
(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 9 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)))
(*
(fabs x)
(fma
x
(* x (fma (* 0.2 x) x 0.6666666666666666))
(fma 0.047619047619047616 (pow x 6.0) 2.0))))))\begin{array}{l}
\\
\left|\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left|x\right| \cdot \mathsf{fma}\left(x, x \cdot \mathsf{fma}\left(0.2 \cdot x, x, 0.6666666666666666\right), \mathsf{fma}\left(0.047619047619047616, {x}^{6}, 2\right)\right)\right)\right|
\end{array}
Initial program 99.9%
Taylor expanded in x around 0
Applied rewrites99.9%
Applied rewrites99.9%
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x) :precision binary64 (if (<= x 2.4) (fabs (* (* (fabs x) (fma (pow x 4.0) 0.2 2.0)) (sqrt (/ 1.0 (PI))))) (fabs (* (/ 1.0 (sqrt (PI))) (* (pow (fabs x) 7.0) 0.047619047619047616)))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.4:\\
\;\;\;\;\left|\left(\left|x\right| \cdot \mathsf{fma}\left({x}^{4}, 0.2, 2\right)\right) \cdot \sqrt{\frac{1}{\mathsf{PI}\left(\right)}}\right|\\
\mathbf{else}:\\
\;\;\;\;\left|\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left({\left(\left|x\right|\right)}^{7} \cdot 0.047619047619047616\right)\right|\\
\end{array}
\end{array}
if x < 2.39999999999999991Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites93.9%
if 2.39999999999999991 < x Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.9%
Taylor expanded in x around inf
Applied rewrites39.1%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) x)))
(fabs
(*
(/ 1.0 (sqrt (PI)))
(+
(+
(+ (* 2.0 (fabs x)) (* (* (* 0.6666666666666666 (fabs x)) x) x))
(* (/ 1.0 5.0) (* (* (* x x) (* x x)) (fabs x))))
(* (/ 1.0 21.0) (* (* t_0 t_0) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot x\\
\left|\frac{1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \left(\left(0.6666666666666666 \cdot \left|x\right|\right) \cdot x\right) \cdot x\right) + \frac{1}{5} \cdot \left(\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left|x\right|\right)\right) + \frac{1}{21} \cdot \left(\left(t\_0 \cdot t\_0\right) \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.9%
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6499.9
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.9
Applied rewrites99.9%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
pow2N/A
metadata-evalN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
pow2N/A
metadata-evalN/A
metadata-evalN/A
pow2N/A
lift-*.f64N/A
metadata-evalN/A
pow2N/A
lift-*.f64N/A
lower-*.f6499.9
Applied rewrites99.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))) (t_1 (sqrt t_0)))
(if (<= x 1.85)
(/ (fabs (* (fabs x) 2.0)) (* t_1 t_1))
(fabs (* (/ 1.0 t_0) (* (pow (fabs x) 7.0) 0.047619047619047616))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
t_1 := \sqrt{t\_0}\\
\mathbf{if}\;x \leq 1.85:\\
\;\;\;\;\frac{\left|\left|x\right| \cdot 2\right|}{t\_1 \cdot t\_1}\\
\mathbf{else}:\\
\;\;\;\;\left|\frac{1}{t\_0} \cdot \left({\left(\left|x\right|\right)}^{7} \cdot 0.047619047619047616\right)\right|\\
\end{array}
\end{array}
if x < 1.8500000000000001Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites93.5%
Taylor expanded in x around 0
Applied rewrites64.6%
lift-sqrt.f64N/A
rem-square-sqrtN/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
sqrt-prodN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-sqrt.f6464.9
Applied rewrites64.9%
if 1.8500000000000001 < x Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.9%
Taylor expanded in x around inf
Applied rewrites39.1%
Final simplification64.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))) (t_1 (sqrt t_0)))
(if (<= x 1.85)
(/ (fabs (* (fabs x) 2.0)) (* t_1 t_1))
(/ (fabs (* (pow (fabs x) 7.0) 0.047619047619047616)) t_0))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
t_1 := \sqrt{t\_0}\\
\mathbf{if}\;x \leq 1.85:\\
\;\;\;\;\frac{\left|\left|x\right| \cdot 2\right|}{t\_1 \cdot t\_1}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left|{\left(\left|x\right|\right)}^{7} \cdot 0.047619047619047616\right|}{t\_0}\\
\end{array}
\end{array}
if x < 1.8500000000000001Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites93.5%
Taylor expanded in x around 0
Applied rewrites64.6%
lift-sqrt.f64N/A
rem-square-sqrtN/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
sqrt-prodN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-sqrt.f6464.9
Applied rewrites64.9%
if 1.8500000000000001 < x Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
unswap-sqrN/A
lower-*.f64N/A
Applied rewrites99.9%
Taylor expanded in x around inf
Applied rewrites39.1%
Applied rewrites39.1%
Final simplification64.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))) (t_1 (sqrt t_0)))
(if (<= x 1.76)
(/ (fabs (* (fabs x) 2.0)) (* t_1 t_1))
(fabs (/ (* (pow (fabs x) 5.0) 0.2) t_0)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
t_1 := \sqrt{t\_0}\\
\mathbf{if}\;x \leq 1.76:\\
\;\;\;\;\frac{\left|\left|x\right| \cdot 2\right|}{t\_1 \cdot t\_1}\\
\mathbf{else}:\\
\;\;\;\;\left|\frac{{\left(\left|x\right|\right)}^{5} \cdot 0.2}{t\_0}\right|\\
\end{array}
\end{array}
if x < 1.76000000000000001Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites93.5%
Taylor expanded in x around 0
Applied rewrites64.6%
lift-sqrt.f64N/A
rem-square-sqrtN/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
sqrt-prodN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-sqrt.f6464.9
Applied rewrites64.9%
if 1.76000000000000001 < x Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites93.5%
Taylor expanded in x around inf
Applied rewrites35.0%
Final simplification64.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))) (t_1 (sqrt t_0)))
(if (<= x 1.75)
(/ (fabs (* (fabs x) 2.0)) (* t_1 t_1))
(fabs (* (/ 1.0 t_0) (* (* 0.6666666666666666 x) (* x x)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
t_1 := \sqrt{t\_0}\\
\mathbf{if}\;x \leq 1.75:\\
\;\;\;\;\frac{\left|\left|x\right| \cdot 2\right|}{t\_1 \cdot t\_1}\\
\mathbf{else}:\\
\;\;\;\;\left|\frac{1}{t\_0} \cdot \left(\left(0.6666666666666666 \cdot x\right) \cdot \left(x \cdot x\right)\right)\right|\\
\end{array}
\end{array}
if x < 1.75Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites93.5%
Taylor expanded in x around 0
Applied rewrites64.6%
lift-sqrt.f64N/A
rem-square-sqrtN/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
sqrt-prodN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-sqrt.f6464.9
Applied rewrites64.9%
if 1.75 < x Initial program 99.9%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lower-*.f6499.9
lift-/.f64N/A
metadata-eval99.9
Applied rewrites99.9%
Taylor expanded in x around inf
Applied rewrites29.1%
Applied rewrites29.1%
Final simplification64.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (PI))))
(if (<= x 1.75)
(fabs (/ (* (fabs x) 2.0) t_0))
(fabs (* (/ 1.0 t_0) (* (* 0.6666666666666666 x) (* x x)))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathbf{if}\;x \leq 1.75:\\
\;\;\;\;\left|\frac{\left|x\right| \cdot 2}{t\_0}\right|\\
\mathbf{else}:\\
\;\;\;\;\left|\frac{1}{t\_0} \cdot \left(\left(0.6666666666666666 \cdot x\right) \cdot \left(x \cdot x\right)\right)\right|\\
\end{array}
\end{array}
if x < 1.75Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites93.5%
Taylor expanded in x around 0
Applied rewrites64.6%
if 1.75 < x Initial program 99.9%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f64N/A
lower-*.f6499.9
lift-/.f64N/A
metadata-eval99.9
Applied rewrites99.9%
Taylor expanded in x around inf
Applied rewrites29.1%
Applied rewrites29.1%
(FPCore (x) :precision binary64 (fabs (/ (* (fabs x) 2.0) (sqrt (PI)))))
\begin{array}{l}
\\
\left|\frac{\left|x\right| \cdot 2}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites93.5%
Taylor expanded in x around 0
Applied rewrites64.6%
herbie shell --seed 2025020
(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)))))))