
(FPCore (v t) :precision binary64 (/ (- 1.0 (* 5.0 (* v v))) (* (* (* (PI) t) (sqrt (* 2.0 (- 1.0 (* 3.0 (* v v)))))) (- 1.0 (* v v)))))
\begin{array}{l}
\\
\frac{1 - 5 \cdot \left(v \cdot v\right)}{\left(\left(\mathsf{PI}\left(\right) \cdot t\right) \cdot \sqrt{2 \cdot \left(1 - 3 \cdot \left(v \cdot v\right)\right)}\right) \cdot \left(1 - v \cdot v\right)}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 12 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (v t) :precision binary64 (/ (- 1.0 (* 5.0 (* v v))) (* (* (* (PI) t) (sqrt (* 2.0 (- 1.0 (* 3.0 (* v v)))))) (- 1.0 (* v v)))))
\begin{array}{l}
\\
\frac{1 - 5 \cdot \left(v \cdot v\right)}{\left(\left(\mathsf{PI}\left(\right) \cdot t\right) \cdot \sqrt{2 \cdot \left(1 - 3 \cdot \left(v \cdot v\right)\right)}\right) \cdot \left(1 - v \cdot v\right)}
\end{array}
(FPCore (v t) :precision binary64 (/ (/ (fma -5.0 (* v v) 1.0) (PI)) (* (sqrt (fma -6.0 (* v v) 2.0)) (* (- 1.0 (* v v)) t))))
\begin{array}{l}
\\
\frac{\frac{\mathsf{fma}\left(-5, v \cdot v, 1\right)}{\mathsf{PI}\left(\right)}}{\sqrt{\mathsf{fma}\left(-6, v \cdot v, 2\right)} \cdot \left(\left(1 - v \cdot v\right) \cdot t\right)}
\end{array}
Initial program 99.3%
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
div-invN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
associate-/r*N/A
frac-timesN/A
Applied rewrites99.6%
Final simplification99.6%
(FPCore (v t) :precision binary64 (* (/ 1.0 (* (* (- 1.0 (* v v)) (PI)) (sqrt (fma -6.0 (* v v) 2.0)))) (/ (fma -5.0 (* v v) 1.0) t)))
\begin{array}{l}
\\
\frac{1}{\left(\left(1 - v \cdot v\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(-6, v \cdot v, 2\right)}} \cdot \frac{\mathsf{fma}\left(-5, v \cdot v, 1\right)}{t}
\end{array}
Initial program 99.3%
lift-/.f64N/A
*-rgt-identityN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
times-fracN/A
lower-*.f64N/A
Applied rewrites99.6%
Final simplification99.6%
(FPCore (v t) :precision binary64 (/ (fma (* v v) -5.0 1.0) (* (* (* (sqrt (fma -6.0 (* v v) 2.0)) (PI)) t) (- 1.0 (* v v)))))
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(v \cdot v, -5, 1\right)}{\left(\left(\sqrt{\mathsf{fma}\left(-6, v \cdot v, 2\right)} \cdot \mathsf{PI}\left(\right)\right) \cdot t\right) \cdot \left(1 - v \cdot v\right)}
\end{array}
Initial program 99.3%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites99.5%
lift--.f64N/A
lift-*.f64N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6499.5
Applied rewrites99.5%
(FPCore (v t) :precision binary64 (/ (fma -5.0 (* v v) 1.0) (* (* (* t (PI)) (sqrt (fma -6.0 (* v v) 2.0))) (- 1.0 (* v v)))))
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(-5, v \cdot v, 1\right)}{\left(\left(t \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(-6, v \cdot v, 2\right)}\right) \cdot \left(1 - v \cdot v\right)}
\end{array}
Initial program 99.3%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
metadata-eval99.3
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites99.3%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-PI.f64N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
lift-PI.f64N/A
lower-*.f6499.3
Applied rewrites99.3%
Final simplification99.3%
(FPCore (v t) :precision binary64 (/ (fma -5.0 (* v v) 1.0) (* (* (* (- 1.0 (* v v)) (PI)) t) (sqrt (fma -6.0 (* v v) 2.0)))))
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(-5, v \cdot v, 1\right)}{\left(\left(\left(1 - v \cdot v\right) \cdot \mathsf{PI}\left(\right)\right) \cdot t\right) \cdot \sqrt{\mathsf{fma}\left(-6, v \cdot v, 2\right)}}
\end{array}
Initial program 99.3%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
metadata-eval99.3
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites99.3%
(FPCore (v t) :precision binary64 (/ (/ (fma 5.0 (* v v) 1.0) (* (sqrt 2.0) (PI))) (* (- 1.0 (* v v)) t)))
\begin{array}{l}
\\
\frac{\frac{\mathsf{fma}\left(5, v \cdot v, 1\right)}{\sqrt{2} \cdot \mathsf{PI}\left(\right)}}{\left(1 - v \cdot v\right) \cdot t}
\end{array}
Initial program 99.3%
Taylor expanded in v around 0
Applied rewrites98.7%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f6498.9
Applied rewrites98.9%
Applied rewrites99.0%
(FPCore (v t) :precision binary64 (* (sqrt (/ 0.5 (* (PI) (PI)))) (/ (fma -5.0 (* v v) 1.0) t)))
\begin{array}{l}
\\
\sqrt{\frac{0.5}{\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)}} \cdot \frac{\mathsf{fma}\left(-5, v \cdot v, 1\right)}{t}
\end{array}
Initial program 99.3%
lift-/.f64N/A
*-rgt-identityN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
times-fracN/A
lower-*.f64N/A
Applied rewrites99.6%
Taylor expanded in v around 0
lower-/.f64N/A
lower-sqrt.f64N/A
lower-PI.f6498.4
Applied rewrites98.4%
Applied rewrites98.9%
Final simplification98.9%
(FPCore (v t) :precision binary64 (/ (/ (fma -5.0 (* v v) 1.0) (PI)) (* (sqrt 2.0) t)))
\begin{array}{l}
\\
\frac{\frac{\mathsf{fma}\left(-5, v \cdot v, 1\right)}{\mathsf{PI}\left(\right)}}{\sqrt{2} \cdot t}
\end{array}
Initial program 99.3%
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
div-invN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
associate-/r*N/A
frac-timesN/A
Applied rewrites99.6%
Taylor expanded in v around 0
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f6498.9
Applied rewrites98.9%
Final simplification98.9%
(FPCore (v t) :precision binary64 (* (/ -1.0 (* (* (sqrt 2.0) (PI)) t)) (fma 5.0 (* v v) -1.0)))
\begin{array}{l}
\\
\frac{-1}{\left(\sqrt{2} \cdot \mathsf{PI}\left(\right)\right) \cdot t} \cdot \mathsf{fma}\left(5, v \cdot v, -1\right)
\end{array}
Initial program 99.3%
lift-/.f64N/A
frac-2negN/A
div-invN/A
lower-*.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
distribute-neg-inN/A
remove-double-negN/A
lift-*.f64N/A
metadata-evalN/A
lower-fma.f64N/A
frac-2negN/A
metadata-evalN/A
Applied rewrites99.3%
Taylor expanded in v around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-PI.f6498.8
Applied rewrites98.8%
Final simplification98.8%
(FPCore (v t) :precision binary64 (/ (fma -5.0 (* v v) 1.0) (* (* (sqrt 2.0) (PI)) t)))
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(-5, v \cdot v, 1\right)}{\left(\sqrt{2} \cdot \mathsf{PI}\left(\right)\right) \cdot t}
\end{array}
Initial program 99.3%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
metadata-eval99.3
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites99.3%
Taylor expanded in v around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-PI.f6498.8
Applied rewrites98.8%
(FPCore (v t) :precision binary64 (/ 1.0 (* (* (sqrt 2.0) (PI)) t)))
\begin{array}{l}
\\
\frac{1}{\left(\sqrt{2} \cdot \mathsf{PI}\left(\right)\right) \cdot t}
\end{array}
Initial program 99.3%
Taylor expanded in v around 0
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-PI.f6498.8
Applied rewrites98.8%
(FPCore (v t) :precision binary64 (/ 1.0 (* (sqrt 2.0) (* t (PI)))))
\begin{array}{l}
\\
\frac{1}{\sqrt{2} \cdot \left(t \cdot \mathsf{PI}\left(\right)\right)}
\end{array}
Initial program 99.3%
Taylor expanded in v around 0
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-PI.f6498.8
Applied rewrites98.8%
Applied rewrites98.7%
Final simplification98.7%
herbie shell --seed 2024288
(FPCore (v t)
:name "Falkner and Boettcher, Equation (20:1,3)"
:precision binary64
(/ (- 1.0 (* 5.0 (* v v))) (* (* (* (PI) t) (sqrt (* 2.0 (- 1.0 (* 3.0 (* v v)))))) (- 1.0 (* v v)))))