
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (fabs x) (fabs x)) (fabs x)))
(t_1 (* (* t_0 (fabs x)) (fabs x))))
(fabs
(*
(/ 1.0 (sqrt (PI)))
(+
(+ (+ (* 2.0 (fabs x)) (* (/ 2.0 3.0) t_0)) (* (/ 1.0 5.0) t_1))
(* (/ 1.0 21.0) (* (* t_1 (fabs x)) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\\
t_1 := \left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|\\
\left|\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \frac{2}{3} \cdot t\_0\right) + \frac{1}{5} \cdot t\_1\right) + \frac{1}{21} \cdot \left(\left(t\_1 \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (fabs x) (fabs x)) (fabs x)))
(t_1 (* (* t_0 (fabs x)) (fabs x))))
(fabs
(*
(/ 1.0 (sqrt (PI)))
(+
(+ (+ (* 2.0 (fabs x)) (* (/ 2.0 3.0) t_0)) (* (/ 1.0 5.0) t_1))
(* (/ 1.0 21.0) (* (* t_1 (fabs x)) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\\
t_1 := \left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|\\
\left|\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \frac{2}{3} \cdot t\_0\right) + \frac{1}{5} \cdot t\_1\right) + \frac{1}{21} \cdot \left(\left(t\_1 \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
(FPCore (x)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(fma
(pow (fabs x) 7.0)
0.047619047619047616
(fma
(pow (fabs x) 5.0)
0.2
(* (fma (* x x) 0.6666666666666666 2.0) (fabs x)))))))\begin{array}{l}
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \mathsf{fma}\left({\left(\left|x\right|\right)}^{7}, 0.047619047619047616, \mathsf{fma}\left({\left(\left|x\right|\right)}^{5}, 0.2, \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(fabs
(*
(sqrt (/ 1.0 (PI)))
(fma
(fma (* x x) 0.6666666666666666 2.0)
(fabs x)
(fma
(pow (fabs x) 7.0)
0.047619047619047616
(* 0.2 (pow (fabs x) 5.0)))))))\begin{array}{l}
\\
\left|\sqrt{\frac{1}{\mathsf{PI}\left(\right)}} \cdot \mathsf{fma}\left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right), \left|x\right|, \mathsf{fma}\left({\left(\left|x\right|\right)}^{7}, 0.047619047619047616, 0.2 \cdot {\left(\left|x\right|\right)}^{5}\right)\right)\right|
\end{array}
Initial program 99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x) :precision binary64 (if (<= (fabs x) 0.0002) (* (* (sqrt (/ 1.0 (PI))) (fabs x)) (fma (* x x) 0.6666666666666666 2.0)) (/ (* (pow x 7.0) 0.047619047619047616) (sqrt (PI)))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 0.0002:\\
\;\;\;\;\left(\sqrt{\frac{1}{\mathsf{PI}\left(\right)}} \cdot \left|x\right|\right) \cdot \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{{x}^{7} \cdot 0.047619047619047616}{\sqrt{\mathsf{PI}\left(\right)}}\\
\end{array}
\end{array}
if (fabs.f64 x) < 2.0000000000000001e-4Initial program 99.8%
Applied rewrites99.8%
Applied rewrites99.1%
Taylor expanded in x around 0
*-commutativeN/A
associate-*l*N/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
Applied rewrites99.8%
if 2.0000000000000001e-4 < (fabs.f64 x) Initial program 99.8%
Applied rewrites99.9%
Applied rewrites0.1%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
lower-pow.f640.1
Applied rewrites0.1%
(FPCore (x)
:precision binary64
(fabs
(*
(+
(*
(*
(* (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x)) (fabs x))
(fabs x))
0.047619047619047616)
(+
(* (* (* (* x x) (* x x)) (fabs x)) 0.2)
(* (fma (* x x) 0.6666666666666666 2.0) (fabs x))))
(/ -1.0 (sqrt (PI))))))\begin{array}{l}
\\
\left|\left(\left(\left(\left(\left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot 0.047619047619047616 + \left(\left(\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left|x\right|\right) \cdot 0.2 + \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right|\right)\right) \cdot \frac{-1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f6499.8
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f6499.8
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
lower-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
lift-*.f6499.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x) :precision binary64 (* (* (sqrt (/ 1.0 (PI))) (fabs x)) (fma (* x x) 0.6666666666666666 2.0)))
\begin{array}{l}
\\
\left(\sqrt{\frac{1}{\mathsf{PI}\left(\right)}} \cdot \left|x\right|\right) \cdot \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right)
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Applied rewrites65.9%
Taylor expanded in x around 0
*-commutativeN/A
associate-*l*N/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
Applied rewrites89.0%
(FPCore (x) :precision binary64 (/ (* (fma (* x x) 0.6666666666666666 2.0) (fabs x)) (sqrt (PI))))
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right|}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Applied rewrites65.9%
Taylor expanded in x around 0
+-commutativeN/A
associate-*r*N/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6488.5
Applied rewrites88.5%
(FPCore (x) :precision binary64 (* (* 2.0 (fabs x)) (sqrt (/ 1.0 (PI)))))
\begin{array}{l}
\\
\left(2 \cdot \left|x\right|\right) \cdot \sqrt{\frac{1}{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Applied rewrites65.9%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f6468.2
Applied rewrites68.2%
(FPCore (x) :precision binary64 (/ (* 2.0 (fabs x)) (sqrt (PI))))
\begin{array}{l}
\\
\frac{2 \cdot \left|x\right|}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Applied rewrites65.9%
Taylor expanded in x around 0
lower-*.f64N/A
lower-fabs.f6467.8
Applied rewrites67.8%
herbie shell --seed 2024250
(FPCore (x)
:name "Jmat.Real.erfi, branch x less than or equal to 0.5"
:precision binary64
:pre (<= x 0.5)
(fabs (* (/ 1.0 (sqrt (PI))) (+ (+ (+ (* 2.0 (fabs x)) (* (/ 2.0 3.0) (* (* (fabs x) (fabs x)) (fabs x)))) (* (/ 1.0 5.0) (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x)))) (* (/ 1.0 21.0) (* (* (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x)) (fabs x)) (fabs x)))))))