
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x)))
(t_1 (* (* t_0 t_0) t_0))
(t_2 (* (* t_1 t_0) t_0)))
(*
(* (/ 1.0 (sqrt (PI))) (exp (* (fabs x) (fabs x))))
(+
(+ (+ t_0 (* (/ 1.0 2.0) t_1)) (* (/ 3.0 4.0) t_2))
(* (/ 15.0 8.0) (* (* t_2 t_0) t_0))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
t_1 := \left(t\_0 \cdot t\_0\right) \cdot t\_0\\
t_2 := \left(t\_1 \cdot t\_0\right) \cdot t\_0\\
\left(\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\left(\left(t\_0 + \frac{1}{2} \cdot t\_1\right) + \frac{3}{4} \cdot t\_2\right) + \frac{15}{8} \cdot \left(\left(t\_2 \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x)))
(t_1 (* (* t_0 t_0) t_0))
(t_2 (* (* t_1 t_0) t_0)))
(*
(* (/ 1.0 (sqrt (PI))) (exp (* (fabs x) (fabs x))))
(+
(+ (+ t_0 (* (/ 1.0 2.0) t_1)) (* (/ 3.0 4.0) t_2))
(* (/ 15.0 8.0) (* (* t_2 t_0) t_0))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
t_1 := \left(t\_0 \cdot t\_0\right) \cdot t\_0\\
t_2 := \left(t\_1 \cdot t\_0\right) \cdot t\_0\\
\left(\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\left(\left(t\_0 + \frac{1}{2} \cdot t\_1\right) + \frac{3}{4} \cdot t\_2\right) + \frac{15}{8} \cdot \left(\left(t\_2 \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(/ (pow (exp x) x) (sqrt (PI)))
(+
(+
(+ t_0 (* (/ 1.0 2.0) (* (/ 1.0 (* x x)) t_0)))
(* (/ 3.0 4.0) (* (/ -1.0 (* (* x x) (* x x))) (- t_0))))
(* (/ 15.0 8.0) (pow x -7.0))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\frac{{\left(e^{x}\right)}^{x}}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(t\_0 + \frac{1}{2} \cdot \left(\frac{1}{x \cdot x} \cdot t\_0\right)\right) + \frac{3}{4} \cdot \left(\frac{-1}{\left(x \cdot x\right) \cdot \left(x \cdot x\right)} \cdot \left(-t\_0\right)\right)\right) + \frac{15}{8} \cdot {x}^{-7}\right)
\end{array}
\end{array}
Initial program 100.0%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*r/N/A
frac-timesN/A
*-rgt-identityN/A
*-lft-identityN/A
lift-*.f64N/A
lift-/.f64N/A
frac-2negN/A
metadata-evalN/A
lift-/.f64N/A
frac-timesN/A
metadata-evalN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
Applied rewrites100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-timesN/A
metadata-evalN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
lower-/.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64100.0
lift-exp.f64N/A
lift-*.f64N/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64100.0
lift-fabs.f64N/A
rem-sqrt-square-revN/A
pow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1100.0
lift-fabs.f64N/A
rem-sqrt-square-revN/A
pow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1100.0
Applied rewrites100.0%
Final simplification100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(* (/ 1.0 (sqrt (PI))) (exp (* x x)))
(+
(+
(+ t_0 (* (/ 1.0 2.0) (* (/ 1.0 (* x x)) t_0)))
(* (/ 3.0 4.0) (* (/ -1.0 (* (* x x) (* x x))) (- t_0))))
(* (pow x -7.0) 1.875)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\left(\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot e^{x \cdot x}\right) \cdot \left(\left(\left(t\_0 + \frac{1}{2} \cdot \left(\frac{1}{x \cdot x} \cdot t\_0\right)\right) + \frac{3}{4} \cdot \left(\frac{-1}{\left(x \cdot x\right) \cdot \left(x \cdot x\right)} \cdot \left(-t\_0\right)\right)\right) + {x}^{-7} \cdot 1.875\right)
\end{array}
\end{array}
Initial program 100.0%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*r/N/A
frac-timesN/A
*-rgt-identityN/A
*-lft-identityN/A
lift-*.f64N/A
lift-/.f64N/A
frac-2negN/A
metadata-evalN/A
lift-/.f64N/A
frac-timesN/A
metadata-evalN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
Applied rewrites100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-timesN/A
metadata-evalN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
lower-/.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
*-commutativeN/A
lower-*.f64100.0
lift-/.f64N/A
metadata-eval100.0
Applied rewrites100.0%
Final simplification100.0%
(FPCore (x) :precision binary64 (* (* (/ 1.0 (sqrt (PI))) (exp (* x x))) (/ (+ (+ (/ 0.75 (pow x 4.0)) 1.0) (/ 0.5 (* x x))) (fabs x))))
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot e^{x \cdot x}\right) \cdot \frac{\left(\frac{0.75}{{x}^{4}} + 1\right) + \frac{0.5}{x \cdot x}}{\left|x\right|}
\end{array}
Initial program 100.0%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*r/N/A
frac-timesN/A
*-rgt-identityN/A
*-lft-identityN/A
lift-*.f64N/A
lift-/.f64N/A
frac-2negN/A
metadata-evalN/A
lift-/.f64N/A
frac-timesN/A
metadata-evalN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
Applied rewrites100.0%
Taylor expanded in x around inf
+-commutativeN/A
associate-*r/N/A
metadata-evalN/A
unpow3N/A
unpow2N/A
associate-/r*N/A
div-add-revN/A
lower-/.f64N/A
lower-+.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-abs-revN/A
lower-*.f64N/A
lower-fabs.f6499.7
Applied rewrites99.7%
Taylor expanded in x around inf
associate-*r/N/A
metadata-evalN/A
unpow3N/A
sqr-abs-revN/A
unpow2N/A
associate-*r/N/A
metadata-evalN/A
+-commutativeN/A
associate-+r+N/A
associate-/r*N/A
associate-/r*N/A
div-add-revN/A
div-add-revN/A
Applied rewrites99.7%
Final simplification99.7%
(FPCore (x) :precision binary64 (* (* (/ 1.0 (sqrt (PI))) (exp (* x x))) (+ (/ (+ (/ 0.5 (* x x)) 1.0) (fabs x)) (* (pow x -7.0) 1.875))))
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot e^{x \cdot x}\right) \cdot \left(\frac{\frac{0.5}{x \cdot x} + 1}{\left|x\right|} + {x}^{-7} \cdot 1.875\right)
\end{array}
Initial program 100.0%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*r/N/A
frac-timesN/A
*-rgt-identityN/A
*-lft-identityN/A
lift-*.f64N/A
lift-/.f64N/A
frac-2negN/A
metadata-evalN/A
lift-/.f64N/A
frac-timesN/A
metadata-evalN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
Applied rewrites100.0%
Taylor expanded in x around inf
+-commutativeN/A
associate-*r/N/A
metadata-evalN/A
unpow3N/A
unpow2N/A
associate-/r*N/A
div-add-revN/A
lower-/.f64N/A
lower-+.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-abs-revN/A
lower-*.f64N/A
lower-fabs.f6499.7
Applied rewrites99.7%
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.7
lift-/.f64N/A
metadata-eval99.7
Applied rewrites99.7%
Final simplification99.7%
(FPCore (x) :precision binary64 (* (* (/ 1.0 (sqrt (PI))) (exp (* x x))) (/ (+ (/ 0.5 (* x x)) 1.0) (fabs x))))
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot e^{x \cdot x}\right) \cdot \frac{\frac{0.5}{x \cdot x} + 1}{\left|x\right|}
\end{array}
Initial program 100.0%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*r/N/A
frac-timesN/A
*-rgt-identityN/A
*-lft-identityN/A
lift-*.f64N/A
lift-/.f64N/A
frac-2negN/A
metadata-evalN/A
lift-/.f64N/A
frac-timesN/A
metadata-evalN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
Applied rewrites100.0%
Taylor expanded in x around inf
+-commutativeN/A
associate-*r/N/A
metadata-evalN/A
unpow3N/A
unpow2N/A
associate-/r*N/A
div-add-revN/A
lower-/.f64N/A
lower-+.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-abs-revN/A
lower-*.f64N/A
lower-fabs.f6499.7
Applied rewrites99.7%
Taylor expanded in x around inf
associate-*r/N/A
metadata-evalN/A
unpow3N/A
sqr-abs-revN/A
unpow2N/A
associate-/r*N/A
div-add-revN/A
+-commutativeN/A
lower-/.f64N/A
lower-+.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6499.7
Applied rewrites99.7%
Final simplification99.7%
herbie shell --seed 2025006
(FPCore (x)
:name "Jmat.Real.erfi, branch x greater than or equal to 5"
:precision binary64
:pre (>= x 0.5)
(* (* (/ 1.0 (sqrt (PI))) (exp (* (fabs x) (fabs x)))) (+ (+ (+ (/ 1.0 (fabs x)) (* (/ 1.0 2.0) (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))))) (* (/ 3.0 4.0) (* (* (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))))) (* (/ 15.0 8.0) (* (* (* (* (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x)))))))