
(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 12 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
(*
(pow (sqrt (PI)) -1.0)
(fma
(pow x 5.0)
0.2
(fma
x
(fma 0.6666666666666666 (* x x) 2.0)
(* (pow x 7.0) 0.047619047619047616))))))\begin{array}{l}
\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \mathsf{fma}\left({x}^{5}, 0.2, \mathsf{fma}\left(x, \mathsf{fma}\left(0.6666666666666666, x \cdot x, 2\right), {x}^{7} \cdot 0.047619047619047616\right)\right)\right|
\end{array}
Initial program 99.8%
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x)
:precision binary64
(fabs
(*
(pow (sqrt (PI)) -1.0)
(+
(+
(+ (* 2.0 (fabs x)) (* (/ 2.0 3.0) (* (* x x) (fabs x))))
(* (pow 5.0 -1.0) (fabs (* (* (* (* x x) x) x) x))))
(* (pow 21.0 -1.0) (* (pow x 6.0) (fabs x)))))))\begin{array}{l}
\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \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) + {5}^{-1} \cdot \left|\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\right|\right) + {21}^{-1} \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 (sqrt (pow (PI) -1.0))))
(fabs
(*
(fma
(pow x 4.0)
(* t_0 (fma 0.047619047619047616 (* x x) 0.2))
(* t_0 (fma (* x x) 0.6666666666666666 2.0)))
x))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\\
\left|\mathsf{fma}\left({x}^{4}, t\_0 \cdot \mathsf{fma}\left(0.047619047619047616, x \cdot x, 0.2\right), t\_0 \cdot \mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right)\right) \cdot x\right|
\end{array}
\end{array}
Initial program 99.8%
Applied rewrites99.9%
Taylor expanded in x around 0
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(fabs
(*
(pow (sqrt (PI)) -1.0)
(+
(* (fma (fma (* 0.2 x) x 0.6666666666666666) (* x x) 2.0) x)
(*
(pow 21.0 -1.0)
(* (* (fabs (* (* (* (* x x) x) x) x)) (fabs x)) (fabs x)))))))\begin{array}{l}
\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(0.2 \cdot x, x, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x + {21}^{-1} \cdot \left(\left(\left|\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right)\right|
\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-sqrt74.1
lift-/.f64N/A
metadata-eval74.1
Applied rewrites74.1%
Applied rewrites70.7%
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-outN/A
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-pow.f64N/A
metadata-evalN/A
pow-powN/A
pow2N/A
lift-*.f64N/A
pow2N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
distribute-lft-inN/A
Applied rewrites70.7%
Final simplification70.7%
(FPCore (x)
:precision binary64
(fabs
(*
(pow (sqrt (PI)) -1.0)
(*
(fma
(fma (fma 0.047619047619047616 (* x x) 0.2) (* x x) 0.6666666666666666)
(* x x)
2.0)
x))))\begin{array}{l}
\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.047619047619047616, x \cdot x, 0.2\right), x \cdot x, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x\right)\right|
\end{array}
Initial program 99.8%
Applied rewrites99.9%
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
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x) :precision binary64 (fabs (* (pow (sqrt (PI)) -1.0) (* (fma (fma 0.2 (* x x) 0.6666666666666666) (* x x) 2.0) x))))
\begin{array}{l}
\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(0.2, x \cdot x, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x\right)\right|
\end{array}
Initial program 99.8%
Applied rewrites99.9%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.4
Applied rewrites93.4%
Final simplification93.4%
(FPCore (x) :precision binary64 (fabs (* (* (fma (* x x) 0.6666666666666666 2.0) (sqrt (pow (PI) -1.0))) x)))
\begin{array}{l}
\\
\left|\left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right) \cdot x\right|
\end{array}
Initial program 99.8%
Applied rewrites99.9%
Taylor expanded in x around 0
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites89.3%
Final simplification89.3%
(FPCore (x) :precision binary64 (fabs (* (pow (sqrt (PI)) -1.0) (* 2.0 x))))
\begin{array}{l}
\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \left(2 \cdot x\right)\right|
\end{array}
Initial program 99.8%
Applied rewrites99.9%
Taylor expanded in x around 0
lower-*.f6465.6
Applied rewrites65.6%
Final simplification65.6%
(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), 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 rewrites99.9%
Taylor expanded in x around 0
lower-*.f6465.6
Applied rewrites65.6%
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f6465.1
Applied rewrites65.1%
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%
(FPCore (x) :precision binary64 (fabs (/ (* (fma (fma 0.2 (* x x) 0.6666666666666666) (* x x) 2.0) x) (sqrt (PI)))))
\begin{array}{l}
\\
\left|\frac{\mathsf{fma}\left(\mathsf{fma}\left(0.2, 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 rewrites99.9%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.4
Applied rewrites93.4%
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f6492.9
Applied rewrites92.9%
(FPCore (x) :precision binary64 (fabs (/ (* (fma (* x x) 0.6666666666666666 2.0) x) (sqrt (PI)))))
\begin{array}{l}
\\
\left|\frac{\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot x}{\sqrt{\mathsf{PI}\left(\right)}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.9%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
lft-mult-inverseN/A
associate-*l*N/A
distribute-rgt-inN/A
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
remove-double-negN/A
*-commutativeN/A
associate-*l*N/A
lft-mult-inverseN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6489.3
Applied rewrites89.3%
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f6488.9
Applied rewrites88.9%
(FPCore (x) :precision binary64 (/ (* 2.0 x) (sqrt (PI))))
\begin{array}{l}
\\
\frac{2 \cdot x}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.9%
Taylor expanded in x around 0
lower-*.f6465.6
Applied rewrites65.6%
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f6465.1
Applied rewrites65.1%
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt33.7
Applied rewrites33.7%
herbie shell --seed 2024360
(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)))))))