
(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 0.2 (pow x 4.0) (fma 0.6666666666666666 (* x x) 2.0)) (* (pow (PI) -0.5) (fabs x)) (/ (* 0.047619047619047616 (pow (fabs x) 7.0)) (sqrt (PI))))))
\begin{array}{l}
\\
\left|\mathsf{fma}\left(\mathsf{fma}\left(0.2, {x}^{4}, \mathsf{fma}\left(0.6666666666666666, x \cdot x, 2\right)\right), {\mathsf{PI}\left(\right)}^{-0.5} \cdot \left|x\right|, \frac{0.047619047619047616 \cdot {\left(\left|x\right|\right)}^{7}}{\sqrt{\mathsf{PI}\left(\right)}}\right)\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x) :precision binary64 (fabs (fma (* (/ (fabs x) (sqrt (PI))) (pow x 4.0)) (fma (* x x) 0.047619047619047616 0.2) (* (fma (* x x) 0.6666666666666666 2.0) (* (sqrt (/ 1.0 (PI))) (fabs x))))))
\begin{array}{l}
\\
\left|\mathsf{fma}\left(\frac{\left|x\right|}{\sqrt{\mathsf{PI}\left(\right)}} \cdot {x}^{4}, \mathsf{fma}\left(x \cdot x, 0.047619047619047616, 0.2\right), \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left(\sqrt{\frac{1}{\mathsf{PI}\left(\right)}} \cdot \left|x\right|\right)\right)\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow2N/A
pow-prod-upN/A
metadata-evalN/A
pow-plusN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites99.8%
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x)
:precision binary64
(fabs
(*
(+
(*
(* (* (* (* (* (* x x) x) (fabs x)) (fabs x)) (fabs x)) (fabs x))
0.047619047619047616)
(* (fma (* x x) (fma (* x x) 0.2 0.6666666666666666) 2.0) (fabs x)))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
\\
\left|\left(\left(\left(\left(\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot 0.047619047619047616 + \mathsf{fma}\left(x \cdot x, \mathsf{fma}\left(x \cdot x, 0.2, 0.6666666666666666\right), 2\right) \cdot \left|x\right|\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
sqr-powN/A
pow-prod-downN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
pow-prod-downN/A
sqr-powN/A
unpow3N/A
lift-*.f64N/A
lower-*.f6469.5
Applied rewrites69.5%
Taylor expanded in x around 0
+-commutativeN/A
Applied rewrites69.5%
Final simplification69.5%
(FPCore (x)
:precision binary64
(fabs
(*
(+
(* (fma (* x x) 0.6666666666666666 2.0) (fabs x))
(*
(* (* (* (* (* (* x x) x) (fabs x)) (fabs x)) (fabs x)) (fabs x))
0.047619047619047616))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
\\
\left|\left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right| + \left(\left(\left(\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \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}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
sqr-powN/A
pow-prod-downN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
pow-prod-downN/A
sqr-powN/A
unpow3N/A
lift-*.f64N/A
lower-*.f6469.5
Applied rewrites69.5%
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.f6472.7
Applied rewrites72.7%
Final simplification72.7%
(FPCore (x)
:precision binary64
(fabs
(*
(+
(* (fabs x) 2.0)
(*
(* (* (* (* (* (* x x) x) (fabs x)) (fabs x)) (fabs x)) (fabs x))
0.047619047619047616))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
\\
\left|\left(\left|x\right| \cdot 2 + \left(\left(\left(\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \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}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
Taylor expanded in x around 0
lower-*.f64N/A
lower-fabs.f6498.2
Applied rewrites98.2%
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
sqr-powN/A
pow-prod-downN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
pow-prod-downN/A
sqr-powN/A
pow3N/A
lift-*.f64N/A
lift-*.f6498.2
Applied rewrites98.2%
Final simplification98.2%
(FPCore (x) :precision binary64 (fabs (* (* (fma (* x x) (fma (* x x) 0.2 0.6666666666666666) 2.0) (fabs x)) (sqrt (/ 1.0 (PI))))))
\begin{array}{l}
\\
\left|\left(\mathsf{fma}\left(x \cdot x, \mathsf{fma}\left(x \cdot x, 0.2, 0.6666666666666666\right), 2\right) \cdot \left|x\right|\right) \cdot \sqrt{\frac{1}{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow2N/A
pow-prod-upN/A
metadata-evalN/A
pow-plusN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites93.2%
Final simplification93.2%
(FPCore (x) :precision binary64 (fabs (* (fma (* x x) 0.6666666666666666 2.0) (* (sqrt (/ 1.0 (PI))) (fabs x)))))
\begin{array}{l}
\\
\left|\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left(\sqrt{\frac{1}{\mathsf{PI}\left(\right)}} \cdot \left|x\right|\right)\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow2N/A
pow-prod-upN/A
metadata-evalN/A
pow-plusN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
Applied rewrites99.8%
Taylor expanded in x around 0
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
+-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
*-inversesN/A
lower-/.f64N/A
*-inversesN/A
lower-PI.f64N/A
lower-fabs.f64N/A
+-commutativeN/A
Applied rewrites89.7%
Final simplification89.7%
(FPCore (x) :precision binary64 (fabs (* (* (fabs x) 2.0) (sqrt (/ 1.0 (PI))))))
\begin{array}{l}
\\
\left|\left(\left|x\right| \cdot 2\right) \cdot \sqrt{\frac{1}{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow2N/A
pow-prod-upN/A
metadata-evalN/A
pow-plusN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
Applied rewrites99.8%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
*-inversesN/A
lower-/.f64N/A
*-inversesN/A
lower-PI.f6465.2
Applied rewrites65.2%
Final simplification65.2%
(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%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow2N/A
pow-prod-upN/A
metadata-evalN/A
pow-plusN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
Applied rewrites99.8%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
*-inversesN/A
lower-/.f64N/A
*-inversesN/A
lower-PI.f6465.2
Applied rewrites65.2%
Applied rewrites64.8%
Final simplification64.8%
herbie shell --seed 2024295
(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)))))))