
(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}
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(+
(*
(* (* (* (fabs x_m) (* (* x_m x_m) (* x_m x_m))) (fabs x_m)) (fabs x_m))
(/ 1.0 21.0))
(fma
x_m
(- 2.0 (* (* -0.6666666666666666 x_m) x_m))
(* 0.2 (pow x_m 5.0)))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(\left(\left|x\_m\right| \cdot \left(\left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right)\right)\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \frac{1}{21} + \mathsf{fma}\left(x\_m, 2 - \left(-0.6666666666666666 \cdot x\_m\right) \cdot x\_m, 0.2 \cdot {x\_m}^{5}\right)\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
Applied rewrites73.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites73.6%
Applied rewrites74.0%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow-plusN/A
metadata-evalN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
lift-*.f64N/A
sqrt-pow2N/A
metadata-evalN/A
pow2N/A
lower-*.f6474.0
Applied rewrites74.0%
Final simplification74.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (sqrt x_m) x_m))
(t_1 (* (* (fabs x_m) (fabs x_m)) (fabs x_m))))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(-
(+ (* t_1 (/ 2.0 3.0)) (* (fabs x_m) 2.0))
(* (/ -1.0 5.0) (* (* t_1 (fabs x_m)) (fabs x_m))))
(*
(/ -1.0 21.0)
(*
(* (* (* (* t_0 t_0) (fabs x_m)) (fabs x_m)) (fabs x_m))
(fabs x_m))))))))\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \sqrt{x\_m} \cdot x\_m\\
t_1 := \left(\left|x\_m\right| \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(t\_1 \cdot \frac{2}{3} + \left|x\_m\right| \cdot 2\right) - \frac{-1}{5} \cdot \left(\left(t\_1 \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right)\right) - \frac{-1}{21} \cdot \left(\left(\left(\left(\left(t\_0 \cdot t\_0\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)\right)\right|
\end{array}
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
rem-square-sqrtN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites33.1%
Final simplification33.1%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (* (fabs x_m) (fabs x_m)) (fabs x_m))))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(* (* (* (* 0.2 x_m) x_m) x_m) (* x_m x_m))
(+ (* t_0 (/ 2.0 3.0)) (* (fabs x_m) 2.0)))
(*
(/ -1.0 21.0)
(* (* (* (* t_0 (fabs x_m)) (fabs x_m)) (fabs x_m)) (fabs x_m))))))))\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left(\left|x\_m\right| \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(\left(\left(0.2 \cdot x\_m\right) \cdot x\_m\right) \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right) + \left(t\_0 \cdot \frac{2}{3} + \left|x\_m\right| \cdot 2\right)\right) - \frac{-1}{21} \cdot \left(\left(\left(\left(t\_0 \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right)\right)\right|
\end{array}
\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
Applied rewrites73.9%
Final simplification73.9%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(* (fabs x_m) 2.0)
(*
(/ -1.0 21.0)
(*
(* (* (fabs x_m) (* (* x_m x_m) (* x_m x_m))) (fabs x_m))
(fabs x_m)))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left|x\_m\right| \cdot 2 - \frac{-1}{21} \cdot \left(\left(\left(\left|x\_m\right| \cdot \left(\left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right)\right)\right) \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right)\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
Applied rewrites73.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites73.6%
Taylor expanded in x around 0
lower-*.f64N/A
lower-fabs.f6499.1
Applied rewrites99.1%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow-plusN/A
metadata-evalN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
lift-*.f64N/A
sqrt-pow2N/A
metadata-evalN/A
pow2N/A
lower-*.f6499.1
Applied rewrites99.1%
Final simplification99.1%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(*
(fma
(fma
(fma 0.047619047619047616 (* x_m x_m) -0.2)
(* x_m x_m)
-0.6666666666666666)
(* x_m x_m)
2.0)
x_m))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.047619047619047616, x\_m \cdot x\_m, -0.2\right), x\_m \cdot x\_m, -0.6666666666666666\right), x\_m \cdot x\_m, 2\right) \cdot x\_m\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
rem-square-sqrtN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites33.1%
Applied rewrites33.0%
Applied rewrites73.3%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.1%
Final simplification99.1%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (fabs (* (/ -1.0 (sqrt (PI))) (* (fma (fma -0.2 (* x_m x_m) -0.6666666666666666) (* x_m x_m) 2.0) x_m))))
\begin{array}{l}
x_m = \left|x\right|
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(-0.2, x\_m \cdot x\_m, -0.6666666666666666\right), x\_m \cdot x\_m, 2\right) \cdot x\_m\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
rem-square-sqrtN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites33.1%
Applied rewrites33.0%
Applied rewrites73.3%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.4
Applied rewrites93.4%
Final simplification93.4%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (fabs (* (/ -1.0 (sqrt (PI))) (* (fma (* x_m x_m) -0.6666666666666666 2.0) x_m))))
\begin{array}{l}
x_m = \left|x\right|
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\mathsf{fma}\left(x\_m \cdot x\_m, -0.6666666666666666, 2\right) \cdot x\_m\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
rem-square-sqrtN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites33.1%
Applied rewrites33.0%
Applied rewrites73.3%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6489.9
Applied rewrites89.9%
Final simplification89.9%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (fabs (* (/ -1.0 (sqrt (PI))) (* 2.0 x_m))))
\begin{array}{l}
x_m = \left|x\right|
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(2 \cdot x\_m\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
rem-square-sqrtN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites33.1%
Applied rewrites33.0%
Applied rewrites73.3%
Taylor expanded in x around 0
lower-*.f6468.9
Applied rewrites68.9%
Final simplification68.9%
herbie shell --seed 2024312
(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)))))))