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}
\end{array}
\end{array}
Initial program 99.6%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
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-eval99.6
Applied rewrites99.6%
Taylor expanded in s around -inf
Applied rewrites9.7%
(FPCore (s r)
:precision binary32
(/
(-
(/
(-
(/ -0.16666666666666666 (PI))
(/
(*
r
(-
(/ -0.06944444444444445 (PI))
(* (/ r (PI)) (/ -0.021604938271604937 s))))
s))
s)
(/ -0.25 (* (PI) r)))
s))\begin{array}{l}
\\
\frac{\frac{\frac{-0.16666666666666666}{\mathsf{PI}\left(\right)} - \frac{r \cdot \left(\frac{-0.06944444444444445}{\mathsf{PI}\left(\right)} - \frac{r}{\mathsf{PI}\left(\right)} \cdot \frac{-0.021604938271604937}{s}\right)}{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 rewrites9.5%
(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 99.6%
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.f329.1
Applied rewrites9.1%
Applied rewrites9.1%
(FPCore (s r) :precision binary32 (/ (/ (/ 0.25 s) (PI)) r))
\begin{array}{l}
\\
\frac{\frac{\frac{0.25}{s}}{\mathsf{PI}\left(\right)}}{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.f329.1
Applied rewrites9.1%
Applied rewrites9.1%
(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 99.6%
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.f329.1
Applied rewrites9.1%
Applied rewrites9.1%
Applied rewrites9.1%
(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 99.6%
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.f329.1
Applied rewrites9.1%
Applied rewrites9.1%
Applied rewrites9.1%
(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.f329.1
Applied rewrites9.1%
Applied rewrites9.1%
herbie shell --seed 2024307
(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))))