
(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 12 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 (+ (* alpha alpha) -1.0)))
(/
t_0
(* (* (PI) (log (* alpha alpha))) (+ 1.0 (* cosTheta (* t_0 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 + cosTheta \cdot \left(t\_0 \cdot cosTheta\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
(* (+ 1.0 (* cosTheta (* t_0 cosTheta))) (* (log alpha) (+ (PI) (PI)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha + -1\\
\frac{t\_0}{\left(1 + cosTheta \cdot \left(t\_0 \cdot cosTheta\right)\right) \cdot \left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\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-+.f3298.5
Applied rewrites98.5%
Final simplification98.5%
(FPCore (cosTheta alpha) :precision binary32 (/ (+ (* alpha alpha) -1.0) (* (* (PI) (log (* alpha alpha))) (- 1.0 (* cosTheta cosTheta)))))
\begin{array}{l}
\\
\frac{\alpha \cdot \alpha + -1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 - cosTheta \cdot cosTheta\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-*.f3297.5
Applied rewrites97.5%
Final simplification97.5%
(FPCore (cosTheta alpha) :precision binary32 (/ (+ (* alpha alpha) -1.0) (* (PI) (log (* alpha alpha)))))
\begin{array}{l}
\\
\frac{\alpha \cdot \alpha + -1}{\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)}
\end{array}
Initial program 98.5%
Taylor expanded in cosTheta around 0
Applied rewrites95.4%
Taylor expanded in cosTheta around 0
lower-*.f32N/A
lower-PI.f32N/A
lower-log.f32N/A
unpow2N/A
lower-*.f3295.4
Applied rewrites95.4%
Final simplification95.4%
(FPCore (cosTheta alpha) :precision binary32 (/ -0.5 (* (log alpha) (* (PI) (- 1.0 (* cosTheta cosTheta))))))
\begin{array}{l}
\\
\frac{-0.5}{\log \alpha \cdot \left(\mathsf{PI}\left(\right) \cdot \left(1 - cosTheta \cdot cosTheta\right)\right)}
\end{array}
Initial program 98.5%
lift--.f32N/A
sub-negN/A
+-commutativeN/A
flip3-+N/A
lower-/.f32N/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-+.f32N/A
metadata-evalN/A
cube-multN/A
lower-*.f32N/A
lower-*.f32N/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower-+.f32N/A
metadata-evalN/A
neg-mul-1N/A
Applied rewrites98.2%
Taylor expanded in alpha around 0
lower-/.f32N/A
*-commutativeN/A
associate-*l*N/A
lower-*.f32N/A
lower-log.f32N/A
lower-*.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f3270.3
Applied rewrites70.3%
Final simplification70.3%
(FPCore (cosTheta alpha) :precision binary32 (/ -0.5 (* (- 1.0 (* cosTheta cosTheta)) (* (PI) (log alpha)))))
\begin{array}{l}
\\
\frac{-0.5}{\left(1 - cosTheta \cdot cosTheta\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \log \alpha\right)}
\end{array}
Initial program 98.5%
Taylor expanded in alpha around 0
lower-/.f32N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-log.f3270.3
Applied rewrites70.3%
(FPCore (cosTheta alpha) :precision binary32 (/ -1.0 (* (* (PI) (log (* alpha alpha))) 1.0)))
\begin{array}{l}
\\
\frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot 1}
\end{array}
Initial program 98.5%
Taylor expanded in cosTheta around 0
Applied rewrites95.4%
Taylor expanded in alpha around 0
Applied rewrites69.0%
(FPCore (cosTheta alpha) :precision binary32 (fma (/ 1.0 (PI)) (/ (* alpha alpha) (* (fma (+ (* alpha alpha) -1.0) (* cosTheta cosTheta) 1.0) (/ 0.0 0.0))) (/ -1.0 (* (/ 0.0 0.0) (fma (* cosTheta (- cosTheta)) (PI) (PI))))))
\begin{array}{l}
\\
\mathsf{fma}\left(\frac{1}{\mathsf{PI}\left(\right)}, \frac{\alpha \cdot \alpha}{\mathsf{fma}\left(\alpha \cdot \alpha + -1, cosTheta \cdot cosTheta, 1\right) \cdot \frac{0}{0}}, \frac{-1}{\frac{0}{0} \cdot \mathsf{fma}\left(cosTheta \cdot \left(-cosTheta\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)}\right)
\end{array}
Initial program 98.5%
Applied rewrites23.7%
lift-fma.f32N/A
lift-*.f32N/A
lower-+.f3223.6
Applied rewrites23.7%
Taylor expanded in alpha around 0
mul-1-negN/A
lower-neg.f32N/A
unpow2N/A
lower-*.f3223.7
Applied rewrites23.6%
Final simplification-0.0%
(FPCore (cosTheta alpha)
:precision binary32
(fma
(/ 1.0 (* alpha (* cosTheta cosTheta)))
(/ alpha (* (PI) (/ 0.0 0.0)))
(/
-1.0
(*
(/ 0.0 0.0)
(fma (* cosTheta (* cosTheta (fma alpha alpha -1.0))) (PI) (PI))))))\begin{array}{l}
\\
\mathsf{fma}\left(\frac{1}{\alpha \cdot \left(cosTheta \cdot cosTheta\right)}, \frac{\alpha}{\mathsf{PI}\left(\right) \cdot \frac{0}{0}}, \frac{-1}{\frac{0}{0} \cdot \mathsf{fma}\left(cosTheta \cdot \left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right)\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)}\right)
\end{array}
Initial program 98.5%
Applied rewrites21.2%
Taylor expanded in alpha around inf
lower-/.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32-0.0
Applied rewrites7.7%
Final simplification-0.0%
(FPCore (cosTheta alpha)
:precision binary32
(fma
(/ alpha (- 1.0 (* cosTheta cosTheta)))
(/ alpha (* (PI) (/ 0.0 0.0)))
(/
-1.0
(*
(/ 0.0 0.0)
(fma (* cosTheta (* cosTheta (fma alpha alpha -1.0))) (PI) (PI))))))\begin{array}{l}
\\
\mathsf{fma}\left(\frac{\alpha}{1 - cosTheta \cdot cosTheta}, \frac{\alpha}{\mathsf{PI}\left(\right) \cdot \frac{0}{0}}, \frac{-1}{\frac{0}{0} \cdot \mathsf{fma}\left(cosTheta \cdot \left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right)\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)}\right)
\end{array}
Initial program 98.5%
Applied rewrites21.2%
Taylor expanded in alpha around 0
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
unpow2N/A
lower-*.f3225.0
Applied rewrites25.0%
Final simplification-0.0%
(FPCore (cosTheta alpha)
:precision binary32
(fma
(/ alpha 1.0)
(/ alpha (* (PI) (/ 0.0 0.0)))
(/
-1.0
(*
(/ 0.0 0.0)
(fma (* cosTheta (* cosTheta (fma alpha alpha -1.0))) (PI) (PI))))))\begin{array}{l}
\\
\mathsf{fma}\left(\frac{\alpha}{1}, \frac{\alpha}{\mathsf{PI}\left(\right) \cdot \frac{0}{0}}, \frac{-1}{\frac{0}{0} \cdot \mathsf{fma}\left(cosTheta \cdot \left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right)\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)}\right)
\end{array}
Initial program 98.5%
Applied rewrites21.2%
Taylor expanded in cosTheta around 0
Applied rewrites25.0%
Final simplification-0.0%
(FPCore (cosTheta alpha) :precision binary32 (/ -1.0 (* (/ 0.0 0.0) (fma (* cosTheta (- cosTheta)) (PI) (PI)))))
\begin{array}{l}
\\
\frac{-1}{\frac{0}{0} \cdot \mathsf{fma}\left(cosTheta \cdot \left(-cosTheta\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)}
\end{array}
Initial program 98.5%
lift--.f32N/A
sub-negN/A
lift-*.f32N/A
lower-fma.f32N/A
metadata-eval7.1
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-*l*N/A
lower-*.f32N/A
lift-log.f32N/A
lift-*.f32N/A
log-prodN/A
flip-+N/A
+-inversesN/A
+-inversesN/A
lower-/.f32N/A
lift-+.f32N/A
+-commutativeN/A
Applied rewrites-0.0%
Taylor expanded in alpha around 0
mul-1-negN/A
lower-neg.f32-0.0
Applied rewrites-0.0%
Taylor expanded in alpha around 0
Applied rewrites-0.0%
herbie shell --seed 2024221
(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)))))