
(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 (+ (/ (* 0.25 (exp (/ (- r) s))) (* (* (* 2.0 (PI)) s) r)) (/ (* 0.75 (exp (* -0.3333333333333333 (/ r s)))) (* (* s r) (* 6.0 (PI))))))
\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^{-0.3333333333333333 \cdot \frac{r}{s}}}{\left(s \cdot r\right) \cdot \left(6 \cdot \mathsf{PI}\left(\right)\right)}
\end{array}
Initial program 99.4%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f32N/A
lower-*.f3299.4
Applied rewrites99.4%
Taylor expanded in s around 0
lower-*.f32N/A
lower-/.f3299.5
Applied rewrites99.5%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* 6.0 (PI)))
(t_1 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* t_0 s) r)))
(t_2 (* (* 2.0 (PI)) s))
(t_3 (* t_2 r)))
(if (<= (+ (/ (* 0.25 (exp (/ (- r) s))) t_3) t_1) 4.0000000781659255e-24)
(/
(fma
(/ (fma -0.25 (/ r s) 0.25) t_2)
t_0
(* r (* (exp (* (/ r s) -0.3333333333333333)) (/ 0.75 (* s r)))))
(* (* 6.0 r) (PI)))
(+
(/ (* (+ (/ (/ 0.25 r) r) (/ (- (/ 0.125 s) (/ 0.25 r)) s)) (* r r)) t_3)
t_1))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := 6 \cdot \mathsf{PI}\left(\right)\\
t_1 := \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{\left(t\_0 \cdot s\right) \cdot r}\\
t_2 := \left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\\
t_3 := t\_2 \cdot r\\
\mathbf{if}\;\frac{0.25 \cdot e^{\frac{-r}{s}}}{t\_3} + t\_1 \leq 4.0000000781659255 \cdot 10^{-24}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{\mathsf{fma}\left(-0.25, \frac{r}{s}, 0.25\right)}{t\_2}, t\_0, r \cdot \left(e^{\frac{r}{s} \cdot -0.3333333333333333} \cdot \frac{0.75}{s \cdot r}\right)\right)}{\left(6 \cdot r\right) \cdot \mathsf{PI}\left(\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\frac{\frac{0.25}{r}}{r} + \frac{\frac{0.125}{s} - \frac{0.25}{r}}{s}\right) \cdot \left(r \cdot r\right)}{t\_3} + t\_1\\
\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))) < 4.00000008e-24Initial program 99.6%
Taylor expanded in s around inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Taylor expanded in s around 0
lower-*.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Applied rewrites4.6%
Applied rewrites96.1%
if 4.00000008e-24 < (+.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 r around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
metadata-evalN/A
associate-*r/N/A
metadata-evalN/A
associate-*r/N/A
unpow2N/A
associate-/r*N/A
div-add-revN/A
lower-/.f32N/A
lower-+.f32N/A
lower-/.f32N/A
lower-*.f3231.3
Applied rewrites30.0%
Taylor expanded in r around inf
Applied rewrites69.0%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* 6.0 (PI)))
(t_1 (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* t_0 s) r)))
(t_2 (* (* 2.0 (PI)) s))
(t_3 (* t_2 r)))
(if (<= (+ (/ (* 0.25 (exp (/ (- r) s))) t_3) t_1) 4.0000000781659255e-24)
(/
(fma
(/ (fma -0.25 (/ r s) 0.25) t_2)
t_0
(* r (* (exp (* (/ r s) -0.3333333333333333)) (/ 0.75 (* s r)))))
(* (* 6.0 r) (PI)))
(+
(/
(* (* (- (/ (- (/ 0.25 s) (/ 0.25 r)) (- r)) (/ -0.125 (* s s))) r) r)
t_3)
t_1))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := 6 \cdot \mathsf{PI}\left(\right)\\
t_1 := \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{\left(t\_0 \cdot s\right) \cdot r}\\
t_2 := \left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\\
t_3 := t\_2 \cdot r\\
\mathbf{if}\;\frac{0.25 \cdot e^{\frac{-r}{s}}}{t\_3} + t\_1 \leq 4.0000000781659255 \cdot 10^{-24}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{\mathsf{fma}\left(-0.25, \frac{r}{s}, 0.25\right)}{t\_2}, t\_0, r \cdot \left(e^{\frac{r}{s} \cdot -0.3333333333333333} \cdot \frac{0.75}{s \cdot r}\right)\right)}{\left(6 \cdot r\right) \cdot \mathsf{PI}\left(\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\left(\frac{\frac{0.25}{s} - \frac{0.25}{r}}{-r} - \frac{-0.125}{s \cdot s}\right) \cdot r\right) \cdot r}{t\_3} + t\_1\\
\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))) < 4.00000008e-24Initial program 99.6%
Taylor expanded in s around inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Taylor expanded in s around 0
lower-*.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Applied rewrites4.6%
Applied rewrites96.1%
if 4.00000008e-24 < (+.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 r around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
metadata-evalN/A
associate-*r/N/A
metadata-evalN/A
associate-*r/N/A
unpow2N/A
associate-/r*N/A
div-add-revN/A
lower-/.f32N/A
lower-+.f32N/A
lower-/.f32N/A
lower-*.f3230.2
Applied rewrites31.4%
Taylor expanded in r around -inf
Applied rewrites68.8%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* 6.0 (PI))) (t_1 (* (* 2.0 (PI)) s)))
(if (<=
(+
(/ (* 0.25 (exp (/ (- r) s))) (* t_1 r))
(/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* t_0 s) r)))
4.0000000781659255e-24)
(/
(fma
(/ (fma -0.25 (/ r s) 0.25) t_1)
t_0
(* r (* (exp (* (/ r s) -0.3333333333333333)) (/ 0.75 (* s r)))))
(* (* 6.0 r) (PI)))
(/
(+
(/
(-
(/ (* 0.06944444444444445 (/ r (PI))) s)
(/ 0.16666666666666666 (PI)))
s)
(/ 0.25 (* (PI) r)))
s))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := 6 \cdot \mathsf{PI}\left(\right)\\
t_1 := \left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot s\\
\mathbf{if}\;\frac{0.25 \cdot e^{\frac{-r}{s}}}{t\_1 \cdot r} + \frac{0.75 \cdot e^{\frac{-r}{3 \cdot s}}}{\left(t\_0 \cdot s\right) \cdot r} \leq 4.0000000781659255 \cdot 10^{-24}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{\mathsf{fma}\left(-0.25, \frac{r}{s}, 0.25\right)}{t\_1}, t\_0, r \cdot \left(e^{\frac{r}{s} \cdot -0.3333333333333333} \cdot \frac{0.75}{s \cdot r}\right)\right)}{\left(6 \cdot r\right) \cdot \mathsf{PI}\left(\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\frac{0.06944444444444445 \cdot \frac{r}{\mathsf{PI}\left(\right)}}{s} - \frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{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))) < 4.00000008e-24Initial program 99.6%
Taylor expanded in s around inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Taylor expanded in s around 0
lower-*.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Applied rewrites4.6%
Applied rewrites96.1%
if 4.00000008e-24 < (+.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
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f32N/A
Applied rewrites68.7%
Final simplification92.9%
(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)))
4.0000000781659255e-24)
(/
(fma
(/ (fma -0.25 (/ r s) 0.25) (* (* (PI) 2.0) s))
r
(* r (* (exp (/ (/ r -3.0) s)) (/ 0.125 (* (PI) s)))))
(* r r))
(/
(+
(/
(- (/ (* 0.06944444444444445 (/ r (PI))) s) (/ 0.16666666666666666 (PI)))
s)
(/ 0.25 (* (PI) r)))
s)))\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 4.0000000781659255 \cdot 10^{-24}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{\mathsf{fma}\left(-0.25, \frac{r}{s}, 0.25\right)}{\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s}, r, r \cdot \left(e^{\frac{\frac{r}{-3}}{s}} \cdot \frac{0.125}{\mathsf{PI}\left(\right) \cdot s}\right)\right)}{r \cdot r}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\frac{0.06944444444444445 \cdot \frac{r}{\mathsf{PI}\left(\right)}}{s} - \frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{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))) < 4.00000008e-24Initial program 99.6%
Taylor expanded in s around inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.6
Applied rewrites4.6%
lift-+.f32N/A
+-commutativeN/A
lift-/.f32N/A
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
times-fracN/A
Applied rewrites8.8%
Applied rewrites99.6%
if 4.00000008e-24 < (+.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
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f32N/A
Applied rewrites68.7%
Final simplification96.0%
(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 -0.25 (/ r s) 0.25) (* (* (PI) 2.0) s))
r
(* r (* (exp (* (/ r s) -0.3333333333333333)) (/ 0.125 (* (PI) s)))))
(* r r))
(/
(+
(/
(- (/ (* 0.06944444444444445 (/ r (PI))) s) (/ 0.16666666666666666 (PI)))
s)
(/ 0.25 (* (PI) r)))
s)))\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{\mathsf{fma}\left(-0.25, \frac{r}{s}, 0.25\right)}{\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s}, r, r \cdot \left(e^{\frac{r}{s} \cdot -0.3333333333333333} \cdot \frac{0.125}{\mathsf{PI}\left(\right) \cdot s}\right)\right)}{r \cdot r}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\frac{0.06944444444444445 \cdot \frac{r}{\mathsf{PI}\left(\right)}}{s} - \frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{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 99.7%
Taylor expanded in s around inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Taylor expanded in s around 0
lower-*.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Applied rewrites99.7%
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 97.5%
Taylor expanded in s around -inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f32N/A
Applied rewrites66.7%
Final simplification95.7%
(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)))
2.0000000233721948e-7)
(fma
(/ (exp (* (/ r s) -0.3333333333333333)) (* (* (* (PI) s) 6.0) r))
0.75
(/ (fma -0.25 (/ r s) 0.25) (* (* (* (PI) 2.0) s) r)))
(/
(+
(/
(- (/ (* 0.06944444444444445 (/ r (PI))) s) (/ 0.16666666666666666 (PI)))
s)
(/ 0.25 (* (PI) r)))
s)))\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 2.0000000233721948 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(\frac{e^{\frac{r}{s} \cdot -0.3333333333333333}}{\left(\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot 6\right) \cdot r}, 0.75, \frac{\mathsf{fma}\left(-0.25, \frac{r}{s}, 0.25\right)}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s\right) \cdot r}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\frac{0.06944444444444445 \cdot \frac{r}{\mathsf{PI}\left(\right)}}{s} - \frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{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))) < 2.00000002e-7Initial program 99.5%
Taylor expanded in s around inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.8
Applied rewrites4.8%
Taylor expanded in s around 0
lower-*.f32N/A
lower-/.f324.8
Applied rewrites4.8%
Applied rewrites9.2%
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 98.6%
Taylor expanded in s around -inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f32N/A
Applied rewrites79.8%
Final simplification16.1%
(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)))
9.9999998245167e-14)
(fma
(exp (* (/ r s) -0.3333333333333333))
(/ 0.75 (* (* (* (PI) s) 6.0) r))
(/ (fma -0.25 (/ r s) 0.25) (* (* (* (PI) 2.0) s) r)))
(/
(+
(/
(- (/ (* 0.06944444444444445 (/ r (PI))) s) (/ 0.16666666666666666 (PI)))
s)
(/ 0.25 (* (PI) r)))
s)))\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(e^{\frac{r}{s} \cdot -0.3333333333333333}, \frac{0.75}{\left(\left(\mathsf{PI}\left(\right) \cdot s\right) \cdot 6\right) \cdot r}, \frac{\mathsf{fma}\left(-0.25, \frac{r}{s}, 0.25\right)}{\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot s\right) \cdot r}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\frac{0.06944444444444445 \cdot \frac{r}{\mathsf{PI}\left(\right)}}{s} - \frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{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))) < 9.99999982e-14Initial program 99.6%
Taylor expanded in s around inf
+-commutativeN/A
lower-fma.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Taylor expanded in s around 0
lower-*.f32N/A
lower-/.f324.6
Applied rewrites4.6%
Applied rewrites9.3%
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 98.0%
Taylor expanded in s around -inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f32N/A
Applied rewrites70.6%
Final simplification16.2%
(FPCore (s r) :precision binary32 (+ (* 0.125 (/ (exp (/ (- r) s)) (* (* (PI) s) r))) (/ (* 0.75 (exp (/ (- r) (* 3.0 s)))) (* (* (* 6.0 (PI)) s) r))))
\begin{array}{l}
\\
0.125 \cdot \frac{e^{\frac{-r}{s}}}{\left(\mathsf{PI}\left(\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}
Initial program 99.4%
lift-/.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-*l*N/A
times-fracN/A
lower-*.f32N/A
metadata-evalN/A
lower-/.f32N/A
lower-*.f32N/A
lower-*.f3299.4
Applied rewrites99.4%
(FPCore (s r)
:precision binary32
(let* ((t_0 (* (* (PI) s) r)))
(+
(* 0.125 (/ (exp (/ (/ r -3.0) s)) t_0))
(* 0.125 (/ (exp (/ (- r) s)) t_0)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\mathsf{PI}\left(\right) \cdot s\right) \cdot r\\
0.125 \cdot \frac{e^{\frac{\frac{r}{-3}}{s}}}{t\_0} + 0.125 \cdot \frac{e^{\frac{-r}{s}}}{t\_0}
\end{array}
\end{array}
Initial program 99.4%
lift-+.f32N/A
+-commutativeN/A
lower-+.f3299.4
Applied rewrites99.3%
(FPCore (s r)
:precision binary32
(/
(+
(/
(- (/ (* 0.06944444444444445 (/ r (PI))) s) (/ 0.16666666666666666 (PI)))
s)
(/ 0.25 (* (PI) r)))
s))\begin{array}{l}
\\
\frac{\frac{\frac{0.06944444444444445 \cdot \frac{r}{\mathsf{PI}\left(\right)}}{s} - \frac{0.16666666666666666}{\mathsf{PI}\left(\right)}}{s} + \frac{0.25}{\mathsf{PI}\left(\right) \cdot r}}{s}
\end{array}
Initial program 99.4%
Taylor expanded in s around -inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f32N/A
Applied rewrites11.2%
Final simplification11.2%
(FPCore (s r) :precision binary32 (/ (- (/ 0.25 (* (PI) r)) (/ 0.16666666666666666 (* (PI) s))) s))
\begin{array}{l}
\\
\frac{\frac{0.25}{\mathsf{PI}\left(\right) \cdot r} - \frac{0.16666666666666666}{\mathsf{PI}\left(\right) \cdot s}}{s}
\end{array}
Initial program 99.4%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f32N/A
lower-*.f3299.4
Applied rewrites99.4%
Taylor expanded in s around 0
lower-*.f32N/A
lower-/.f3299.5
Applied rewrites99.5%
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f3299.4
lift-*.f32N/A
*-commutativeN/A
lift-*.f3299.4
Applied rewrites99.4%
Taylor expanded in s around inf
associate-*r/N/A
metadata-evalN/A
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
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3210.2
Applied rewrites10.2%
(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 99.4%
Taylor expanded in s around inf
*-commutativeN/A
associate-/r*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.f329.5
Applied rewrites9.5%
Applied rewrites9.5%
Applied rewrites9.5%
Final simplification9.5%
(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 99.4%
Taylor expanded in s around inf
*-commutativeN/A
associate-/r*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.f329.5
Applied rewrites9.5%
Applied rewrites9.5%
Applied rewrites9.5%
Final simplification9.5%
herbie shell --seed 2024339
(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))))