
(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}
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(* (fma (* 0.6666666666666666 x_m) x_m 2.0) x_m)
(* (pow 5.0 -1.0) (fabs (* (* (* (* x_m x_m) x_m) x_m) x_m))))
(* (/ -1.0 21.0) (* (* (pow x_m 5.0) x_m) (fabs x_m)))))))\begin{array}{l}
x_m = \left|x\right|
\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\mathsf{fma}\left(0.6666666666666666 \cdot x\_m, x\_m, 2\right) \cdot x\_m + {5}^{-1} \cdot \left|\left(\left(\left(x\_m \cdot x\_m\right) \cdot x\_m\right) \cdot x\_m\right) \cdot x\_m\right|\right) - \frac{-1}{21} \cdot \left(\left({x\_m}^{5} \cdot x\_m\right) \cdot \left|x\_m\right|\right)\right)\right|
\end{array}
Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow2N/A
pow-prod-upN/A
metadata-evalN/A
lower-pow.f6499.9
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt77.0
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.9
Applied rewrites99.9%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
lower-*.f64N/A
associate-*r*N/A
distribute-rgt-outN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
pow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
+-commutativeN/A
lift-fma.f64N/A
*-commutativeN/A
unpow1N/A
metadata-evalN/A
Applied rewrites80.3%
Final simplification80.3%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (sqrt (pow (PI) -1.0))))
(if (<= x_m 2.6)
(fabs
(*
(fma
(* t_0 (fma (* x_m x_m) 0.2 0.6666666666666666))
(* x_m x_m)
(* t_0 2.0))
x_m))
(fabs (* 0.047619047619047616 (/ (pow x_m 7.0) (sqrt (PI))))))))\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\\
\mathbf{if}\;x\_m \leq 2.6:\\
\;\;\;\;\left|\mathsf{fma}\left(t\_0 \cdot \mathsf{fma}\left(x\_m \cdot x\_m, 0.2, 0.6666666666666666\right), x\_m \cdot x\_m, t\_0 \cdot 2\right) \cdot x\_m\right|\\
\mathbf{else}:\\
\;\;\;\;\left|0.047619047619047616 \cdot \frac{{x\_m}^{7}}{\sqrt{\mathsf{PI}\left(\right)}}\right|\\
\end{array}
\end{array}
if x < 2.60000000000000009Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites94.0%
if 2.60000000000000009 < x Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around inf
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f6432.6
Applied rewrites32.6%
Applied rewrites32.6%
Final simplification94.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (sqrt (pow (PI) -1.0))))
(if (<= x_m 2.6)
(fabs
(*
(fma
(* t_0 (fma (* x_m x_m) 0.2 0.6666666666666666))
(* x_m x_m)
(* t_0 2.0))
x_m))
(* (/ 0.047619047619047616 (sqrt (PI))) (pow x_m 7.0)))))\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\\
\mathbf{if}\;x\_m \leq 2.6:\\
\;\;\;\;\left|\mathsf{fma}\left(t\_0 \cdot \mathsf{fma}\left(x\_m \cdot x\_m, 0.2, 0.6666666666666666\right), x\_m \cdot x\_m, t\_0 \cdot 2\right) \cdot x\_m\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{0.047619047619047616}{\sqrt{\mathsf{PI}\left(\right)}} \cdot {x\_m}^{7}\\
\end{array}
\end{array}
if x < 2.60000000000000009Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites94.0%
if 2.60000000000000009 < x Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around inf
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f6432.6
Applied rewrites32.6%
Applied rewrites32.6%
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt3.9
Applied rewrites3.9%
Final simplification94.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (sqrt (pow (PI) -1.0))))
(fabs
(*
(fma
(* t_0 (fma (* x_m x_m) 0.2 0.6666666666666666))
(* x_m x_m)
(* t_0 2.0))
x_m))))\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\\
\left|\mathsf{fma}\left(t\_0 \cdot \mathsf{fma}\left(x\_m \cdot x\_m, 0.2, 0.6666666666666666\right), x\_m \cdot x\_m, t\_0 \cdot 2\right) \cdot x\_m\right|
\end{array}
\end{array}
Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites94.0%
Final simplification94.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (fabs (* (* (* (* x_m x_m) x_m) x_m) x_m))))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(+ (* 2.0 (fabs x_m)) (* (* x_m x_m) (* x_m 0.6666666666666666)))
(* (pow 5.0 -1.0) t_0))
(* (/ -1.0 21.0) (* (* t_0 (fabs x_m)) (fabs x_m))))))))\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|\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\left(2 \cdot \left|x\_m\right| + \left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot 0.6666666666666666\right)\right) + {5}^{-1} \cdot t\_0\right) - \frac{-1}{21} \cdot \left(\left(t\_0 \cdot \left|x\_m\right|\right) \cdot \left|x\_m\right|\right)\right)\right|
\end{array}
\end{array}
Initial program 99.9%
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-*.f6499.9
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt80.3
lift-/.f64N/A
metadata-eval80.3
Applied rewrites80.3%
Final simplification80.3%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 1.75)
(* (/ 2.0 (sqrt (PI))) x_m)
(fabs
(* (* (* (* x_m x_m) 0.6666666666666666) x_m) (sqrt (pow (PI) -1.0))))))\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.75:\\
\;\;\;\;\frac{2}{\sqrt{\mathsf{PI}\left(\right)}} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\left|\left(\left(\left(x\_m \cdot x\_m\right) \cdot 0.6666666666666666\right) \cdot x\_m\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|\\
\end{array}
\end{array}
if x < 1.75Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f6472.3
Applied rewrites72.3%
Applied rewrites72.3%
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt37.6
Applied rewrites37.6%
if 1.75 < x Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites90.9%
Taylor expanded in x around inf
Applied rewrites24.4%
Final simplification37.6%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (fabs (* (* (sqrt (pow (PI) -1.0)) (fma (* x_m x_m) 0.6666666666666666 2.0)) x_m)))
\begin{array}{l}
x_m = \left|x\right|
\\
\left|\left(\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \mathsf{fma}\left(x\_m \cdot x\_m, 0.6666666666666666, 2\right)\right) \cdot x\_m\right|
\end{array}
Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites90.9%
Final simplification90.9%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (* x_m x_m) (* x_m x_m))))
(fabs
(*
(/ -1.0 (sqrt (PI)))
(-
(+
(* (fma (* 0.6666666666666666 x_m) x_m 2.0) x_m)
(* 0.2 (* t_0 (fabs x_m))))
(* (/ -1.0 21.0) (* (fabs (* (* t_0 x_m) x_m)) (fabs x_m))))))))\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right)\\
\left|\frac{-1}{\sqrt{\mathsf{PI}\left(\right)}} \cdot \left(\left(\mathsf{fma}\left(0.6666666666666666 \cdot x\_m, x\_m, 2\right) \cdot x\_m + 0.2 \cdot \left(t\_0 \cdot \left|x\_m\right|\right)\right) - \frac{-1}{21} \cdot \left(\left|\left(t\_0 \cdot x\_m\right) \cdot x\_m\right| \cdot \left|x\_m\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
lower-*.f6499.9
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt77.0
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.9
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt77.0
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.9
Applied rewrites99.9%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
lower-*.f64N/A
associate-*r*N/A
distribute-rgt-outN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
pow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
+-commutativeN/A
lift-fma.f64N/A
*-commutativeN/A
unpow1N/A
metadata-evalN/A
Applied rewrites80.3%
lift-/.f64N/A
metadata-eval80.3
Applied rewrites80.3%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow3N/A
pow-plusN/A
metadata-evalN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
lift-*.f64N/A
sqrt-pow2N/A
metadata-evalN/A
pow2N/A
lift-*.f6480.3
Applied rewrites80.3%
Final simplification80.3%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (* (/ 2.0 (sqrt (PI))) x_m))
\begin{array}{l}
x_m = \left|x\right|
\\
\frac{2}{\sqrt{\mathsf{PI}\left(\right)}} \cdot x\_m
\end{array}
Initial program 99.9%
Applied rewrites99.4%
Taylor expanded in x around 0
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f6472.3
Applied rewrites72.3%
Applied rewrites72.3%
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt37.6
Applied rewrites37.6%
herbie shell --seed 2024363
(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)))))))