
(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
0.2
(pow (fabs x) 5.0)
(* (fabs x) (fma 0.6666666666666666 (* x x) 2.0)))))))\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(0.2, {\left(\left|x\right|\right)}^{5}, \left|x\right| \cdot \mathsf{fma}\left(0.6666666666666666, x \cdot x, 2\right)\right)\right)\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(-
(+ (* 2.0 (fabs x)) (* (/ 2.0 3.0) (* (* x x) (fabs x))))
(* (/ -1.0 5.0) (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) - \frac{-1}{5} \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 (sqrt (PI))))
(if (<= (fabs x) 0.0005)
(fabs
(*
(/ -1.0 t_0)
(fma
(fma (* x x) 0.6666666666666666 2.0)
(fabs x)
(* (pow x 5.0) 0.2))))
(/ (fabs (* 0.047619047619047616 (pow x 7.0))) t_0))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;\left|x\right| \leq 0.0005:\\
\;\;\;\;\left|\frac{-1}{t\_0} \cdot \mathsf{fma}\left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right), \left|x\right|, {x}^{5} \cdot 0.2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\left|0.047619047619047616 \cdot {x}^{7}\right|}{t\_0}\\
\end{array}
\end{array}
if (fabs.f64 x) < 5.0000000000000001e-4Initial 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%
Taylor expanded in x around 0
+-commutativeN/A
associate-+l+N/A
cube-multN/A
sqr-absN/A
unpow2N/A
*-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate-*r*N/A
distribute-rgt-inN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites99.8%
if 5.0000000000000001e-4 < (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
lower-*.f64N/A
Applied rewrites99.2%
Applied rewrites99.2%
Final simplification99.6%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))))
(if (<= (fabs x) 0.0005)
(fabs (* (/ -1.0 t_0) (fma 2.0 (fabs x) (* (pow (fabs x) 5.0) 0.2))))
(/ (fabs (* 0.047619047619047616 (pow x 7.0))) t_0))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;\left|x\right| \leq 0.0005:\\
\;\;\;\;\left|\frac{-1}{t\_0} \cdot \mathsf{fma}\left(2, \left|x\right|, {\left(\left|x\right|\right)}^{5} \cdot 0.2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\left|0.047619047619047616 \cdot {x}^{7}\right|}{t\_0}\\
\end{array}
\end{array}
if (fabs.f64 x) < 5.0000000000000001e-4Initial 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%
Taylor expanded in x around 0
+-commutativeN/A
associate-+l+N/A
cube-multN/A
sqr-absN/A
unpow2N/A
*-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate-*r*N/A
distribute-rgt-inN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in x around 0
Applied rewrites99.3%
if 5.0000000000000001e-4 < (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
lower-*.f64N/A
Applied rewrites99.2%
Applied rewrites99.2%
Final simplification99.3%
(FPCore (x)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(-
(+ (* 2.0 (fabs x)) (* (* x x) (* (fabs x) 0.6666666666666666)))
(* (/ -1.0 5.0) (* (* (* 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) - \frac{-1}{5} \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 99.8%
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
lift-*.f6499.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))))
(if (<= (fabs x) 0.0005)
(fabs (/ (fma 2.0 (fabs x) (* (pow (fabs x) 5.0) 0.2)) t_0))
(/ (fabs (* 0.047619047619047616 (pow x 7.0))) t_0))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;\left|x\right| \leq 0.0005:\\
\;\;\;\;\left|\frac{\mathsf{fma}\left(2, \left|x\right|, {\left(\left|x\right|\right)}^{5} \cdot 0.2\right)}{t\_0}\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\left|0.047619047619047616 \cdot {x}^{7}\right|}{t\_0}\\
\end{array}
\end{array}
if (fabs.f64 x) < 5.0000000000000001e-4Initial program 99.8%
Applied rewrites99.1%
Taylor expanded in x around 0
+-commutativeN/A
Applied rewrites98.6%
Taylor expanded in x around 0
Applied rewrites98.6%
if 5.0000000000000001e-4 < (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
lower-*.f64N/A
Applied rewrites99.2%
Applied rewrites99.2%
(FPCore (x) :precision binary64 (/ (fabs (* 0.047619047619047616 (pow x 7.0))) (sqrt (PI))))
\begin{array}{l}
\\
\frac{\left|0.047619047619047616 \cdot {x}^{7}\right|}{\sqrt{\mathsf{PI}\left(\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%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites33.7%
Applied rewrites33.7%
(FPCore (x) :precision binary64 (fabs (* (* (* x x) x) (/ 0.6666666666666666 (sqrt (PI))))))
\begin{array}{l}
\\
\left|\left(\left(x \cdot x\right) \cdot x\right) \cdot \frac{0.6666666666666666}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
Applied rewrites99.9%
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.f6423.5
Applied rewrites23.5%
Applied rewrites23.5%
Applied rewrites23.5%
herbie shell --seed 2024318
(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)))))))