
(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 6 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
(*
(sqrt (/ 1.0 (PI)))
(fma
(fma
(pow (fabs x) 6.0)
0.047619047619047616
(fma (* x x) 0.6666666666666666 2.0))
(fabs x)
(* (pow (fabs x) 5.0) 0.2)))))\begin{array}{l}
\\
\left|\sqrt{\frac{1}{\mathsf{PI}\left(\right)}} \cdot \mathsf{fma}\left(\mathsf{fma}\left({\left(\left|x\right|\right)}^{6}, 0.047619047619047616, \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right)\right), \left|x\right|, {\left(\left|x\right|\right)}^{5} \cdot 0.2\right)\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x))))
(fabs
(*
(+
(* (* (* t_0 (fabs x)) (fabs x)) 0.047619047619047616)
(+
(* t_0 0.2)
(fma (* (* x x) 0.6666666666666666) (fabs x) (* (fabs x) 2.0))))
(/ 1.0 (sqrt (PI)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \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|\\
\left|\left(\left(\left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot 0.047619047619047616 + \left(t\_0 \cdot 0.2 + \mathsf{fma}\left(\left(x \cdot x\right) \cdot 0.6666666666666666, \left|x\right|, \left|x\right| \cdot 2\right)\right)\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.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
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.8
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(fabs
(*
(+
(*
(* (* (* (* (* x x) (* x x)) (fabs x)) (fabs x)) (fabs x))
0.047619047619047616)
(+
(*
(/ 1.0 5.0)
(* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x)))
(* (fma (* x x) 0.6666666666666666 2.0) (fabs x))))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
\\
\left|\left(\left(\left(\left(\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot 0.047619047619047616 + \left(\frac{1}{5} \cdot \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) + \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
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
lower-*.f6499.8
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x))))
(fabs
(*
(+
(+ (* (fabs x) 2.0) (* (/ 1.0 5.0) t_0))
(* (* (* t_0 (fabs x)) (fabs x)) 0.047619047619047616))
(/ 1.0 (sqrt (PI)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \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|\\
\left|\left(\left(\left|x\right| \cdot 2 + \frac{1}{5} \cdot t\_0\right) + \left(\left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot 0.047619047619047616\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
\end{array}
Initial program 99.8%
lift-+.f64N/A
flip3-+N/A
clear-numN/A
lower-/.f64N/A
Applied rewrites99.7%
lift-/.f64N/A
metadata-eval99.7
Applied rewrites99.7%
Taylor expanded in x around 0
lower-*.f64N/A
lower-fabs.f6499.2
Applied rewrites99.2%
Final simplification99.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))))
(if (<= (fabs x) 0.05)
(fabs (/ (* (fabs x) 2.0) t_0))
(/ (fabs (* (* (* x x) 0.6666666666666666) x)) t_0))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;\left|x\right| \leq 0.05:\\
\;\;\;\;\left|\frac{\left|x\right| \cdot 2}{t\_0}\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\left|\left(\left(x \cdot x\right) \cdot 0.6666666666666666\right) \cdot x\right|}{t\_0}\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.050000000000000003Initial program 99.8%
Applied rewrites99.3%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
sqr-absN/A
unpow3N/A
lower-pow.f64N/A
lower-fabs.f646.4
Applied rewrites6.4%
Taylor expanded in x around 0
Applied rewrites98.4%
Taylor expanded in x around 0
Applied rewrites98.4%
if 0.050000000000000003 < (fabs.f64 x) Initial program 99.9%
Applied rewrites99.9%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
sqr-absN/A
unpow3N/A
lower-pow.f64N/A
lower-fabs.f6471.4
Applied rewrites71.4%
lift-fabs.f64N/A
lift-/.f64N/A
fabs-divN/A
rem-sqrt-squareN/A
sqrt-prodN/A
rem-square-sqrtN/A
lower-/.f64N/A
Applied rewrites71.4%
Applied rewrites71.4%
Final simplification89.7%
(FPCore (x) :precision binary64 (fabs (/ (* (fabs x) 2.0) (sqrt (PI)))))
\begin{array}{l}
\\
\left|\frac{\left|x\right| \cdot 2}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
sqr-absN/A
unpow3N/A
lower-pow.f64N/A
lower-fabs.f6427.2
Applied rewrites27.2%
Taylor expanded in x around 0
Applied rewrites98.9%
Taylor expanded in x around 0
Applied rewrites68.8%
Final simplification68.8%
herbie shell --seed 2024257
(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)))))))