
(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 6 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
(pow x_m 6.0)
0.047619047619047616
(fma 0.6666666666666666 (* x_m x_m) 2.0))
(fabs x_m)
(* (pow x_m 5.0) 0.2))
(sqrt (pow (PI) -1.0)))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\mathsf{fma}\left(\mathsf{fma}\left({x\_m}^{6}, 0.047619047619047616, \mathsf{fma}\left(0.6666666666666666, x\_m \cdot x\_m, 2\right)\right), \left|x\_m\right|, {x\_m}^{5} \cdot 0.2\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|
\end{array}
Initial program 99.5%
Applied rewrites99.5%
Taylor expanded in x around 0
lower-fabs.f64N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
Applied rewrites72.1%
Final simplification72.1%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (fabs (* (* (* (* x_m x_m) x_m) x_m) x_m)))
(t_1 (* 2.0 (fabs x_m))))
(if (<=
(+
(+
(+ t_1 (* (/ 2.0 3.0) (* (* x_m x_m) (fabs x_m))))
(* (pow 5.0 -1.0) t_0))
(* (pow 21.0 -1.0) (* (* t_0 (fabs x_m)) (fabs x_m))))
4e-6)
(fabs (* t_1 (sqrt (pow (PI) -1.0))))
(fabs (* x_m (* (* x_m x_m) (/ 0.6666666666666666 (sqrt (PI)))))))))\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left|\left(\left(\left(x\_m \cdot x\_m\right) \cdot x\_m\right) \cdot x\_m\right) \cdot x\_m\right|\\
t_1 := 2 \cdot \left|x\_m\right|\\
\mathbf{if}\;\left(\left(t\_1 + \frac{2}{3} \cdot \left(\left(x\_m \cdot x\_m\right) \cdot \left|x\_m\right|\right)\right) + {5}^{-1} \cdot t\_0\right) + {21}^{-1} \cdot \left(\left(t\_0 \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right) \leq 4 \cdot 10^{-6}:\\
\;\;\;\;\left|t\_1 \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|\\
\mathbf{else}:\\
\;\;\;\;\left|x\_m \cdot \left(\left(x\_m \cdot x\_m\right) \cdot \frac{0.6666666666666666}{\sqrt{\mathsf{PI}\left(\right)}}\right)\right|\\
\end{array}
\end{array}
if (+.f64 (+.f64 (+.f64 (*.f64 #s(literal 2 binary64) (fabs.f64 x)) (*.f64 (/.f64 #s(literal 2 binary64) #s(literal 3 binary64)) (*.f64 (*.f64 (fabs.f64 x) (fabs.f64 x)) (fabs.f64 x)))) (*.f64 (/.f64 #s(literal 1 binary64) #s(literal 5 binary64)) (*.f64 (*.f64 (*.f64 (*.f64 (fabs.f64 x) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)))) (*.f64 (/.f64 #s(literal 1 binary64) #s(literal 21 binary64)) (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 (fabs.f64 x) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)))) < 3.99999999999999982e-6Initial program 99.8%
Applied rewrites99.2%
Taylor expanded in x around 0
lower-fabs.f64N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites99.6%
if 3.99999999999999982e-6 < (+.f64 (+.f64 (+.f64 (*.f64 #s(literal 2 binary64) (fabs.f64 x)) (*.f64 (/.f64 #s(literal 2 binary64) #s(literal 3 binary64)) (*.f64 (*.f64 (fabs.f64 x) (fabs.f64 x)) (fabs.f64 x)))) (*.f64 (/.f64 #s(literal 1 binary64) #s(literal 5 binary64)) (*.f64 (*.f64 (*.f64 (*.f64 (fabs.f64 x) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)))) (*.f64 (/.f64 #s(literal 1 binary64) #s(literal 21 binary64)) (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 (fabs.f64 x) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)) (fabs.f64 x)))) Initial program 98.9%
Applied rewrites99.0%
Taylor expanded in x around inf
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
*-inversesN/A
lower-/.f64N/A
*-inversesN/A
lower-PI.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
sqr-absN/A
unpow3N/A
lower-pow.f64N/A
lower-fabs.f6460.9
Applied rewrites60.9%
Applied rewrites60.9%
Applied rewrites60.9%
Final simplification85.3%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(fma
(fma
(fma (* (fabs x_m) x_m) 0.047619047619047616 0.2)
(pow x_m 3.0)
(* 0.6666666666666666 (fabs x_m)))
(* x_m x_m)
(* 2.0 (fabs x_m)))
(sqrt (pow (PI) -1.0)))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(\left|x\_m\right| \cdot x\_m, 0.047619047619047616, 0.2\right), {x\_m}^{3}, 0.6666666666666666 \cdot \left|x\_m\right|\right), x\_m \cdot x\_m, 2 \cdot \left|x\_m\right|\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|
\end{array}
Initial program 99.5%
Applied rewrites99.5%
Taylor expanded in x around 0
lower-fabs.f64N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
Applied rewrites72.1%
Taylor expanded in x around 0
Applied rewrites99.0%
Final simplification99.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (fabs (* (* (fma (* x_m x_m) 0.6666666666666666 2.0) (fabs x_m)) (sqrt (pow (PI) -1.0)))))
\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.6666666666666666, 2\right) \cdot \left|x\_m\right|\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|
\end{array}
Initial program 99.5%
Applied rewrites99.5%
Taylor expanded in x around 0
lower-fabs.f64N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
Applied rewrites72.1%
Taylor expanded in x around 0
Applied rewrites85.4%
Final simplification85.4%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (fabs (* (* 2.0 (fabs x_m)) (sqrt (pow (PI) -1.0)))))
\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(2 \cdot \left|x\_m\right|\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|
\end{array}
Initial program 99.5%
Applied rewrites99.5%
Taylor expanded in x around 0
lower-fabs.f64N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
Applied rewrites72.1%
Taylor expanded in x around 0
Applied rewrites64.7%
Final simplification64.7%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(+
(+
(* (fabs x_m) (fma (* x_m x_m) 0.6666666666666666 2.0))
(* 0.2 (fabs (* (* (* (* x_m x_m) x_m) x_m) x_m))))
(*
0.047619047619047616
(* (fabs (* (* (* (* x_m x_m) (* x_m x_m)) x_m) x_m)) (fabs x_m)))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left|x\_m\right| \cdot \mathsf{fma}\left(x\_m \cdot x\_m, 0.6666666666666666, 2\right) + 0.2 \cdot \left|\left(\left(\left(x\_m \cdot x\_m\right) \cdot x\_m\right) \cdot x\_m\right) \cdot x\_m\right|\right) + 0.047619047619047616 \cdot \left(\left|\left(\left(\left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right)\right) \cdot x\_m\right) \cdot x\_m\right| \cdot \left|x\_m\right|\right)\right)\right|
\end{array}
Initial program 99.5%
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.f6499.5
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f6499.5
lift-/.f64N/A
metadata-eval99.5
Applied rewrites99.5%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lower-*.f6499.5
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f6499.5
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f6499.5
Applied rewrites99.5%
lift-/.f64N/A
metadata-eval99.5
Applied rewrites99.5%
lift-/.f64N/A
metadata-eval99.5
Applied rewrites99.5%
Final simplification99.5%
herbie shell --seed 2024313
(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)))))))