
(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 11 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
(*
(/ -1.0 (sqrt (PI)))
(-
(-
(+ (* 2.0 (fabs x)) (* (/ 2.0 3.0) (* (* x x) (fabs x))))
(* (/ -1.0 5.0) (fabs (* (* (* (* x x) x) x) x))))
(* (/ -1.0 21.0) (* (pow x 6.0) (fabs x)))))))\begin{array}{l}
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \frac{2}{3} \cdot \left(\left(x \cdot x\right) \cdot \left|x\right|\right)\right) - \frac{-1}{5} \cdot \left|\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\right|\right) - \frac{-1}{21} \cdot \left({x}^{6} \cdot \left|x\right|\right)\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
lift-*.f64N/A
pow2N/A
pow-powN/A
lower-pow.f64N/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrtN/A
metadata-eval99.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (* (* x x) x) x) x)))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(-
(+ (* 2.0 (fabs x)) (* (* x x) (* x 0.6666666666666666)))
(* (/ -1.0 5.0) (fabs t_0)))
(* (/ -1.0 21.0) (* (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(2 \cdot \left|x\right| + \left(x \cdot x\right) \cdot \left(x \cdot 0.6666666666666666\right)\right) - \frac{-1}{5} \cdot \left|t\_0\right|\right) - \frac{-1}{21} \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
associate-*l*N/A
lower-*.f64N/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrtN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrtN/A
lower-*.f6499.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt75.2
lift-/.f64N/A
metadata-eval75.2
Applied rewrites75.2%
Final simplification75.2%
(FPCore (x) :precision binary64 (fabs (* (* (fma (* x x) 0.6666666666666666 2.0) x) (sqrt (pow (PI) -1.0)))))
\begin{array}{l}
\\
\left|\left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot x\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
distribute-rgt-inN/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
unpow3N/A
*-commutativeN/A
associate-*r*N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites90.0%
Final simplification90.0%
(FPCore (x) :precision binary64 (fabs (* (* 2.0 x) (sqrt (pow (PI) -1.0)))))
\begin{array}{l}
\\
\left|\left(2 \cdot x\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
rem-square-sqrtN/A
lower-sqrt.f64N/A
rem-square-sqrtN/A
lower-/.f64N/A
lower-PI.f6466.9
Applied rewrites66.9%
Final simplification66.9%
(FPCore (x)
:precision binary64
(fabs
(/
(fma
(*
(*
(fma (fma (* x x) 0.047619047619047616 0.2) (* x x) 0.6666666666666666)
x)
x)
x
(* 2.0 x))
(sqrt (PI)))))\begin{array}{l}
\\
\left|\frac{\mathsf{fma}\left(\left(\mathsf{fma}\left(\mathsf{fma}\left(x \cdot x, 0.047619047619047616, 0.2\right), x \cdot x, 0.6666666666666666\right) \cdot x\right) \cdot x, x, 2 \cdot x\right)}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
Applied rewrites99.4%
(FPCore (x)
:precision binary64
(fabs
(/
(*
(fma
(fma (* (fma (* x x) 0.047619047619047616 0.2) x) x 0.6666666666666666)
(* x x)
2.0)
x)
(sqrt (PI)))))\begin{array}{l}
\\
\left|\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(x \cdot x, 0.047619047619047616, 0.2\right) \cdot x, x, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
Applied rewrites99.4%
(FPCore (x)
:precision binary64
(fabs
(/
(*
(fma
(fma (* (* x x) 0.047619047619047616) (* x x) 0.6666666666666666)
(* x x)
2.0)
x)
(sqrt (PI)))))\begin{array}{l}
\\
\left|\frac{\mathsf{fma}\left(\mathsf{fma}\left(\left(x \cdot x\right) \cdot 0.047619047619047616, x \cdot x, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
Taylor expanded in x around inf
Applied rewrites98.9%
(FPCore (x) :precision binary64 (fabs (/ (fma (* (* (fma (* 0.2 x) x 0.6666666666666666) x) x) x (* 2.0 x)) (sqrt (PI)))))
\begin{array}{l}
\\
\left|\frac{\mathsf{fma}\left(\left(\mathsf{fma}\left(0.2 \cdot x, x, 0.6666666666666666\right) \cdot x\right) \cdot x, x, 2 \cdot x\right)}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.0
Applied rewrites93.0%
Applied rewrites93.0%
Applied rewrites93.0%
(FPCore (x) :precision binary64 (/ (* (fma (fma (* x x) 0.2 0.6666666666666666) (* x x) 2.0) x) (sqrt (PI))))
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(\mathsf{fma}\left(x \cdot x, 0.2, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.0
Applied rewrites93.0%
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt32.0
Applied rewrites32.0%
(FPCore (x) :precision binary64 (fabs (/ (* (fma (* x 0.6666666666666666) x 2.0) x) (sqrt (PI)))))
\begin{array}{l}
\\
\left|\frac{\mathsf{fma}\left(x \cdot 0.6666666666666666, x, 2\right) \cdot x}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6489.6
Applied rewrites89.6%
Applied rewrites89.6%
(FPCore (x) :precision binary64 (/ (+ x x) (sqrt (PI))))
\begin{array}{l}
\\
\frac{x + x}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.5%
Taylor expanded in x around 0
lower-*.f6466.5
Applied rewrites66.5%
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt31.9
Applied rewrites31.9%
Applied rewrites31.9%
herbie shell --seed 2024332
(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)))))))