
(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
(*
(fma
(fma (* x x) 0.6666666666666666 2.0)
(fabs x)
(fma (pow (fabs x) 7.0) 0.047619047619047616 (* (pow (fabs x) 5.0) 0.2)))
(sqrt (pow (PI) -1.0)))))\begin{array}{l}
\\
\left|\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, {\left(\left|x\right|\right)}^{5} \cdot 0.2\right)\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|
\end{array}
Initial program 99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(* (fabs x) (fma (* x x) 0.6666666666666666 2.0))
(* (pow 5.0 -1.0) (fabs (* (* (* (* x x) x) x) x))))
(* (/ -1.0 21.0) (* (* (* (pow x 4.0) (fabs x)) (fabs x)) (fabs x)))))))\begin{array}{l}
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left|x\right| \cdot \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\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(\left({x}^{4} \cdot \left|x\right|\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
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
associate-*l*N/A
lift-*.f64N/A
pow2N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
pow-prod-downN/A
pow-sqrN/A
lower-pow.f64N/A
metadata-eval99.9
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (pow (PI) -1.0))))
(if (<= (fabs x) 0.01)
(fabs (* t_0 (* (fabs x) 2.0)))
(fabs (* (* (pow x 7.0) 0.047619047619047616) t_0)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\\
\mathbf{if}\;\left|x\right| \leq 0.01:\\
\;\;\;\;\left|t\_0 \cdot \left(\left|x\right| \cdot 2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\left|\left({x}^{7} \cdot 0.047619047619047616\right) \cdot t\_0\right|\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.0100000000000000002Initial program 99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
Applied rewrites99.2%
if 0.0100000000000000002 < (fabs.f64 x) Initial program 99.9%
Applied rewrites99.9%
metadata-evalN/A
lift-pow.f64N/A
sqr-powN/A
pow-prod-downN/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
Applied rewrites35.5%
Taylor expanded in x around inf
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f6498.9
Applied rewrites98.9%
Final simplification99.1%
(FPCore (x) :precision binary64 (if (<= (fabs x) 0.01) (fabs (* (sqrt (pow (PI) -1.0)) (* (fabs x) 2.0))) (fabs (/ (* (pow x 7.0) 0.047619047619047616) (sqrt (PI))))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 0.01:\\
\;\;\;\;\left|\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \left(\left|x\right| \cdot 2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\left|\frac{{x}^{7} \cdot 0.047619047619047616}{\sqrt{\mathsf{PI}\left(\right)}}\right|\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.0100000000000000002Initial program 99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
Applied rewrites99.2%
if 0.0100000000000000002 < (fabs.f64 x) Initial program 99.9%
Applied rewrites99.9%
metadata-evalN/A
lift-pow.f64N/A
sqr-powN/A
pow-prod-downN/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
Applied rewrites35.5%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
lower-pow.f6498.9
Applied rewrites98.9%
Final simplification99.1%
(FPCore (x) :precision binary64 (if (<= (fabs x) 0.01) (fabs (* (sqrt (pow (PI) -1.0)) (* (fabs x) 2.0))) (fabs (* (fabs x) (* 0.6666666666666666 (/ (* x x) (sqrt (PI))))))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 0.01:\\
\;\;\;\;\left|\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \left(\left|x\right| \cdot 2\right)\right|\\
\mathbf{else}:\\
\;\;\;\;\left|\left|x\right| \cdot \left(0.6666666666666666 \cdot \frac{x \cdot x}{\sqrt{\mathsf{PI}\left(\right)}}\right)\right|\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.0100000000000000002Initial program 99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
Applied rewrites99.2%
if 0.0100000000000000002 < (fabs.f64 x) Initial program 99.9%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.9%
Taylor expanded in x around inf
Applied rewrites65.8%
Applied rewrites65.8%
Applied rewrites65.8%
Final simplification88.5%
(FPCore (x) :precision binary64 (fabs (* (sqrt (pow (PI) -1.0)) (* (fabs x) 2.0))))
\begin{array}{l}
\\
\left|\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \left(\left|x\right| \cdot 2\right)\right|
\end{array}
Initial program 99.8%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.9%
Applied rewrites73.5%
Taylor expanded in x around 0
Applied rewrites69.2%
Final simplification69.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (* (* x x) x) x) x)))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(+
(+ (* (fabs x) (fma (* x x) 0.6666666666666666 2.0)) (* 0.2 (fabs t_0)))
(* 0.047619047619047616 (* (fabs (* t_0 x)) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left|x\right| \cdot \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) + 0.2 \cdot \left|t\_0\right|\right) + 0.047619047619047616 \cdot \left(\left|t\_0 \cdot x\right| \cdot \left|x\right|\right)\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
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%
Final simplification99.8%
(FPCore (x) :precision binary64 (fabs (/ (* (fma (* 0.6666666666666666 x) x 2.0) (fabs x)) (sqrt (PI)))))
\begin{array}{l}
\\
\left|\frac{\mathsf{fma}\left(0.6666666666666666 \cdot x, x, 2\right) \cdot \left|x\right|}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.4%
metadata-evalN/A
lift-pow.f64N/A
sqr-powN/A
pow-prod-downN/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
Applied rewrites78.5%
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.f6488.2
Applied rewrites88.2%
Applied rewrites88.2%
(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 rewrites99.4%
metadata-evalN/A
lift-pow.f64N/A
sqr-powN/A
pow-prod-downN/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
Applied rewrites78.5%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-fabs.f6468.7
Applied rewrites68.7%
herbie shell --seed 2024303
(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)))))))