
(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)))
(-
(+
(+ (* 2.0 (fabs x)) (* (/ 2.0 3.0) (* (* x x) (fabs x))))
(* (pow 5.0 -1.0) (fabs (* (* (* (* x x) x) x) x))))
(* (/ -1.0 21.0) (* (pow x 6.0) (fabs x)))))))\begin{array}{l}
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \frac{2}{3} \cdot \left(\left(x \cdot x\right) \cdot \left|x\right|\right)\right) + {5}^{-1} \cdot \left|\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\right|\right) - \frac{-1}{21} \cdot \left({x}^{6} \cdot \left|x\right|\right)\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
pow2N/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
lower-pow.f64N/A
metadata-eval99.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(let* ((t_0 (fabs (* (* (* (* x x) x) x) x))))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(+ (* 2.0 (fabs x)) (* (* x x) (* (fabs x) 0.6666666666666666)))
(* (pow 5.0 -1.0) t_0))
(* (/ -1.0 21.0) (* (* t_0 (fabs x)) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\right|\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \left(x \cdot x\right) \cdot \left(\left|x\right| \cdot 0.6666666666666666\right)\right) + {5}^{-1} \cdot t\_0\right) - \frac{-1}{21} \cdot \left(\left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
Initial program 99.8%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lower-*.f6499.8
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x (fabs x)) x)))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(+ (* 2.0 (fabs x)) (* (* (* (fabs x) x) 0.6666666666666666) x))
(* (pow 5.0 -1.0) (* (* (* x x) (* x x)) (fabs x))))
(* (/ -1.0 21.0) (* (* t_0 t_0) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot \left|x\right|\right) \cdot x\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \left(\left(\left|x\right| \cdot x\right) \cdot 0.6666666666666666\right) \cdot x\right) + {5}^{-1} \cdot \left(\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left|x\right|\right)\right) - \frac{-1}{21} \cdot \left(\left(t\_0 \cdot t\_0\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lift-*.f64N/A
lift-*.f6499.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(if (<= (fabs x) 2e-7)
(fabs
(*
(* (sqrt (pow (PI) -1.0)) (fabs x))
(fma (* x x) 0.6666666666666666 2.0)))
(fabs (* (/ -1.0 (sqrt (PI))) (* (pow x 7.0) 0.047619047619047616)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 2 \cdot 10^{-7}:\\
\;\;\;\;\left|\left(\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \left|x\right|\right) \cdot \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left({x}^{7} \cdot 0.047619047619047616\right)\right|\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.9999999999999999e-7Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lift-*.f64N/A
lift-*.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
associate-*l*N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
+-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-fabs.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.8%
if 1.9999999999999999e-7 < (fabs.f64 x) Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
pow2N/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
lower-pow.f64N/A
metadata-eval99.9
Applied rewrites99.9%
Taylor expanded in x around inf
*-commutativeN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
cube-prodN/A
unpow2N/A
cube-unmultN/A
pow-sqrN/A
metadata-evalN/A
associate-*l*N/A
unpow2N/A
sqr-absN/A
cube-multN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.9%
Applied rewrites99.9%
Final simplification99.8%
(FPCore (x)
:precision binary64
(if (<= (fabs x) 2e-7)
(fabs
(*
(* (sqrt (pow (PI) -1.0)) (fabs x))
(fma (* x x) 0.6666666666666666 2.0)))
(/ (fabs (* (pow x 7.0) 0.047619047619047616)) (sqrt (PI)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 2 \cdot 10^{-7}:\\
\;\;\;\;\left|\left(\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \left|x\right|\right) \cdot \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\left|{x}^{7} \cdot 0.047619047619047616\right|}{\sqrt{\mathsf{PI}\left(\right)}}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.9999999999999999e-7Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lift-*.f64N/A
lift-*.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
associate-*l*N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
+-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-fabs.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.8%
if 1.9999999999999999e-7 < (fabs.f64 x) Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
pow2N/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
lower-pow.f64N/A
metadata-eval99.9
Applied rewrites99.9%
Taylor expanded in x around inf
*-commutativeN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
cube-prodN/A
unpow2N/A
cube-unmultN/A
pow-sqrN/A
metadata-evalN/A
associate-*l*N/A
unpow2N/A
sqr-absN/A
cube-multN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.9%
Applied rewrites99.9%
Final simplification99.8%
(FPCore (x) :precision binary64 (fabs (* (* (sqrt (pow (PI) -1.0)) (fabs x)) (fma (* x x) 0.6666666666666666 2.0))))
\begin{array}{l}
\\
\left|\left(\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \left|x\right|\right) \cdot \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lift-*.f64N/A
lift-*.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
associate-*l*N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
+-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-fabs.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites88.9%
Final simplification88.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))))
(if (<= (fabs x) 2e-7)
(fabs (* (/ -1.0 t_0) (* (fabs x) 2.0)))
(fabs (* (fabs x) (* 0.6666666666666666 (/ (* x x) t_0)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;\left|x\right| \leq 2 \cdot 10^{-7}:\\
\;\;\;\;\left|\frac{-1}{t\_0} \cdot \left(\left|x\right| \cdot 2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\left|\left|x\right| \cdot \left(0.6666666666666666 \cdot \frac{x \cdot x}{t\_0}\right)\right|\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.9999999999999999e-7Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lift-*.f64N/A
lift-*.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-fabs.f6499.7
Applied rewrites99.7%
if 1.9999999999999999e-7 < (fabs.f64 x) Initial program 99.9%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lower-*.f6499.9
lift-/.f64N/A
metadata-eval99.9
Applied rewrites99.9%
Taylor expanded in x around inf
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
unpow2N/A
sqr-absN/A
unpow3N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f6467.7
Applied rewrites67.7%
Applied rewrites67.7%
Applied rewrites67.7%
Final simplification88.8%
(FPCore (x) :precision binary64 (fabs (* (/ -1.0 (sqrt (PI))) (* (fabs x) 2.0))))
\begin{array}{l}
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left|x\right| \cdot 2\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lift-*.f64N/A
lift-*.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-fabs.f6468.1
Applied rewrites68.1%
Final simplification68.1%
herbie shell --seed 2024320
(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)))))))