
(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 12 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}
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(fma
(fma (* (fma (* x_m x_m) 0.2 0.6666666666666666) x_m) x_m 2.0)
(fabs x_m)
(* (pow x_m 7.0) 0.047619047619047616))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.2, 0.6666666666666666\right) \cdot x\_m, x\_m, 2\right), \left|x\_m\right|, {x\_m}^{7} \cdot 0.047619047619047616\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites51.3%
Taylor expanded in x around 0
Applied rewrites99.8%
Applied rewrites72.2%
Final simplification72.2%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(+
(*
(*
(*
(* (* (* (* (fabs x_m) (fabs x_m)) (fabs x_m)) (fabs x_m)) (fabs x_m))
(fabs x_m))
(fabs x_m))
(/ 1.0 21.0))
(fma
(* (fma (* x_m x_m) 0.2 0.6666666666666666) x_m)
(* (fabs x_m) x_m)
(* (fabs x_m) 2.0)))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(\left(\left(\left(\left(\left(\left(\left|x\_m\right| \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \frac{1}{21} + \mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.2, 0.6666666666666666\right) \cdot x\_m, \left|x\_m\right| \cdot x\_m, \left|x\_m\right| \cdot 2\right)\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
associate-*r*N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
*-commutativeN/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
lift-*.f64N/A
associate-*l*N/A
associate-*r*N/A
Applied rewrites99.8%
metadata-evalN/A
lift-+.f64N/A
+-commutativeN/A
lift-fma.f64N/A
associate-+r+N/A
Applied rewrites99.8%
Final simplification99.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(+
(*
(fabs x_m)
(fma (* (fma (* x_m x_m) 0.2 0.6666666666666666) x_m) x_m 2.0))
(*
(*
(*
(* (* (* (* (fabs x_m) (fabs x_m)) (fabs x_m)) (fabs x_m)) (fabs x_m))
(fabs x_m))
(fabs x_m))
(/ 1.0 21.0)))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(\left|x\_m\right| \cdot \mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.2, 0.6666666666666666\right) \cdot x\_m, x\_m, 2\right) + \left(\left(\left(\left(\left(\left(\left|x\_m\right| \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \frac{1}{21}\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites99.8%
Final simplification99.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(+
(*
(* (* (* (* (* x_m x_m) (* x_m x_m)) (fabs x_m)) (fabs x_m)) (fabs x_m))
0.047619047619047616)
(*
(fma (* x_m x_m) (fma (* x_m x_m) 0.2 0.6666666666666666) 2.0)
(fabs x_m)))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(\left(\left(\left(\left(\left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right)\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot 0.047619047619047616 + \mathsf{fma}\left(x\_m \cdot x\_m, \mathsf{fma}\left(x\_m \cdot x\_m, 0.2, 0.6666666666666666\right), 2\right) \cdot \left|x\_m\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
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%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
associate-*r*N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
*-commutativeN/A
distribute-lft-outN/A
lower-*.f64N/A
lower-fabs.f64N/A
Applied rewrites99.8%
lift-/.f64N/A
metadata-eval99.8
Applied rewrites99.8%
Final simplification99.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(+
(*
(*
(*
(* (* (* (* (fabs x_m) (fabs x_m)) (fabs x_m)) (fabs x_m)) (fabs x_m))
(fabs x_m))
(fabs x_m))
0.047619047619047616)
(* (fma 0.6666666666666666 (* x_m x_m) 2.0) (fabs x_m)))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(\left(\left(\left(\left(\left(\left(\left|x\_m\right| \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot 0.047619047619047616 + \mathsf{fma}\left(0.6666666666666666, x\_m \cdot x\_m, 2\right) \cdot \left|x\_m\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%
Taylor expanded in x around 0
associate-*r*N/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6498.9
Applied rewrites98.9%
lift-/.f64N/A
metadata-eval98.9
Applied rewrites98.9%
Final simplification98.9%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(+
(* (fabs x_m) 2.0)
(*
(*
(*
(* (* (* (* (fabs x_m) (fabs x_m)) (fabs x_m)) (fabs x_m)) (fabs x_m))
(fabs x_m))
(fabs x_m))
(/ 1.0 21.0)))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(\left|x\_m\right| \cdot 2 + \left(\left(\left(\left(\left(\left(\left|x\_m\right| \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \frac{1}{21}\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
Taylor expanded in x around 0
lower-*.f64N/A
lower-fabs.f6498.7
Applied rewrites98.7%
Final simplification98.7%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(+
(*
(* (* (* (* (* x_m x_m) (* x_m x_m)) (fabs x_m)) (fabs x_m)) (fabs x_m))
(/ 1.0 21.0))
(* (fabs x_m) 2.0))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(\left(\left(\left(\left(\left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right)\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \frac{1}{21} + \left|x\_m\right| \cdot 2\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
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%
Taylor expanded in x around 0
lower-*.f64N/A
lower-fabs.f6498.7
Applied rewrites98.7%
Final simplification98.7%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(sqrt (/ 1.0 (PI)))
(*
(fma (* x_m x_m) (fma (* x_m x_m) 0.2 0.6666666666666666) 2.0)
(fabs x_m)))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\sqrt{\frac{1}{\mathsf{PI}\left(\right)}} \cdot \left(\mathsf{fma}\left(x\_m \cdot x\_m, \mathsf{fma}\left(x\_m \cdot x\_m, 0.2, 0.6666666666666666\right), 2\right) \cdot \left|x\_m\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
pow2N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
lower-pow.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites93.7%
Final simplification93.7%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (fabs (* (fma (* 0.6666666666666666 x_m) x_m 2.0) (* (sqrt (/ 1.0 (PI))) (fabs x_m)))))
\begin{array}{l}
x_m = \left|x\right|
\\
\left|\mathsf{fma}\left(0.6666666666666666 \cdot x\_m, x\_m, 2\right) \cdot \left(\sqrt{\frac{1}{\mathsf{PI}\left(\right)}} \cdot \left|x\_m\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
pow2N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
lower-pow.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
associate-*l*N/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
Applied rewrites89.9%
Final simplification89.9%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (/ (fabs (* (fma (* x_m x_m) 0.6666666666666666 2.0) (fabs x_m))) (sqrt (PI))))
\begin{array}{l}
x_m = \left|x\right|
\\
\frac{\left|\mathsf{fma}\left(x\_m \cdot x\_m, 0.6666666666666666, 2\right) \cdot \left|x\_m\right|\right|}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites51.3%
Taylor expanded in x around inf
Applied rewrites89.9%
lift-fabs.f64N/A
lift-*.f64N/A
Applied rewrites89.5%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (fabs (* (* 2.0 (fabs x_m)) (/ 1.0 (sqrt (PI))))))
\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(2 \cdot \left|x\_m\right|\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites51.3%
Taylor expanded in x around inf
Applied rewrites89.9%
Taylor expanded in x around 0
Applied rewrites66.7%
Final simplification66.7%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (/ (fabs (* 2.0 (fabs x_m))) (sqrt (PI))))
\begin{array}{l}
x_m = \left|x\right|
\\
\frac{\left|2 \cdot \left|x\_m\right|\right|}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites51.3%
Taylor expanded in x around inf
Applied rewrites89.9%
Taylor expanded in x around 0
Applied rewrites66.7%
lift-fabs.f64N/A
Applied rewrites66.3%
herbie shell --seed 2024242
(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)))))))