
(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}
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 (pow (fabs x) -1.0)))
(*
(pow (exp x) x)
(*
(pow PI -0.5)
(fma
1.875
(/ (pow (fabs x) -6.0) (fabs x))
(fma 0.75 (pow t_0 5.0) (fma 0.5 (pow (fabs x) -3.0) t_0)))))))
double code(double x) {
double t_0 = pow(fabs(x), -1.0);
return pow(exp(x), x) * (pow(((double) M_PI), -0.5) * fma(1.875, (pow(fabs(x), -6.0) / fabs(x)), fma(0.75, pow(t_0, 5.0), fma(0.5, pow(fabs(x), -3.0), t_0))));
}
function code(x) t_0 = abs(x) ^ -1.0 return Float64((exp(x) ^ x) * Float64((pi ^ -0.5) * fma(1.875, Float64((abs(x) ^ -6.0) / abs(x)), fma(0.75, (t_0 ^ 5.0), fma(0.5, (abs(x) ^ -3.0), t_0))))) end
code[x_] := Block[{t$95$0 = N[Power[N[Abs[x], $MachinePrecision], -1.0], $MachinePrecision]}, N[(N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision] * N[(N[Power[Pi, -0.5], $MachinePrecision] * N[(1.875 * N[(N[Power[N[Abs[x], $MachinePrecision], -6.0], $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision] + N[(0.75 * N[Power[t$95$0, 5.0], $MachinePrecision] + N[(0.5 * N[Power[N[Abs[x], $MachinePrecision], -3.0], $MachinePrecision] + t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\left|x\right|\right)}^{-1}\\
{\left(e^{x}\right)}^{x} \cdot \left({\pi}^{-0.5} \cdot \mathsf{fma}\left(1.875, \frac{{\left(\left|x\right|\right)}^{-6}}{\left|x\right|}, \mathsf{fma}\left(0.75, {t\_0}^{5}, \mathsf{fma}\left(0.5, {\left(\left|x\right|\right)}^{-3}, t\_0\right)\right)\right)\right)
\end{array}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (pow x 2.5)))
(t_1 (/ 1.0 (fabs x)))
(t_2 (* (* t_1 t_1) t_1)))
(*
(/ (pow (exp x) x) (sqrt PI))
(+
(+ (+ t_1 (* (/ 1.0 2.0) t_2)) (* (/ 3.0 4.0) (* t_0 t_0)))
(* (/ 15.0 8.0) (* (* (* (* t_2 t_1) t_1) t_1) t_1))))))
double code(double x) {
double t_0 = 1.0 / pow(x, 2.5);
double t_1 = 1.0 / fabs(x);
double t_2 = (t_1 * t_1) * t_1;
return (pow(exp(x), x) / sqrt(((double) M_PI))) * (((t_1 + ((1.0 / 2.0) * t_2)) + ((3.0 / 4.0) * (t_0 * t_0))) + ((15.0 / 8.0) * ((((t_2 * t_1) * t_1) * t_1) * t_1)));
}
public static double code(double x) {
double t_0 = 1.0 / Math.pow(x, 2.5);
double t_1 = 1.0 / Math.abs(x);
double t_2 = (t_1 * t_1) * t_1;
return (Math.pow(Math.exp(x), x) / Math.sqrt(Math.PI)) * (((t_1 + ((1.0 / 2.0) * t_2)) + ((3.0 / 4.0) * (t_0 * t_0))) + ((15.0 / 8.0) * ((((t_2 * t_1) * t_1) * t_1) * t_1)));
}
def code(x): t_0 = 1.0 / math.pow(x, 2.5) t_1 = 1.0 / math.fabs(x) t_2 = (t_1 * t_1) * t_1 return (math.pow(math.exp(x), x) / math.sqrt(math.pi)) * (((t_1 + ((1.0 / 2.0) * t_2)) + ((3.0 / 4.0) * (t_0 * t_0))) + ((15.0 / 8.0) * ((((t_2 * t_1) * t_1) * t_1) * t_1)))
function code(x) t_0 = Float64(1.0 / (x ^ 2.5)) t_1 = Float64(1.0 / abs(x)) t_2 = Float64(Float64(t_1 * t_1) * t_1) return Float64(Float64((exp(x) ^ x) / sqrt(pi)) * Float64(Float64(Float64(t_1 + Float64(Float64(1.0 / 2.0) * t_2)) + Float64(Float64(3.0 / 4.0) * Float64(t_0 * t_0))) + Float64(Float64(15.0 / 8.0) * Float64(Float64(Float64(Float64(t_2 * t_1) * t_1) * t_1) * t_1)))) end
function tmp = code(x) t_0 = 1.0 / (x ^ 2.5); t_1 = 1.0 / abs(x); t_2 = (t_1 * t_1) * t_1; tmp = ((exp(x) ^ x) / sqrt(pi)) * (((t_1 + ((1.0 / 2.0) * t_2)) + ((3.0 / 4.0) * (t_0 * t_0))) + ((15.0 / 8.0) * ((((t_2 * t_1) * t_1) * t_1) * t_1))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Power[x, 2.5], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(t$95$1 * t$95$1), $MachinePrecision] * t$95$1), $MachinePrecision]}, N[(N[(N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(t$95$1 + N[(N[(1.0 / 2.0), $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(15.0 / 8.0), $MachinePrecision] * N[(N[(N[(N[(t$95$2 * t$95$1), $MachinePrecision] * t$95$1), $MachinePrecision] * t$95$1), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{{x}^{2.5}}\\
t_1 := \frac{1}{\left|x\right|}\\
t_2 := \left(t\_1 \cdot t\_1\right) \cdot t\_1\\
\frac{{\left(e^{x}\right)}^{x}}{\sqrt{\pi}} \cdot \left(\left(\left(t\_1 + \frac{1}{2} \cdot t\_2\right) + \frac{3}{4} \cdot \left(t\_0 \cdot t\_0\right)\right) + \frac{15}{8} \cdot \left(\left(\left(\left(t\_2 \cdot t\_1\right) \cdot t\_1\right) \cdot t\_1\right) \cdot t\_1\right)\right)
\end{array}
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
pow2N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
pow2N/A
sqr-absN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*l*N/A
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(/ (* 1.0 (pow (exp x) x)) (sqrt PI))
(+
(+
(+ t_0 (/ (/ 0.5 (* x x)) (fabs x)))
(* (/ 3.0 4.0) (* (/ -1.0 (* (* x x) (- (* x x)))) t_0)))
(/ 1.875 (pow (fabs x) 7.0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return ((1.0 * pow(exp(x), x)) / sqrt(((double) M_PI))) * (((t_0 + ((0.5 / (x * x)) / fabs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (1.875 / pow(fabs(x), 7.0)));
}
public static double code(double x) {
double t_0 = 1.0 / Math.abs(x);
return ((1.0 * Math.pow(Math.exp(x), x)) / Math.sqrt(Math.PI)) * (((t_0 + ((0.5 / (x * x)) / Math.abs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (1.875 / Math.pow(Math.abs(x), 7.0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) return ((1.0 * math.pow(math.exp(x), x)) / math.sqrt(math.pi)) * (((t_0 + ((0.5 / (x * x)) / math.fabs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (1.875 / math.pow(math.fabs(x), 7.0)))
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(Float64(Float64(1.0 * (exp(x) ^ x)) / sqrt(pi)) * Float64(Float64(Float64(t_0 + Float64(Float64(0.5 / Float64(x * x)) / abs(x))) + Float64(Float64(3.0 / 4.0) * Float64(Float64(-1.0 / Float64(Float64(x * x) * Float64(-Float64(x * x)))) * t_0))) + Float64(1.875 / (abs(x) ^ 7.0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); tmp = ((1.0 * (exp(x) ^ x)) / sqrt(pi)) * (((t_0 + ((0.5 / (x * x)) / abs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (1.875 / (abs(x) ^ 7.0))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(1.0 * N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]), $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(t$95$0 + N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * N[(N[(-1.0 / N[(N[(x * x), $MachinePrecision] * (-N[(x * x), $MachinePrecision])), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(1.875 / N[Power[N[Abs[x], $MachinePrecision], 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\frac{1 \cdot {\left(e^{x}\right)}^{x}}{\sqrt{\pi}} \cdot \left(\left(\left(t\_0 + \frac{\frac{0.5}{x \cdot x}}{\left|x\right|}\right) + \frac{3}{4} \cdot \left(\frac{-1}{\left(x \cdot x\right) \cdot \left(-x \cdot x\right)} \cdot t\_0\right)\right) + \frac{1.875}{{\left(\left|x\right|\right)}^{7}}\right)
\end{array}
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*r/N/A
*-rgt-identityN/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*l*N/A
frac-timesN/A
metadata-evalN/A
sqr-abs-revN/A
pow2N/A
frac-timesN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
associate-*l/N/A
lower-/.f64N/A
sqr-abs-revN/A
pow-expN/A
lower-*.f64N/A
lift-pow.f64N/A
lift-exp.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x))))
(+
(+
(+ t_0 (/ (/ 0.5 (* x x)) (fabs x)))
(* (/ 3.0 4.0) (* (/ -1.0 (* (* x x) (- (* x x)))) t_0)))
(* 1.875 (* (* (* (* (* (/ 1.0 (* x x)) t_0) t_0) t_0) t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * (((t_0 + ((0.5 / (x * x)) / fabs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (1.875 * ((((((1.0 / (x * x)) * t_0) * t_0) * t_0) * t_0) * t_0)));
}
public static double code(double x) {
double t_0 = 1.0 / Math.abs(x);
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((Math.abs(x) * Math.abs(x)))) * (((t_0 + ((0.5 / (x * x)) / Math.abs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (1.875 * ((((((1.0 / (x * x)) * t_0) * t_0) * t_0) * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) return ((1.0 / math.sqrt(math.pi)) * math.exp((math.fabs(x) * math.fabs(x)))) * (((t_0 + ((0.5 / (x * x)) / math.fabs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (1.875 * ((((((1.0 / (x * x)) * t_0) * t_0) * t_0) * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * Float64(Float64(Float64(t_0 + Float64(Float64(0.5 / Float64(x * x)) / abs(x))) + Float64(Float64(3.0 / 4.0) * Float64(Float64(-1.0 / Float64(Float64(x * x) * Float64(-Float64(x * x)))) * t_0))) + Float64(1.875 * Float64(Float64(Float64(Float64(Float64(Float64(1.0 / Float64(x * x)) * t_0) * t_0) * t_0) * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); tmp = ((1.0 / sqrt(pi)) * exp((abs(x) * abs(x)))) * (((t_0 + ((0.5 / (x * x)) / abs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (1.875 * ((((((1.0 / (x * x)) * t_0) * t_0) * t_0) * t_0) * t_0))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $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[(t$95$0 + N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * N[(N[(-1.0 / N[(N[(x * x), $MachinePrecision] * (-N[(x * x), $MachinePrecision])), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(1.875 * N[(N[(N[(N[(N[(N[(1.0 / N[(x * x), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\left(\left(t\_0 + \frac{\frac{0.5}{x \cdot x}}{\left|x\right|}\right) + \frac{3}{4} \cdot \left(\frac{-1}{\left(x \cdot x\right) \cdot \left(-x \cdot x\right)} \cdot t\_0\right)\right) + 1.875 \cdot \left(\left(\left(\left(\left(\frac{1}{x \cdot x} \cdot t\_0\right) \cdot t\_0\right) \cdot t\_0\right) \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*r/N/A
*-rgt-identityN/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*l*N/A
frac-timesN/A
metadata-evalN/A
sqr-abs-revN/A
pow2N/A
frac-timesN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
frac-timesN/A
metadata-evalN/A
sqr-abs-revN/A
pow2N/A
lower-/.f64N/A
pow2N/A
lift-*.f64100.0
Applied rewrites100.0%
lift-/.f64N/A
metadata-eval100.0
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x))))
(+
(+
(+ t_0 (/ (/ 0.5 (* x x)) (fabs x)))
(* (/ 3.0 4.0) (* (/ -1.0 (* (* x x) (- (* x x)))) t_0)))
(* (pow (fabs x) -7.0) 1.875)))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * (((t_0 + ((0.5 / (x * x)) / fabs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (pow(fabs(x), -7.0) * 1.875));
}
public static double code(double x) {
double t_0 = 1.0 / Math.abs(x);
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((Math.abs(x) * Math.abs(x)))) * (((t_0 + ((0.5 / (x * x)) / Math.abs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (Math.pow(Math.abs(x), -7.0) * 1.875));
}
def code(x): t_0 = 1.0 / math.fabs(x) return ((1.0 / math.sqrt(math.pi)) * math.exp((math.fabs(x) * math.fabs(x)))) * (((t_0 + ((0.5 / (x * x)) / math.fabs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + (math.pow(math.fabs(x), -7.0) * 1.875))
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * Float64(Float64(Float64(t_0 + Float64(Float64(0.5 / Float64(x * x)) / abs(x))) + Float64(Float64(3.0 / 4.0) * Float64(Float64(-1.0 / Float64(Float64(x * x) * Float64(-Float64(x * x)))) * t_0))) + Float64((abs(x) ^ -7.0) * 1.875))) end
function tmp = code(x) t_0 = 1.0 / abs(x); tmp = ((1.0 / sqrt(pi)) * exp((abs(x) * abs(x)))) * (((t_0 + ((0.5 / (x * x)) / abs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * -(x * x))) * t_0))) + ((abs(x) ^ -7.0) * 1.875)); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $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[(t$95$0 + N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * N[(N[(-1.0 / N[(N[(x * x), $MachinePrecision] * (-N[(x * x), $MachinePrecision])), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[Power[N[Abs[x], $MachinePrecision], -7.0], $MachinePrecision] * 1.875), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\left(\left(t\_0 + \frac{\frac{0.5}{x \cdot x}}{\left|x\right|}\right) + \frac{3}{4} \cdot \left(\frac{-1}{\left(x \cdot x\right) \cdot \left(-x \cdot x\right)} \cdot t\_0\right)\right) + {\left(\left|x\right|\right)}^{-7} \cdot 1.875\right)
\end{array}
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*r/N/A
*-rgt-identityN/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*l*N/A
frac-timesN/A
metadata-evalN/A
sqr-abs-revN/A
pow2N/A
frac-timesN/A
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
associate-*r/N/A
*-commutativeN/A
lower-*.f64N/A
pow-flipN/A
lower-pow.f64N/A
lift-fabs.f64N/A
metadata-evalN/A
metadata-eval100.0
Applied rewrites100.0%
(FPCore (x) :precision binary64 (* (* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x)))) (fma (pow (fabs x) -7.0) 1.875 (pow (fabs x) -1.0))))
double code(double x) {
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * fma(pow(fabs(x), -7.0), 1.875, pow(fabs(x), -1.0));
}
function code(x) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * fma((abs(x) ^ -7.0), 1.875, (abs(x) ^ -1.0))) end
code[x_] := 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[Power[N[Abs[x], $MachinePrecision], -7.0], $MachinePrecision] * 1.875 + N[Power[N[Abs[x], $MachinePrecision], -1.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \mathsf{fma}\left({\left(\left|x\right|\right)}^{-7}, 1.875, {\left(\left|x\right|\right)}^{-1}\right)
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*r/N/A
*-rgt-identityN/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*l*N/A
frac-timesN/A
metadata-evalN/A
sqr-abs-revN/A
pow2N/A
frac-timesN/A
Applied rewrites100.0%
Taylor expanded in x around inf
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow-flipN/A
lower-pow.f64N/A
lift-fabs.f64N/A
metadata-evalN/A
metadata-evalN/A
inv-powN/A
lower-pow.f64N/A
lift-fabs.f6499.6
Applied rewrites99.6%
(FPCore (x) :precision binary64 (/ (/ (pow (exp x) x) (sqrt PI)) (fabs x)))
double code(double x) {
return (pow(exp(x), x) / sqrt(((double) M_PI))) / fabs(x);
}
public static double code(double x) {
return (Math.pow(Math.exp(x), x) / Math.sqrt(Math.PI)) / Math.abs(x);
}
def code(x): return (math.pow(math.exp(x), x) / math.sqrt(math.pi)) / math.fabs(x)
function code(x) return Float64(Float64((exp(x) ^ x) / sqrt(pi)) / abs(x)) end
function tmp = code(x) tmp = ((exp(x) ^ x) / sqrt(pi)) / abs(x); end
code[x_] := N[(N[(N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{{\left(e^{x}\right)}^{x}}{\sqrt{\pi}}}{\left|x\right|}
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*r/N/A
*-rgt-identityN/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*l*N/A
frac-timesN/A
metadata-evalN/A
sqr-abs-revN/A
pow2N/A
frac-timesN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
frac-timesN/A
metadata-evalN/A
sqr-abs-revN/A
pow2N/A
lower-/.f64N/A
pow2N/A
lift-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around inf
Applied rewrites99.6%
(FPCore (x) :precision binary64 (* (* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x)))) (/ (/ 0.75 (* (* x x) (* x x))) (fabs x))))
double code(double x) {
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * ((0.75 / ((x * x) * (x * x))) / fabs(x));
}
public static double code(double x) {
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((Math.abs(x) * Math.abs(x)))) * ((0.75 / ((x * x) * (x * x))) / Math.abs(x));
}
def code(x): return ((1.0 / math.sqrt(math.pi)) * math.exp((math.fabs(x) * math.fabs(x)))) * ((0.75 / ((x * x) * (x * x))) / math.fabs(x))
function code(x) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * Float64(Float64(0.75 / Float64(Float64(x * x) * Float64(x * x))) / abs(x))) end
function tmp = code(x) tmp = ((1.0 / sqrt(pi)) * exp((abs(x) * abs(x)))) * ((0.75 / ((x * x) * (x * x))) / abs(x)); end
code[x_] := 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[(0.75 / N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \frac{\frac{0.75}{\left(x \cdot x\right) \cdot \left(x \cdot x\right)}}{\left|x\right|}
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*r/N/A
*-rgt-identityN/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*l*N/A
frac-timesN/A
metadata-evalN/A
sqr-abs-revN/A
pow2N/A
frac-timesN/A
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
metadata-evalN/A
lower-pow.f64N/A
lift-fabs.f6420.4
Applied rewrites20.4%
lift-pow.f64N/A
sqr-powN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6420.4
Applied rewrites20.4%
(FPCore (x) :precision binary64 (* (* (pow x -5.0) 0.75) (/ 1.0 (sqrt PI))))
double code(double x) {
return (pow(x, -5.0) * 0.75) * (1.0 / sqrt(((double) M_PI)));
}
public static double code(double x) {
return (Math.pow(x, -5.0) * 0.75) * (1.0 / Math.sqrt(Math.PI));
}
def code(x): return (math.pow(x, -5.0) * 0.75) * (1.0 / math.sqrt(math.pi))
function code(x) return Float64(Float64((x ^ -5.0) * 0.75) * Float64(1.0 / sqrt(pi))) end
function tmp = code(x) tmp = ((x ^ -5.0) * 0.75) * (1.0 / sqrt(pi)); end
code[x_] := N[(N[(N[Power[x, -5.0], $MachinePrecision] * 0.75), $MachinePrecision] * N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left({x}^{-5} \cdot 0.75\right) \cdot \frac{1}{\sqrt{\pi}}
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
pow2N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
pow2N/A
sqr-absN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
lift-/.f64N/A
lift-fabs.f64N/A
associate-*l*N/A
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
associate-*r*N/A
Applied rewrites1.7%
lift-pow.f64N/A
inv-powN/A
lift-/.f641.7
Applied rewrites1.7%
herbie shell --seed 2025096
(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)))))))