
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x)))
(t_1 (* (* t_0 t_0) t_0))
(t_2 (* (* t_1 t_0) t_0)))
(*
(* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x))))
(+
(+ (+ t_0 (* (/ 1.0 2.0) t_1)) (* (/ 3.0 4.0) t_2))
(* (/ 15.0 8.0) (* (* t_2 t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
double t_1 = (t_0 * t_0) * t_0;
double t_2 = (t_1 * t_0) * t_0;
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)));
}
public static double code(double x) {
double t_0 = 1.0 / Math.abs(x);
double t_1 = (t_0 * t_0) * t_0;
double t_2 = (t_1 * t_0) * t_0;
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((Math.abs(x) * Math.abs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) t_1 = (t_0 * t_0) * t_0 t_2 = (t_1 * t_0) * t_0 return ((1.0 / math.sqrt(math.pi)) * math.exp((math.fabs(x) * math.fabs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) t_1 = Float64(Float64(t_0 * t_0) * t_0) t_2 = Float64(Float64(t_1 * t_0) * t_0) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * Float64(Float64(Float64(t_0 + Float64(Float64(1.0 / 2.0) * t_1)) + Float64(Float64(3.0 / 4.0) * t_2)) + Float64(Float64(15.0 / 8.0) * Float64(Float64(t_2 * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); t_1 = (t_0 * t_0) * t_0; t_2 = (t_1 * t_0) * t_0; tmp = ((1.0 / sqrt(pi)) * exp((abs(x) * abs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(t$95$0 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(t$95$1 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Exp[N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(t$95$0 + N[(N[(1.0 / 2.0), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(N[(15.0 / 8.0), $MachinePrecision] * N[(N[(t$95$2 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
t_1 := \left(t\_0 \cdot t\_0\right) \cdot t\_0\\
t_2 := \left(t\_1 \cdot t\_0\right) \cdot t\_0\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\left(\left(t\_0 + \frac{1}{2} \cdot t\_1\right) + \frac{3}{4} \cdot t\_2\right) + \frac{15}{8} \cdot \left(\left(t\_2 \cdot t\_0\right) \cdot t\_0\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 (/ 1.0 (fabs x)))
(t_1 (* (* t_0 t_0) t_0))
(t_2 (* (* t_1 t_0) t_0)))
(*
(* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x))))
(+
(+ (+ t_0 (* (/ 1.0 2.0) t_1)) (* (/ 3.0 4.0) t_2))
(* (/ 15.0 8.0) (* (* t_2 t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
double t_1 = (t_0 * t_0) * t_0;
double t_2 = (t_1 * t_0) * t_0;
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)));
}
public static double code(double x) {
double t_0 = 1.0 / Math.abs(x);
double t_1 = (t_0 * t_0) * t_0;
double t_2 = (t_1 * t_0) * t_0;
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((Math.abs(x) * Math.abs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) t_1 = (t_0 * t_0) * t_0 t_2 = (t_1 * t_0) * t_0 return ((1.0 / math.sqrt(math.pi)) * math.exp((math.fabs(x) * math.fabs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) t_1 = Float64(Float64(t_0 * t_0) * t_0) t_2 = Float64(Float64(t_1 * t_0) * t_0) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * Float64(Float64(Float64(t_0 + Float64(Float64(1.0 / 2.0) * t_1)) + Float64(Float64(3.0 / 4.0) * t_2)) + Float64(Float64(15.0 / 8.0) * Float64(Float64(t_2 * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); t_1 = (t_0 * t_0) * t_0; t_2 = (t_1 * t_0) * t_0; tmp = ((1.0 / sqrt(pi)) * exp((abs(x) * abs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(t$95$0 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(t$95$1 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Exp[N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(t$95$0 + N[(N[(1.0 / 2.0), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(N[(15.0 / 8.0), $MachinePrecision] * N[(N[(t$95$2 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
t_1 := \left(t\_0 \cdot t\_0\right) \cdot t\_0\\
t_2 := \left(t\_1 \cdot t\_0\right) \cdot t\_0\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\left(\left(t\_0 + \frac{1}{2} \cdot t\_1\right) + \frac{3}{4} \cdot t\_2\right) + \frac{15}{8} \cdot \left(\left(t\_2 \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (* (* x x) (* x x)))))
(*
(* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x))))
(+
(/ (+ 1.0 (/ 0.5 (* x x))) (fabs x))
(+ (/ 0.75 t_0) (/ 1.875 (* (* x x) t_0)))))))
double code(double x) {
double t_0 = fabs(x) * ((x * x) * (x * x));
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * (((1.0 + (0.5 / (x * x))) / fabs(x)) + ((0.75 / t_0) + (1.875 / ((x * x) * t_0))));
}
public static double code(double x) {
double t_0 = Math.abs(x) * ((x * x) * (x * x));
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((Math.abs(x) * Math.abs(x)))) * (((1.0 + (0.5 / (x * x))) / Math.abs(x)) + ((0.75 / t_0) + (1.875 / ((x * x) * t_0))));
}
def code(x): t_0 = math.fabs(x) * ((x * x) * (x * x)) return ((1.0 / math.sqrt(math.pi)) * math.exp((math.fabs(x) * math.fabs(x)))) * (((1.0 + (0.5 / (x * x))) / math.fabs(x)) + ((0.75 / t_0) + (1.875 / ((x * x) * t_0))))
function code(x) t_0 = Float64(abs(x) * Float64(Float64(x * x) * Float64(x * x))) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * Float64(Float64(Float64(1.0 + Float64(0.5 / Float64(x * x))) / abs(x)) + Float64(Float64(0.75 / t_0) + Float64(1.875 / Float64(Float64(x * x) * t_0))))) end
function tmp = code(x) t_0 = abs(x) * ((x * x) * (x * x)); tmp = ((1.0 / sqrt(pi)) * exp((abs(x) * abs(x)))) * (((1.0 + (0.5 / (x * x))) / abs(x)) + ((0.75 / t_0) + (1.875 / ((x * x) * t_0)))); end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Exp[N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(1.0 + N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision] + N[(N[(0.75 / t$95$0), $MachinePrecision] + N[(1.875 / N[(N[(x * x), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|x\right| \cdot \left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right)\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\frac{1 + \frac{0.5}{x \cdot x}}{\left|x\right|} + \left(\frac{0.75}{t\_0} + \frac{1.875}{\left(x \cdot x\right) \cdot t\_0}\right)\right)
\end{array}
\end{array}
Initial program 100.0%
Applied egg-rr100.0%
Final simplification100.0%
(FPCore (x) :precision binary64 (/ (exp (* x x)) (* (sqrt PI) (fabs x))))
double code(double x) {
return exp((x * x)) / (sqrt(((double) M_PI)) * fabs(x));
}
public static double code(double x) {
return Math.exp((x * x)) / (Math.sqrt(Math.PI) * Math.abs(x));
}
def code(x): return math.exp((x * x)) / (math.sqrt(math.pi) * math.fabs(x))
function code(x) return Float64(exp(Float64(x * x)) / Float64(sqrt(pi) * abs(x))) end
function tmp = code(x) tmp = exp((x * x)) / (sqrt(pi) * abs(x)); end
code[x_] := N[(N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision] / N[(N[Sqrt[Pi], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{e^{x \cdot x}}{\sqrt{\pi} \cdot \left|x\right|}
\end{array}
Initial program 100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-absN/A
unpow2N/A
lower-exp.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6499.7
Simplified99.7%
lift-PI.f64N/A
/-rgt-identityN/A
sqrt-divN/A
metadata-evalN/A
/-rgt-identityN/A
lift-sqrt.f64N/A
lift-*.f64N/A
lift-exp.f64N/A
lift-fabs.f64N/A
frac-timesN/A
*-lft-identityN/A
lower-/.f64N/A
lower-*.f6499.7
Applied egg-rr99.7%
(FPCore (x)
:precision binary64
(*
(/ 1.0 x)
(*
(*
(fma (* x x) (fma (* x x) (fma (* x x) 0.16666666666666666 0.5) 1.0) 1.0)
(+ (fabs x) (/ (fma (fabs x) 0.5 (/ 0.75 (fabs x))) (* x x))))
(/ 1.0 (* (sqrt PI) x)))))
double code(double x) {
return (1.0 / x) * ((fma((x * x), fma((x * x), fma((x * x), 0.16666666666666666, 0.5), 1.0), 1.0) * (fabs(x) + (fma(fabs(x), 0.5, (0.75 / fabs(x))) / (x * x)))) * (1.0 / (sqrt(((double) M_PI)) * x)));
}
function code(x) return Float64(Float64(1.0 / x) * Float64(Float64(fma(Float64(x * x), fma(Float64(x * x), fma(Float64(x * x), 0.16666666666666666, 0.5), 1.0), 1.0) * Float64(abs(x) + Float64(fma(abs(x), 0.5, Float64(0.75 / abs(x))) / Float64(x * x)))) * Float64(1.0 / Float64(sqrt(pi) * x)))) end
code[x_] := N[(N[(1.0 / x), $MachinePrecision] * N[(N[(N[(N[(x * x), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * 0.16666666666666666 + 0.5), $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision] * N[(N[Abs[x], $MachinePrecision] + N[(N[(N[Abs[x], $MachinePrecision] * 0.5 + N[(0.75 / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(1.0 / N[(N[Sqrt[Pi], $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{x} \cdot \left(\left(\mathsf{fma}\left(x \cdot x, \mathsf{fma}\left(x \cdot x, \mathsf{fma}\left(x \cdot x, 0.16666666666666666, 0.5\right), 1\right), 1\right) \cdot \left(\left|x\right| + \frac{\mathsf{fma}\left(\left|x\right|, 0.5, \frac{0.75}{\left|x\right|}\right)}{x \cdot x}\right)\right) \cdot \frac{1}{\sqrt{\pi} \cdot x}\right)
\end{array}
Initial program 100.0%
Applied egg-rr45.7%
Taylor expanded in x around inf
Simplified45.5%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f6434.9
Simplified34.9%
Applied egg-rr89.2%
Final simplification89.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (sqrt (/ 1.0 PI))) (t_1 (* x (fma x (* x 0.5) 1.0))))
(if (<= (fabs x) 5e+61)
(* t_0 (/ (fma (* x x) (* t_1 t_1) -1.0) (* (fabs x) (fma x t_1 -1.0))))
(* (* (* x x) (* x x)) (* t_0 (* (fabs x) 0.16666666666666666))))))
double code(double x) {
double t_0 = sqrt((1.0 / ((double) M_PI)));
double t_1 = x * fma(x, (x * 0.5), 1.0);
double tmp;
if (fabs(x) <= 5e+61) {
tmp = t_0 * (fma((x * x), (t_1 * t_1), -1.0) / (fabs(x) * fma(x, t_1, -1.0)));
} else {
tmp = ((x * x) * (x * x)) * (t_0 * (fabs(x) * 0.16666666666666666));
}
return tmp;
}
function code(x) t_0 = sqrt(Float64(1.0 / pi)) t_1 = Float64(x * fma(x, Float64(x * 0.5), 1.0)) tmp = 0.0 if (abs(x) <= 5e+61) tmp = Float64(t_0 * Float64(fma(Float64(x * x), Float64(t_1 * t_1), -1.0) / Float64(abs(x) * fma(x, t_1, -1.0)))); else tmp = Float64(Float64(Float64(x * x) * Float64(x * x)) * Float64(t_0 * Float64(abs(x) * 0.16666666666666666))); end return tmp end
code[x_] := Block[{t$95$0 = N[Sqrt[N[(1.0 / Pi), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(x * N[(x * N[(x * 0.5), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 5e+61], N[(t$95$0 * N[(N[(N[(x * x), $MachinePrecision] * N[(t$95$1 * t$95$1), $MachinePrecision] + -1.0), $MachinePrecision] / N[(N[Abs[x], $MachinePrecision] * N[(x * t$95$1 + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(t$95$0 * N[(N[Abs[x], $MachinePrecision] * 0.16666666666666666), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\frac{1}{\pi}}\\
t_1 := x \cdot \mathsf{fma}\left(x, x \cdot 0.5, 1\right)\\
\mathbf{if}\;\left|x\right| \leq 5 \cdot 10^{+61}:\\
\;\;\;\;t\_0 \cdot \frac{\mathsf{fma}\left(x \cdot x, t\_1 \cdot t\_1, -1\right)}{\left|x\right| \cdot \mathsf{fma}\left(x, t\_1, -1\right)}\\
\mathbf{else}:\\
\;\;\;\;\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left(t\_0 \cdot \left(\left|x\right| \cdot 0.16666666666666666\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 5.00000000000000018e61Initial program 99.8%
Applied egg-rr99.8%
Taylor expanded in x around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-absN/A
unpow2N/A
lower-exp.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6498.4
Simplified98.4%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f644.2
Simplified4.2%
lift-*.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
flip-+N/A
lift-fabs.f64N/A
associate-/l/N/A
lower-/.f64N/A
Applied egg-rr41.9%
if 5.00000000000000018e61 < (fabs.f64 x) Initial program 100.0%
Applied egg-rr34.7%
Taylor expanded in x around inf
Simplified34.7%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f6434.7
Simplified34.7%
Taylor expanded in x around inf
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
pow-sqrN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-*.f64N/A
lower-fabs.f64100.0
Simplified100.0%
(FPCore (x) :precision binary64 (/ (fma x (* x (fma x (* x (fma x (* x 0.16666666666666666) 0.5)) 1.0)) 1.0) (* (sqrt PI) (fabs x))))
double code(double x) {
return fma(x, (x * fma(x, (x * fma(x, (x * 0.16666666666666666), 0.5)), 1.0)), 1.0) / (sqrt(((double) M_PI)) * fabs(x));
}
function code(x) return Float64(fma(x, Float64(x * fma(x, Float64(x * fma(x, Float64(x * 0.16666666666666666), 0.5)), 1.0)), 1.0) / Float64(sqrt(pi) * abs(x))) end
code[x_] := N[(N[(x * N[(x * N[(x * N[(x * N[(x * N[(x * 0.16666666666666666), $MachinePrecision] + 0.5), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / N[(N[Sqrt[Pi], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(x, x \cdot \mathsf{fma}\left(x, x \cdot \mathsf{fma}\left(x, x \cdot 0.16666666666666666, 0.5\right), 1\right), 1\right)}{\sqrt{\pi} \cdot \left|x\right|}
\end{array}
Initial program 100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-absN/A
unpow2N/A
lower-exp.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6499.7
Simplified99.7%
lift-PI.f64N/A
/-rgt-identityN/A
sqrt-divN/A
metadata-evalN/A
/-rgt-identityN/A
lift-sqrt.f64N/A
lift-*.f64N/A
lift-exp.f64N/A
lift-fabs.f64N/A
frac-timesN/A
*-lft-identityN/A
lower-/.f64N/A
lower-*.f6499.7
Applied egg-rr99.7%
Taylor expanded in x around 0
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
Simplified87.0%
(FPCore (x) :precision binary64 (* (* (* x x) (* x x)) (* (sqrt (/ 1.0 PI)) (* (fabs x) 0.16666666666666666))))
double code(double x) {
return ((x * x) * (x * x)) * (sqrt((1.0 / ((double) M_PI))) * (fabs(x) * 0.16666666666666666));
}
public static double code(double x) {
return ((x * x) * (x * x)) * (Math.sqrt((1.0 / Math.PI)) * (Math.abs(x) * 0.16666666666666666));
}
def code(x): return ((x * x) * (x * x)) * (math.sqrt((1.0 / math.pi)) * (math.fabs(x) * 0.16666666666666666))
function code(x) return Float64(Float64(Float64(x * x) * Float64(x * x)) * Float64(sqrt(Float64(1.0 / pi)) * Float64(abs(x) * 0.16666666666666666))) end
function tmp = code(x) tmp = ((x * x) * (x * x)) * (sqrt((1.0 / pi)) * (abs(x) * 0.16666666666666666)); end
code[x_] := N[(N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(N[Sqrt[N[(1.0 / Pi), $MachinePrecision]], $MachinePrecision] * N[(N[Abs[x], $MachinePrecision] * 0.16666666666666666), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left(\sqrt{\frac{1}{\pi}} \cdot \left(\left|x\right| \cdot 0.16666666666666666\right)\right)
\end{array}
Initial program 100.0%
Applied egg-rr45.7%
Taylor expanded in x around inf
Simplified45.5%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f6434.9
Simplified34.9%
Taylor expanded in x around inf
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
pow-sqrN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-*.f64N/A
lower-fabs.f6484.2
Simplified84.2%
(FPCore (x) :precision binary64 (/ (fma x (fma x (* x (* x 0.5)) x) 1.0) (* (sqrt PI) (fabs x))))
double code(double x) {
return fma(x, fma(x, (x * (x * 0.5)), x), 1.0) / (sqrt(((double) M_PI)) * fabs(x));
}
function code(x) return Float64(fma(x, fma(x, Float64(x * Float64(x * 0.5)), x), 1.0) / Float64(sqrt(pi) * abs(x))) end
code[x_] := N[(N[(x * N[(x * N[(x * N[(x * 0.5), $MachinePrecision]), $MachinePrecision] + x), $MachinePrecision] + 1.0), $MachinePrecision] / N[(N[Sqrt[Pi], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, x \cdot \left(x \cdot 0.5\right), x\right), 1\right)}{\sqrt{\pi} \cdot \left|x\right|}
\end{array}
Initial program 100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-absN/A
unpow2N/A
lower-exp.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6499.7
Simplified99.7%
lift-PI.f64N/A
/-rgt-identityN/A
sqrt-divN/A
metadata-evalN/A
/-rgt-identityN/A
lift-sqrt.f64N/A
lift-*.f64N/A
lift-exp.f64N/A
lift-fabs.f64N/A
frac-timesN/A
*-lft-identityN/A
lower-/.f64N/A
lower-*.f6499.7
Applied egg-rr99.7%
Taylor expanded in x around 0
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6479.1
Simplified79.1%
(FPCore (x) :precision binary64 (/ (fma x x 1.0) (* (sqrt PI) (fabs x))))
double code(double x) {
return fma(x, x, 1.0) / (sqrt(((double) M_PI)) * fabs(x));
}
function code(x) return Float64(fma(x, x, 1.0) / Float64(sqrt(pi) * abs(x))) end
code[x_] := N[(N[(x * x + 1.0), $MachinePrecision] / N[(N[Sqrt[Pi], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(x, x, 1\right)}{\sqrt{\pi} \cdot \left|x\right|}
\end{array}
Initial program 100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-absN/A
unpow2N/A
lower-exp.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6499.7
Simplified99.7%
lift-PI.f64N/A
/-rgt-identityN/A
sqrt-divN/A
metadata-evalN/A
/-rgt-identityN/A
lift-sqrt.f64N/A
lift-*.f64N/A
lift-exp.f64N/A
lift-fabs.f64N/A
frac-timesN/A
*-lft-identityN/A
lower-/.f64N/A
lower-*.f6499.7
Applied egg-rr99.7%
Taylor expanded in x around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6456.1
Simplified56.1%
(FPCore (x) :precision binary64 (/ 1.0 (* (sqrt PI) (fabs x))))
double code(double x) {
return 1.0 / (sqrt(((double) M_PI)) * fabs(x));
}
public static double code(double x) {
return 1.0 / (Math.sqrt(Math.PI) * Math.abs(x));
}
def code(x): return 1.0 / (math.sqrt(math.pi) * math.fabs(x))
function code(x) return Float64(1.0 / Float64(sqrt(pi) * abs(x))) end
function tmp = code(x) tmp = 1.0 / (sqrt(pi) * abs(x)); end
code[x_] := N[(1.0 / N[(N[Sqrt[Pi], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{\sqrt{\pi} \cdot \left|x\right|}
\end{array}
Initial program 100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-/.f64N/A
unpow2N/A
sqr-absN/A
unpow2N/A
lower-exp.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fabs.f6499.7
Simplified99.7%
lift-PI.f64N/A
/-rgt-identityN/A
sqrt-divN/A
metadata-evalN/A
/-rgt-identityN/A
lift-sqrt.f64N/A
lift-*.f64N/A
lift-exp.f64N/A
lift-fabs.f64N/A
frac-timesN/A
*-lft-identityN/A
lower-/.f64N/A
lower-*.f6499.7
Applied egg-rr99.7%
Taylor expanded in x around 0
Simplified2.2%
herbie shell --seed 2024207
(FPCore (x)
:name "Jmat.Real.erfi, branch x greater than or equal to 5"
:precision binary64
:pre (>= x 0.5)
(* (* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x)))) (+ (+ (+ (/ 1.0 (fabs x)) (* (/ 1.0 2.0) (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))))) (* (/ 3.0 4.0) (* (* (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))))) (* (/ 15.0 8.0) (* (* (* (* (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x)))))))