
(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 9 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 99.9%
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%
Final simplification99.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x (fabs x)) x)))
(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) (* (* 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| + \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(\left(t\_0 \cdot t\_0\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
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-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 rewrites99.9%
Final simplification99.9%
(FPCore (x)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(+ (* 2.0 (fabs x)) (* (* x x) (* (fabs x) 0.6666666666666666)))
(* (pow 5.0 -1.0) (* (* (* x x) (* x x)) (fabs x))))
(*
(/ -1.0 21.0)
(* (* (fabs (* (* (* (* x x) x) x) x)) (fabs x)) (fabs x)))))))\begin{array}{l}
\\
\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 \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(\left|\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
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%
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-*.f6499.9
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) x)))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(+ (* 2.0 (fabs x)) (* (* x x) (* (fabs x) 0.6666666666666666)))
(* (pow 5.0 -1.0) (* (* (* x x) (* x x)) (fabs x))))
(* (/ -1.0 21.0) (* (* t_0 (* t_0 (* x x))) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|x\right| \cdot x\\
\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 \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 \left(t\_0 \cdot \left(x \cdot x\right)\right)\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
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%
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-*.f6499.9
Applied rewrites99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-fabs.f64N/A
associate-*r*N/A
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ -1.0 (sqrt (PI)))))
(if (<= (fabs x) 0.5)
(fabs (* t_0 (* (fma (* x x) 0.6666666666666666 2.0) (fabs x))))
(fabs
(* t_0 (* (pow (fabs x) 5.0) (fma 0.047619047619047616 (* x x) 0.2)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{-1}{\sqrt{\mathsf{PI}\left(\right)}}\\
\mathbf{if}\;\left|x\right| \leq 0.5:\\
\;\;\;\;\left|t\_0 \cdot \left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right|\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\left|t\_0 \cdot \left({\left(\left|x\right|\right)}^{5} \cdot \mathsf{fma}\left(0.047619047619047616, x \cdot x, 0.2\right)\right)\right|\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.5Initial 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%
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-*.f6499.9
Applied rewrites99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-fabs.f64N/A
associate-*r*N/A
Applied rewrites99.9%
Taylor expanded in x around 0
associate-*r*N/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6499.5
Applied rewrites99.5%
if 0.5 < (fabs.f64 x) 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%
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
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-fabs.f64N/A
associate-*r*N/A
Applied rewrites99.8%
Taylor expanded in x around inf
distribute-lft-inN/A
*-commutativeN/A
cube-multN/A
sqr-absN/A
unpow2N/A
associate-*l*N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-outN/A
lower-*.f64N/A
Applied rewrites99.8%
Final simplification99.6%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))))
(if (<= (fabs x) 0.5)
(fabs (* (/ -1.0 t_0) (* (fma (* x x) 0.6666666666666666 2.0) (fabs x))))
(fabs (* (pow x 7.0) (/ 0.047619047619047616 t_0))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;\left|x\right| \leq 0.5:\\
\;\;\;\;\left|\frac{-1}{t\_0} \cdot \left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right|\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\left|{x}^{7} \cdot \frac{0.047619047619047616}{t\_0}\right|\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.5Initial 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%
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-*.f6499.9
Applied rewrites99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-fabs.f64N/A
associate-*r*N/A
Applied rewrites99.9%
Taylor expanded in x around 0
associate-*r*N/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6499.5
Applied rewrites99.5%
if 0.5 < (fabs.f64 x) 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-eval99.9
Applied rewrites99.9%
Taylor expanded in x around inf
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-fabs.f6499.5
Applied rewrites99.5%
Applied rewrites99.6%
Applied rewrites99.6%
Final simplification99.5%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))))
(if (<= (fabs x) 0.5)
(fabs (* (/ -1.0 t_0) (* (fabs x) 2.0)))
(fabs (* (fabs x) (* (* x x) (/ 0.6666666666666666 t_0)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;\left|x\right| \leq 0.5:\\
\;\;\;\;\left|\frac{-1}{t\_0} \cdot \left(\left|x\right| \cdot 2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\left|\left|x\right| \cdot \left(\left(x \cdot x\right) \cdot \frac{0.6666666666666666}{t\_0}\right)\right|\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.5Initial 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%
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-*.f6499.9
Applied rewrites99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-fabs.f64N/A
associate-*r*N/A
Applied rewrites99.9%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-fabs.f6499.4
Applied rewrites99.4%
if 0.5 < (fabs.f64 x) 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%
Taylor expanded in x around inf
*-commutativeN/A
*-commutativeN/A
unpow2N/A
sqr-absN/A
unpow3N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f6472.2
Applied rewrites72.2%
Applied rewrites72.2%
Final simplification91.2%
(FPCore (x) :precision binary64 (fabs (* (/ -1.0 (sqrt (PI))) (* (fma (* x x) 0.6666666666666666 2.0) (fabs x)))))
\begin{array}{l}
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right|\right)\right|
\end{array}
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%
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-*.f6499.9
Applied rewrites99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-fabs.f64N/A
associate-*r*N/A
Applied rewrites99.8%
Taylor expanded in x around 0
associate-*r*N/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6491.3
Applied rewrites91.3%
Final simplification91.3%
(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 99.9%
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%
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-*.f6499.9
Applied rewrites99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-fabs.f64N/A
associate-*r*N/A
Applied rewrites99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-fabs.f6471.1
Applied rewrites71.1%
Final simplification71.1%
herbie shell --seed 2024322
(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)))))))