
(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 19 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) (* 3.0 s)))) (* (* (* s 6.0) (PI)) 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(s \cdot 6\right) \cdot \mathsf{PI}\left(\right)\right) \cdot r}
\end{array}
Initial program 99.5%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
lift-*.f32N/A
*-commutativeN/A
lift-PI.f32N/A
add-sqr-sqrtN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f32N/A
lower-sqrt.f32N/A
lift-PI.f32N/A
lower-sqrt.f3299.6
Applied rewrites99.6%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*r*N/A
lift-*.f32N/A
*-commutativeN/A
associate-*r*N/A
lift-sqrt.f32N/A
lift-sqrt.f32N/A
rem-square-sqrtN/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*r*N/A
Applied rewrites99.6%
(FPCore (s r)
:precision binary32
(let* ((t_0 (exp (/ (- r) s)))
(t_1 (/ (* 0.25 t_0) (* (* (* 2.0 (PI)) s) r)))
(t_2 (/ r (PI))))
(if (<=
(+ t_1 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
2.0000000233721948e-7)
(fma
(/ t_0 (* (* (* (PI) 2.0) s) r))
0.25
(* (/ (exp (* -0.3333333333333333 (/ r s))) (* (* (PI) s) r)) 0.125))
(+
t_1
(/
(+
(/
(-
(/ -0.041666666666666664 (PI))
(/
(+
(* (* (/ t_2 s) r) 0.0007716049382716049)
(* -0.006944444444444444 t_2))
s))
s)
(/ 0.125 (* (PI) r)))
s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{\frac{-r}{s}}\\
t_1 := \frac{0.25 \cdot t\_0}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}\\
t_2 := \frac{r}{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;t\_1 + \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 2.0000000233721948 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(\frac{t\_0}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s\right) \cdot r}, 0.25, \frac{e^{-0.3333333333333333 \cdot \frac{r}{s}}}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r} \cdot 0.125\right)\\
\mathbf{else}:\\
\;\;\;\;t\_1 + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)} - \frac{\left(\frac{t\_2}{s} \cdot r\right) \cdot 0.0007716049382716049 + -0.006944444444444444 \cdot t\_2}{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))) < 2.00000002e-7Initial program 99.7%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.8
Applied rewrites99.8%
lift-*.f32N/A
*-commutativeN/A
lift-PI.f32N/A
add-sqr-sqrtN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f32N/A
lower-sqrt.f32N/A
lift-PI.f32N/A
lower-sqrt.f3299.8
Applied rewrites99.8%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.8
Applied rewrites99.8%
Applied rewrites98.5%
if 2.00000002e-7 < (+.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 97.8%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3298.0
Applied rewrites98.0%
Taylor expanded in s around -inf
Applied rewrites32.1%
Applied rewrites81.8%
Final simplification96.6%
(FPCore (s r)
:precision binary32
(let* ((t_0 (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)))
(t_1 (/ r (PI))))
(if (<=
(+ t_0 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
2.0000000233721948e-7)
(fma
(/ 1.0 (* (* (* (PI) 2.0) s) r))
(fma (/ r s) -0.25 0.25)
(* (/ (pow (exp r) (/ -0.3333333333333333 s)) (* (* (PI) s) r)) 0.125))
(+
t_0
(/
(+
(/
(-
(/ -0.041666666666666664 (PI))
(/
(+
(* (* (/ t_1 s) r) 0.0007716049382716049)
(* -0.006944444444444444 t_1))
s))
s)
(/ 0.125 (* (PI) r)))
s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{0.25 \cdot e^{\frac{-r}{s}}}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}\\
t_1 := \frac{r}{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;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} \leq 2.0000000233721948 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(\frac{1}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s\right) \cdot r}, \mathsf{fma}\left(\frac{r}{s}, -0.25, 0.25\right), \frac{{\left(e^{r}\right)}^{\left(\frac{-0.3333333333333333}{s}\right)}}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r} \cdot 0.125\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0 + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)} - \frac{\left(\frac{t\_1}{s} \cdot r\right) \cdot 0.0007716049382716049 + -0.006944444444444444 \cdot t\_1}{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))) < 2.00000002e-7Initial 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 inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.8
Applied rewrites4.8%
Applied rewrites97.5%
if 2.00000002e-7 < (+.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 97.8%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3298.0
Applied rewrites98.0%
Taylor expanded in s around -inf
Applied rewrites29.6%
Applied rewrites81.8%
Final simplification95.8%
(FPCore (s r)
:precision binary32
(let* ((t_0 (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)))
(t_1 (/ r (PI))))
(if (<=
(+ t_0 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
2.0000000233721948e-7)
(fma
1.0
(/ (fma (/ r s) -0.25 0.25) (* (* (* (PI) 2.0) s) r))
(* (/ (pow (exp r) (/ -0.3333333333333333 s)) (* (* (PI) s) r)) 0.125))
(+
t_0
(/
(+
(/
(-
(/ -0.041666666666666664 (PI))
(/
(+
(* (* (/ t_1 s) r) 0.0007716049382716049)
(* -0.006944444444444444 t_1))
s))
s)
(/ 0.125 (* (PI) r)))
s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{0.25 \cdot e^{\frac{-r}{s}}}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}\\
t_1 := \frac{r}{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;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} \leq 2.0000000233721948 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(1, \frac{\mathsf{fma}\left(\frac{r}{s}, -0.25, 0.25\right)}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s\right) \cdot r}, \frac{{\left(e^{r}\right)}^{\left(\frac{-0.3333333333333333}{s}\right)}}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r} \cdot 0.125\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0 + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)} - \frac{\left(\frac{t\_1}{s} \cdot r\right) \cdot 0.0007716049382716049 + -0.006944444444444444 \cdot t\_1}{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))) < 2.00000002e-7Initial 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 inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.8
Applied rewrites4.8%
Applied rewrites97.6%
if 2.00000002e-7 < (+.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 97.8%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3298.0
Applied rewrites98.0%
Taylor expanded in s around -inf
Applied rewrites28.1%
Applied rewrites81.8%
Final simplification95.8%
(FPCore (s r)
:precision binary32
(let* ((t_0 (exp (/ (- r) s)))
(t_1 (/ (* 0.25 t_0) (* (* (* 2.0 (PI)) s) r)))
(t_2 (* (PI) s))
(t_3 (/ r (PI))))
(if (<=
(+ t_1 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
2.0000000233721948e-7)
(fma
(fma (fma (/ r s) (/ 0.041666666666666664 s) (/ -0.25 s)) r 0.75)
(/ 0.16666666666666666 (* t_2 r))
(* (/ t_0 r) (/ 0.125 t_2)))
(+
t_1
(/
(+
(/
(-
(/ -0.041666666666666664 (PI))
(/
(+
(* (* (/ t_3 s) r) 0.0007716049382716049)
(* -0.006944444444444444 t_3))
s))
s)
(/ 0.125 (* (PI) r)))
s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{\frac{-r}{s}}\\
t_1 := \frac{0.25 \cdot t\_0}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}\\
t_2 := \mathsf{PI}\left(\right) \cdot s\\
t_3 := \frac{r}{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;t\_1 + \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 2.0000000233721948 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(\frac{r}{s}, \frac{0.041666666666666664}{s}, \frac{-0.25}{s}\right), r, 0.75\right), \frac{0.16666666666666666}{t\_2 \cdot r}, \frac{t\_0}{r} \cdot \frac{0.125}{t\_2}\right)\\
\mathbf{else}:\\
\;\;\;\;t\_1 + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)} - \frac{\left(\frac{t\_3}{s} \cdot r\right) \cdot 0.0007716049382716049 + -0.006944444444444444 \cdot t\_3}{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))) < 2.00000002e-7Initial program 99.7%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.8
Applied rewrites99.8%
Taylor expanded in r around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
sub-negN/A
associate-*r/N/A
unpow2N/A
times-fracN/A
lower-fma.f32N/A
lower-/.f32N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f324.7
Applied rewrites4.7%
lift-+.f32N/A
+-commutativeN/A
lift-/.f32N/A
div-invN/A
lower-fma.f32N/A
Applied rewrites97.7%
if 2.00000002e-7 < (+.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 97.8%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3298.0
Applied rewrites98.0%
Taylor expanded in s around -inf
Applied rewrites26.5%
Applied rewrites81.8%
Final simplification93.9%
(FPCore (s r)
:precision binary32
(let* ((t_0 (exp (/ (- r) s)))
(t_1 (/ (* 0.25 t_0) (* (* (* 2.0 (PI)) s) r)))
(t_2 (* (PI) s)))
(if (<=
(+ t_1 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
4.00000012549758e-22)
(fma
(fma (fma (/ r s) (/ 0.041666666666666664 s) (/ -0.25 s)) r 0.75)
(/ 0.16666666666666666 (* t_2 r))
(* (/ t_0 r) (/ 0.125 t_2)))
(+
t_1
(/
(+
(/
(-
(/ -0.041666666666666664 (PI))
(/ (* -0.006944444444444444 (/ r (PI))) s))
s)
(/ 0.125 (* (PI) r)))
s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{\frac{-r}{s}}\\
t_1 := \frac{0.25 \cdot t\_0}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}\\
t_2 := \mathsf{PI}\left(\right) \cdot s\\
\mathbf{if}\;t\_1 + \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 4.00000012549758 \cdot 10^{-22}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(\frac{r}{s}, \frac{0.041666666666666664}{s}, \frac{-0.25}{s}\right), r, 0.75\right), \frac{0.16666666666666666}{t\_2 \cdot r}, \frac{t\_0}{r} \cdot \frac{0.125}{t\_2}\right)\\
\mathbf{else}:\\
\;\;\;\;t\_1 + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)} - \frac{-0.006944444444444444 \cdot \frac{r}{\mathsf{PI}\left(\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))) < 4.00000013e-22Initial program 99.9%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.9
Applied rewrites99.9%
Taylor expanded in r around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
sub-negN/A
associate-*r/N/A
unpow2N/A
times-fracN/A
lower-fma.f32N/A
lower-/.f32N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f324.6
Applied rewrites4.6%
lift-+.f32N/A
+-commutativeN/A
lift-/.f32N/A
div-invN/A
lower-fma.f32N/A
Applied rewrites99.2%
if 4.00000013e-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 97.2%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3297.6
Applied rewrites97.6%
Taylor expanded in s around -inf
Applied rewrites28.4%
Taylor expanded in s around inf
Applied rewrites72.6%
Final simplification93.9%
(FPCore (s r)
:precision binary32
(let* ((t_0 (exp (/ (- r) s))) (t_1 (* (PI) s)))
(if (<=
(+
(/ (* 0.25 t_0) (* (* (* 2.0 (PI)) s) r))
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
2.0000000233721948e-7)
(fma
(fma (fma (/ r s) (/ 0.041666666666666664 s) (/ -0.25 s)) r 0.75)
(/ 0.16666666666666666 (* t_1 r))
(* (/ t_0 r) (/ 0.125 t_1)))
(/
(*
(-
(/ -0.021604938271604937 (* (pow s 3.0) (PI)))
(/
(-
(/ -0.06944444444444445 (* (* s s) (PI)))
(/ (- (/ 0.25 (* (PI) r)) (/ (/ 0.16666666666666666 (PI)) s)) r))
r))
(* r r))
s))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{\frac{-r}{s}}\\
t_1 := \mathsf{PI}\left(\right) \cdot s\\
\mathbf{if}\;\frac{0.25 \cdot 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}}}{\left(\left(6 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r} \leq 2.0000000233721948 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(\frac{r}{s}, \frac{0.041666666666666664}{s}, \frac{-0.25}{s}\right), r, 0.75\right), \frac{0.16666666666666666}{t\_1 \cdot r}, \frac{t\_0}{r} \cdot \frac{0.125}{t\_1}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\frac{-0.021604938271604937}{{s}^{3} \cdot \mathsf{PI}\left(\right)} - \frac{\frac{-0.06944444444444445}{\left(s \cdot s\right) \cdot \mathsf{PI}\left(\right)} - \frac{\frac{0.25}{\mathsf{PI}\left(\right) \cdot r} - \frac{\frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{s}}{r}}{r}\right) \cdot \left(r \cdot r\right)}{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))) < 2.00000002e-7Initial program 99.7%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.8
Applied rewrites99.8%
Taylor expanded in r around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
sub-negN/A
associate-*r/N/A
unpow2N/A
times-fracN/A
lower-fma.f32N/A
lower-/.f32N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f324.7
Applied rewrites4.7%
lift-+.f32N/A
+-commutativeN/A
lift-/.f32N/A
div-invN/A
lower-fma.f32N/A
Applied rewrites97.7%
if 2.00000002e-7 < (+.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 97.8%
Taylor expanded in s around inf
Applied rewrites7.6%
Taylor expanded in r around -inf
Applied rewrites77.4%
(FPCore (s r)
:precision binary32
(let* ((t_0 (exp (/ (- r) s)))
(t_1 (/ (* 0.25 t_0) (* (* (* 2.0 (PI)) s) r)))
(t_2 (* (PI) s)))
(if (<=
(+ t_1 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r)))
2.0000000233721948e-7)
(fma
(fma (fma (/ r s) (/ 0.041666666666666664 s) (/ -0.25 s)) r 0.75)
(/ 0.16666666666666666 (* t_2 r))
(* (/ t_0 r) (/ 0.125 t_2)))
(+
t_1
(/ (- (/ (/ -0.041666666666666664 (PI)) s) (/ -0.125 (* (PI) r))) s)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{\frac{-r}{s}}\\
t_1 := \frac{0.25 \cdot t\_0}{\left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\right) \cdot r}\\
t_2 := \mathsf{PI}\left(\right) \cdot s\\
\mathbf{if}\;t\_1 + \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 2.0000000233721948 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(\frac{r}{s}, \frac{0.041666666666666664}{s}, \frac{-0.25}{s}\right), r, 0.75\right), \frac{0.16666666666666666}{t\_2 \cdot r}, \frac{t\_0}{r} \cdot \frac{0.125}{t\_2}\right)\\
\mathbf{else}:\\
\;\;\;\;t\_1 + \frac{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)}}{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))) < 2.00000002e-7Initial program 99.7%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.8
Applied rewrites99.8%
Taylor expanded in r around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
sub-negN/A
associate-*r/N/A
unpow2N/A
times-fracN/A
lower-fma.f32N/A
lower-/.f32N/A
lower-/.f32N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f324.7
Applied rewrites4.7%
lift-+.f32N/A
+-commutativeN/A
lift-/.f32N/A
div-invN/A
lower-fma.f32N/A
Applied rewrites97.7%
if 2.00000002e-7 < (+.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 97.8%
Taylor expanded in s around inf
lower-/.f32N/A
Applied rewrites76.0%
(FPCore (s r) :precision binary32 (+ (/ (* (/ 0.125 (* (PI) s)) (exp (/ (- r) s))) r) (/ (* 0.75 (exp (/ (* r -0.3333333333333333) s))) (* (* (* 6.0 (PI)) s) r))))
\begin{array}{l}
\\
\frac{\frac{0.125}{\mathsf{PI}\left(\right) \cdot s} \cdot e^{\frac{-r}{s}}}{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 99.5%
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-eval99.5
Applied rewrites99.5%
lift-/.f32N/A
lift-*.f32N/A
lift-*.f32N/A
times-fracN/A
associate-*r/N/A
lower-/.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
associate-/r*N/A
metadata-evalN/A
lift-/.f32N/A
lower-*.f3299.6
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)))) (* 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}}}{6 \cdot \left(\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r\right)}
\end{array}
Initial program 99.5%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/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)) (/ (* (exp (* -0.3333333333333333 (/ r s))) 0.125) (* (* (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{e^{-0.3333333333333333 \cdot \frac{r}{s}} \cdot 0.125}{\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r}
\end{array}
Initial program 99.5%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
lift-*.f32N/A
*-commutativeN/A
lift-PI.f32N/A
add-sqr-sqrtN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f32N/A
lower-sqrt.f32N/A
lift-PI.f32N/A
lower-sqrt.f3299.6
Applied rewrites99.6%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
lift-/.f32N/A
lift-*.f32N/A
lift-exp.f32N/A
lift-neg.f32N/A
lift-/.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*r*N/A
Applied rewrites99.5%
(FPCore (s r) :precision binary32 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (- (/ (/ -0.041666666666666664 (PI)) s) (/ -0.125 (* (PI) r))) 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{\frac{\frac{-0.041666666666666664}{\mathsf{PI}\left(\right)}}{s} - \frac{-0.125}{\mathsf{PI}\left(\right) \cdot r}}{s}
\end{array}
Initial program 99.5%
Taylor expanded in s around inf
lower-/.f32N/A
Applied rewrites11.9%
(FPCore (s r) :precision binary32 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (- (/ 0.125 (* (PI) r)) (/ 0.041666666666666664 (* (PI) s))) 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{\frac{0.125}{\mathsf{PI}\left(\right) \cdot r} - \frac{0.041666666666666664}{\mathsf{PI}\left(\right) \cdot s}}{s}
\end{array}
Initial program 99.5%
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
Taylor expanded in s around inf
lower-/.f32N/A
lower--.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f32N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3211.9
Applied rewrites11.9%
Final simplification11.9%
(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 99.5%
Taylor expanded in s around inf
lower-/.f32N/A
Applied rewrites11.3%
(FPCore (s r) :precision binary32 (/ (/ (/ 0.25 (PI)) s) r))
\begin{array}{l}
\\
\frac{\frac{\frac{0.25}{\mathsf{PI}\left(\right)}}{s}}{r}
\end{array}
Initial program 99.5%
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.f3210.8
Applied rewrites10.8%
Applied rewrites10.8%
(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 99.5%
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.f3210.8
Applied rewrites10.8%
Applied rewrites10.8%
(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 99.5%
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.f3210.8
Applied rewrites10.8%
(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 99.5%
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.f3210.8
Applied rewrites10.8%
Applied rewrites10.8%
Applied rewrites10.8%
(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 99.5%
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.f3210.8
Applied rewrites10.8%
Applied rewrites10.8%
Applied rewrites10.8%
herbie shell --seed 2024324
(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))))