
(FPCore (cosTheta alpha)
:precision binary32
(let* ((t_0 (- (* alpha alpha) 1.0)))
(/
t_0
(* (* (PI) (log (* alpha alpha))) (+ 1.0 (* (* t_0 cosTheta) cosTheta))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha - 1\\
\frac{t\_0}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(t\_0 \cdot cosTheta\right) \cdot cosTheta\right)}
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (cosTheta alpha)
:precision binary32
(let* ((t_0 (- (* alpha alpha) 1.0)))
(/
t_0
(* (* (PI) (log (* alpha alpha))) (+ 1.0 (* (* t_0 cosTheta) cosTheta))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha - 1\\
\frac{t\_0}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(t\_0 \cdot cosTheta\right) \cdot cosTheta\right)}
\end{array}
\end{array}
(FPCore (cosTheta alpha)
:precision binary32
(let* ((t_0 (* cosTheta (* alpha alpha))))
(/
(- (* alpha alpha) 1.0)
(*
(-
(* (/ (- (* t_0 t_0) (* cosTheta cosTheta)) (+ t_0 cosTheta)) cosTheta)
-1.0)
(* (log (* alpha alpha)) (PI))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := cosTheta \cdot \left(\alpha \cdot \alpha\right)\\
\frac{\alpha \cdot \alpha - 1}{\left(\frac{t\_0 \cdot t\_0 - cosTheta \cdot cosTheta}{t\_0 + cosTheta} \cdot cosTheta - -1\right) \cdot \left(\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)\right)}
\end{array}
\end{array}
Initial program 98.5%
lift-*.f32N/A
*-commutativeN/A
lift--.f32N/A
sub-negN/A
distribute-rgt-inN/A
flip-+N/A
lower-/.f32N/A
lower--.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
metadata-evalN/A
neg-mul-1N/A
lower-neg.f32N/A
metadata-evalN/A
neg-mul-1N/A
lower-neg.f32N/A
lower--.f32N/A
Applied rewrites98.5%
Final simplification98.5%
(FPCore (cosTheta alpha)
:precision binary32
(let* ((t_0 (- (* alpha alpha) 1.0)))
(/
t_0
(*
(- (* (* cosTheta t_0) cosTheta) -1.0)
(* (log (* alpha alpha)) (PI))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha - 1\\
\frac{t\_0}{\left(\left(cosTheta \cdot t\_0\right) \cdot cosTheta - -1\right) \cdot \left(\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)\right)}
\end{array}
\end{array}
Initial program 98.5%
Final simplification98.5%
(FPCore (cosTheta alpha)
:precision binary32
(let* ((t_0 (- (* alpha alpha) 1.0)))
(/
t_0
(* (* (+ (PI) (PI)) (log alpha)) (- (* (* cosTheta t_0) cosTheta) -1.0)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha - 1\\
\frac{t\_0}{\left(\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right) \cdot \log \alpha\right) \cdot \left(\left(cosTheta \cdot t\_0\right) \cdot cosTheta - -1\right)}
\end{array}
\end{array}
Initial program 98.5%
lift-*.f32N/A
lift-log.f32N/A
lift-*.f32N/A
log-prodN/A
distribute-rgt-inN/A
distribute-lft-outN/A
lower-*.f32N/A
lower-log.f32N/A
lower-+.f3298.4
Applied rewrites98.4%
Final simplification98.4%
(FPCore (cosTheta alpha) :precision binary32 (/ (- (* alpha alpha) 1.0) (* (- 1.0 (* cosTheta cosTheta)) (* (log (* alpha alpha)) (PI)))))
\begin{array}{l}
\\
\frac{\alpha \cdot \alpha - 1}{\left(1 - cosTheta \cdot cosTheta\right) \cdot \left(\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)\right)}
\end{array}
Initial program 98.5%
Taylor expanded in alpha around 0
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
unpow2N/A
lower-*.f3297.7
Applied rewrites97.7%
Final simplification97.7%
(FPCore (cosTheta alpha) :precision binary32 (/ (- (* alpha alpha) 1.0) (* (* (- 1.0 (* cosTheta cosTheta)) (log alpha)) (* 2.0 (PI)))))
\begin{array}{l}
\\
\frac{\alpha \cdot \alpha - 1}{\left(\left(1 - cosTheta \cdot cosTheta\right) \cdot \log \alpha\right) \cdot \left(2 \cdot \mathsf{PI}\left(\right)\right)}
\end{array}
Initial program 98.5%
lift-*.f32N/A
*-commutativeN/A
lift--.f32N/A
sub-negN/A
distribute-rgt-inN/A
flip-+N/A
lower-/.f32N/A
lower--.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
metadata-evalN/A
neg-mul-1N/A
lower-neg.f32N/A
metadata-evalN/A
neg-mul-1N/A
lower-neg.f32N/A
lower--.f32N/A
Applied rewrites98.5%
Taylor expanded in alpha around 0
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
sub-negN/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-log.f3297.7
Applied rewrites97.7%
Final simplification97.7%
(FPCore (cosTheta alpha) :precision binary32 (/ (- (* alpha alpha) 1.0) (* (log (* alpha alpha)) (PI))))
\begin{array}{l}
\\
\frac{\alpha \cdot \alpha - 1}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)}
\end{array}
Initial program 98.5%
lift-*.f32N/A
*-commutativeN/A
lift--.f32N/A
sub-negN/A
distribute-rgt-inN/A
flip-+N/A
lower-/.f32N/A
lower--.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
metadata-evalN/A
neg-mul-1N/A
lower-neg.f32N/A
metadata-evalN/A
neg-mul-1N/A
lower-neg.f32N/A
lower--.f32N/A
Applied rewrites98.5%
Taylor expanded in cosTheta around 0
*-commutativeN/A
lower-*.f32N/A
lower-log.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f3295.4
Applied rewrites95.4%
(FPCore (cosTheta alpha) :precision binary32 (/ -1.0 (* (log (* alpha alpha)) (PI))))
\begin{array}{l}
\\
\frac{-1}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)}
\end{array}
Initial program 98.5%
Taylor expanded in alpha around 0
Applied rewrites66.3%
Taylor expanded in cosTheta around 0
*-commutativeN/A
lower-*.f32N/A
lower-log.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f3264.5
Applied rewrites64.5%
(FPCore (cosTheta alpha)
:precision binary32
(let* ((t_0 (- (* alpha alpha) 1.0)))
(/
t_0
(*
(* (fma 0.0 (/ 1.0 0.0) 0.0) (PI))
(- (* (* cosTheta t_0) cosTheta) -1.0)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha - 1\\
\frac{t\_0}{\left(\mathsf{fma}\left(0, \frac{1}{0}, 0\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\left(cosTheta \cdot t\_0\right) \cdot cosTheta - -1\right)}
\end{array}
\end{array}
Initial program 98.5%
lift-log.f32N/A
*-rgt-identityN/A
log-prodN/A
lift-*.f32N/A
log-prodN/A
flip-+N/A
div-invN/A
+-inversesN/A
metadata-evalN/A
lower-fma.f32N/A
+-inversesN/A
lower-/.f321.4
Applied rewrites1.4%
Final simplification1.4%
(FPCore (cosTheta alpha) :precision binary32 (/ -1.0 (* (/ 0.0 0.0) (PI))))
\begin{array}{l}
\\
\frac{-1}{\frac{0}{0} \cdot \mathsf{PI}\left(\right)}
\end{array}
Initial program 98.5%
lift--.f32N/A
sub-negN/A
lift-*.f32N/A
lower-fma.f32N/A
metadata-eval7.0
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f32N/A
Applied rewrites-0.0%
Taylor expanded in cosTheta around 0
lower-PI.f32-0.0
Applied rewrites-0.0%
Taylor expanded in alpha around 0
Applied rewrites-0.0%
Final simplification-0.0%
herbie shell --seed 2024254
(FPCore (cosTheta alpha)
:name "GTR1 distribution"
:precision binary32
:pre (and (and (<= 0.0 cosTheta) (<= cosTheta 1.0)) (and (<= 0.0001 alpha) (<= alpha 1.0)))
(/ (- (* alpha alpha) 1.0) (* (* (PI) (log (* alpha alpha))) (+ 1.0 (* (* (- (* alpha alpha) 1.0) cosTheta) cosTheta)))))