
(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 10 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
(let* ((t_0 (* (* (fabs x) (fabs x)) (fabs x))))
(fabs
(*
(+
(* (* 0.047619047619047616 (fabs x)) (pow x 6.0))
(+
(* (* (* t_0 (fabs x)) (fabs x)) (/ 1.0 5.0))
(+ (* t_0 (/ 2.0 3.0)) (* (fabs x) 2.0))))
(/ 1.0 (sqrt (PI)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\\
\left|\left(\left(0.047619047619047616 \cdot \left|x\right|\right) \cdot {x}^{6} + \left(\left(\left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \frac{1}{5} + \left(t\_0 \cdot \frac{2}{3} + \left|x\right| \cdot 2\right)\right)\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
\end{array}
Initial program 99.1%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
Applied rewrites99.5%
Final simplification99.5%
(FPCore (x)
:precision binary64
(fabs
(*
(+
(+
(* (fma (* x x) 0.6666666666666666 2.0) (fabs x))
(*
(* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x))
(/ 1.0 5.0)))
(* (* 0.047619047619047616 (fabs x)) (pow x 6.0)))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
\\
\left|\left(\left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right| + \left(\left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \frac{1}{5}\right) + \left(0.047619047619047616 \cdot \left|x\right|\right) \cdot {x}^{6}\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.1%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
Applied rewrites99.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
distribute-rgt-inN/A
lift-fma.f64N/A
lift-/.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f6499.5
Applied rewrites99.5%
Final simplification99.5%
(FPCore (x)
:precision binary64
(fabs
(*
(+
(* (pow x 7.0) 0.047619047619047616)
(+
(* (fma (* x x) 0.6666666666666666 2.0) (fabs x))
(*
(* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x))
(/ 1.0 5.0))))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
\\
\left|\left({x}^{7} \cdot 0.047619047619047616 + \left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right| + \left(\left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \frac{1}{5}\right)\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.1%
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.f6499.1
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f6499.1
lift-/.f64N/A
metadata-eval99.1
Applied rewrites99.1%
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f6499.1
Applied rewrites73.1%
Final simplification73.1%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x))))
(fabs
(*
(+
(* (* (* t_0 (fabs x)) (fabs x)) 0.047619047619047616)
(+
(fma (* 0.6666666666666666 (* x x)) (fabs x) (* (fabs x) 2.0))
(* t_0 (/ 1.0 5.0))))
(/ 1.0 (sqrt (PI)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\\
\left|\left(\left(\left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot 0.047619047619047616 + \left(\mathsf{fma}\left(0.6666666666666666 \cdot \left(x \cdot x\right), \left|x\right|, \left|x\right| \cdot 2\right) + t\_0 \cdot \frac{1}{5}\right)\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
\end{array}
Initial program 99.1%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6499.1
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f6499.1
lift-/.f64N/A
metadata-eval99.1
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.1
Applied rewrites99.1%
lift-/.f64N/A
metadata-eval99.1
Applied rewrites99.1%
Final simplification99.1%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x))))
(fabs
(*
(+
(* (* (* t_0 (fabs x)) (fabs x)) 0.047619047619047616)
(+
(* (fma (* x x) 0.6666666666666666 2.0) (fabs x))
(* t_0 (/ 1.0 5.0))))
(/ 1.0 (sqrt (PI)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\\
\left|\left(\left(\left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot 0.047619047619047616 + \left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right| + t\_0 \cdot \frac{1}{5}\right)\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
\end{array}
Initial program 99.1%
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.f6499.1
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f6499.1
lift-/.f64N/A
metadata-eval99.1
Applied rewrites99.1%
lift-/.f64N/A
metadata-eval99.1
Applied rewrites99.1%
Final simplification99.1%
(FPCore (x)
:precision binary64
(fabs
(*
(+
(*
(* (* (* (* (* x x) (* x x)) (fabs x)) (fabs x)) (fabs x))
0.047619047619047616)
(+
(* (fma (* x x) 0.6666666666666666 2.0) (fabs x))
(*
(* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x))
(/ 1.0 5.0))))
(/ 1.0 (sqrt (PI))))))\begin{array}{l}
\\
\left|\left(\left(\left(\left(\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot 0.047619047619047616 + \left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \left|x\right| + \left(\left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \frac{1}{5}\right)\right) \cdot \frac{1}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.1%
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.f6499.1
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f6499.1
lift-/.f64N/A
metadata-eval99.1
Applied rewrites99.1%
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-*.f6499.1
Applied rewrites99.1%
lift-/.f64N/A
metadata-eval99.1
Applied rewrites99.1%
Final simplification99.1%
(FPCore (x) :precision binary64 (fabs (* (/ (* 0.047619047619047616 (fabs x)) (sqrt (PI))) (pow x 6.0))))
\begin{array}{l}
\\
\left|\frac{0.047619047619047616 \cdot \left|x\right|}{\sqrt{\mathsf{PI}\left(\right)}} \cdot {x}^{6}\right|
\end{array}
Initial program 99.1%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
Applied rewrites99.5%
Taylor expanded in x around inf
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-fabs.f6439.3
Applied rewrites39.3%
Applied rewrites39.4%
Final simplification39.4%
(FPCore (x) :precision binary64 (fabs (* (* 0.047619047619047616 (pow x 6.0)) (/ (fabs x) (sqrt (PI))))))
\begin{array}{l}
\\
\left|\left(0.047619047619047616 \cdot {x}^{6}\right) \cdot \frac{\left|x\right|}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.1%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
Applied rewrites99.5%
Taylor expanded in x around inf
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-fabs.f6439.3
Applied rewrites39.3%
Applied rewrites39.4%
Final simplification39.4%
(FPCore (x) :precision binary64 (fabs (/ (* (pow x 7.0) 0.047619047619047616) (sqrt (PI)))))
\begin{array}{l}
\\
\left|\frac{{x}^{7} \cdot 0.047619047619047616}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.1%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
Applied rewrites99.5%
Taylor expanded in x around inf
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-fabs.f6439.3
Applied rewrites39.3%
Applied rewrites38.7%
(FPCore (x) :precision binary64 (fabs (* (* (* 0.6666666666666666 x) x) (/ (fabs x) (sqrt (PI))))))
\begin{array}{l}
\\
\left|\left(\left(0.6666666666666666 \cdot x\right) \cdot x\right) \cdot \frac{\left|x\right|}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.1%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.2%
Taylor expanded in x around inf
Applied rewrites26.0%
Applied rewrites26.0%
Applied rewrites26.0%
Final simplification26.0%
herbie shell --seed 2024325
(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)))))))