
(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 13 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 rewrites99.8%
Final simplification99.8%
(FPCore (x)
:precision binary64
(fabs
(*
(pow (sqrt (PI)) -1.0)
(+
(+
(fma (* (* x 0.6666666666666666) x) x (* x 2.0))
(* (pow 5.0 -1.0) (fabs (* (* (* (* x x) x) x) x))))
(* (pow 21.0 -1.0) (* (fabs (* (* (* (* x x) (* x x)) x) x)) (fabs x)))))))\begin{array}{l}
\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \left(\left(\mathsf{fma}\left(\left(x \cdot 0.6666666666666666\right) \cdot x, x, x \cdot 2\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(\left|\left(\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot x\right) \cdot x\right| \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
lower-*.f6499.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
Applied rewrites99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites76.3%
Final simplification76.3%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) (* x x))))
(fabs
(*
(pow (sqrt (PI)) -1.0)
(+
(+
(fma (* (* x 0.6666666666666666) x) x (* x 2.0))
(* (pow 5.0 -1.0) (* t_0 (fabs x))))
(* (pow 21.0 -1.0) (* (fabs (* (* t_0 x) x)) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \left(\left(\mathsf{fma}\left(\left(x \cdot 0.6666666666666666\right) \cdot x, x, x \cdot 2\right) + {5}^{-1} \cdot \left(t\_0 \cdot \left|x\right|\right)\right) + {21}^{-1} \cdot \left(\left|\left(t\_0 \cdot x\right) \cdot x\right| \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lower-*.f6499.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
Applied rewrites99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites76.3%
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-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
lift-*.f6476.3
Applied rewrites76.3%
Final simplification76.3%
(FPCore (x)
:precision binary64
(fabs
(*
(pow (sqrt (PI)) -1.0)
(+
(+
(* (fma (* x x) 0.6666666666666666 2.0) x)
(* (pow 5.0 -1.0) (* (* (* (* x x) x) (fabs x)) (fabs x))))
(* (pow 21.0 -1.0) (* (fabs (* (* (* (* x x) (* x x)) x) x)) (fabs x)))))))\begin{array}{l}
\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \left(\left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot x + {5}^{-1} \cdot \left(\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right) + {21}^{-1} \cdot \left(\left|\left(\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot x\right) \cdot x\right| \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
lower-*.f6499.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
Applied rewrites99.8%
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
distribute-rgt-outN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
pow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
Applied rewrites76.3%
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f6476.3
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
Applied rewrites71.2%
Final simplification71.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) (* x x))))
(fabs
(*
(pow (sqrt (PI)) -1.0)
(+
(+
(* (fma (* x x) 0.6666666666666666 2.0) x)
(* (pow 5.0 -1.0) (* t_0 (fabs x))))
(* (pow 21.0 -1.0) (* (fabs (* (* t_0 x) x)) (fabs x))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
\left|{\left(\sqrt{\mathsf{PI}\left(\right)}\right)}^{-1} \cdot \left(\left(\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot x + {5}^{-1} \cdot \left(t\_0 \cdot \left|x\right|\right)\right) + {21}^{-1} \cdot \left(\left|\left(t\_0 \cdot x\right) \cdot x\right| \cdot \left|x\right|\right)\right)\right|
\end{array}
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lower-*.f6499.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
Applied rewrites99.8%
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
distribute-rgt-outN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
pow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
Applied rewrites76.3%
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-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
lift-*.f6476.3
Applied rewrites76.3%
Final simplification76.3%
(FPCore (x)
:precision binary64
(fabs
(*
(pow (sqrt (PI)) -1.0)
(*
(fma
(fma
(* (fabs x) (fma (* x x) 0.047619047619047616 0.2))
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(\left|x\right| \cdot \mathsf{fma}\left(x \cdot x, 0.047619047619047616, 0.2\right), x, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lower-*.f6499.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
Applied rewrites99.8%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites76.3%
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-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
lift-*.f6476.3
Applied rewrites76.3%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites98.9%
Final simplification98.9%
(FPCore (x) :precision binary64 (fabs (* (sqrt (pow (PI) -1.0)) (* (fma (fma (* x x) 0.2 0.6666666666666666) (* x x) 2.0) x))))
\begin{array}{l}
\\
\left|\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(x \cdot x, 0.2, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x\right)\right|
\end{array}
Initial program 99.8%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lower-*.f6499.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt99.8
Applied rewrites99.8%
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
lift-*.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
distribute-rgt-outN/A
lift-fabs.f64N/A
rem-sqrt-square-revN/A
pow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
Applied rewrites76.3%
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f6476.3
lift-fabs.f64N/A
rem-sqrt-square-revN/A
sqrt-prodN/A
rem-square-sqrt71.2
Applied rewrites71.2%
Taylor expanded in x around 0
*-commutativeN/A
distribute-rgt-outN/A
associate-*l*N/A
lower-*.f64N/A
rem-square-sqrtN/A
lower-sqrt.f64N/A
rem-square-sqrtN/A
lower-/.f64N/A
lower-PI.f64N/A
lower-*.f64N/A
Applied rewrites93.1%
Final simplification93.1%
(FPCore (x) :precision binary64 (fabs (* (sqrt (pow (PI) -1.0)) (* (fma (* 0.6666666666666666 x) x 2.0) x))))
\begin{array}{l}
\\
\left|\sqrt{{\mathsf{PI}\left(\right)}^{-1}} \cdot \left(\mathsf{fma}\left(0.6666666666666666 \cdot x, x, 2\right) \cdot x\right)\right|
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Taylor expanded in x around 0
distribute-rgt-inN/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
unpow3N/A
*-commutativeN/A
associate-*r*N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-inN/A
+-commutativeN/A
Applied rewrites88.1%
Applied rewrites88.1%
Final simplification88.1%
(FPCore (x) :precision binary64 (fabs (* (+ x x) (sqrt (pow (PI) -1.0)))))
\begin{array}{l}
\\
\left|\left(x + x\right) \cdot \sqrt{{\mathsf{PI}\left(\right)}^{-1}}\right|
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Taylor expanded in x around 0
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
rem-square-sqrtN/A
lower-sqrt.f64N/A
rem-square-sqrtN/A
lower-/.f64N/A
lower-PI.f6465.7
Applied rewrites65.7%
Applied rewrites65.7%
Final simplification65.7%
(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}
\\
\frac{\left|\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\right|}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Applied rewrites99.4%
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 (* x x) 0.2 0.6666666666666666) (* x x) 2.0) x)) (sqrt (PI))))
\begin{array}{l}
\\
\frac{\left|\mathsf{fma}\left(\mathsf{fma}\left(x \cdot x, 0.2, 0.6666666666666666\right), x \cdot x, 2\right) \cdot x\right|}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Applied rewrites99.4%
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
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.7
Applied rewrites92.7%
(FPCore (x) :precision binary64 (/ (fabs (* (fma (* x x) 0.6666666666666666 2.0) x)) (sqrt (PI))))
\begin{array}{l}
\\
\frac{\left|\mathsf{fma}\left(x \cdot x, 0.6666666666666666, 2\right) \cdot x\right|}{\sqrt{\mathsf{PI}\left(\right)}}
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Applied rewrites99.4%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6487.7
Applied rewrites87.7%
(FPCore (x) :precision binary64 0.0)
double code(double x) {
return 0.0;
}
real(8) function code(x)
real(8), intent (in) :: x
code = 0.0d0
end function
public static double code(double x) {
return 0.0;
}
def code(x): return 0.0
function code(x) return 0.0 end
function tmp = code(x) tmp = 0.0; end
code[x_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 99.8%
Applied rewrites99.8%
Taylor expanded in x around 0
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
rem-square-sqrtN/A
lower-sqrt.f64N/A
rem-square-sqrtN/A
lower-/.f64N/A
lower-PI.f6465.7
Applied rewrites65.7%
Applied rewrites65.7%
Applied rewrites4.0%
Final simplification4.0%
herbie shell --seed 2024333
(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)))))))