
(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 (/ 1.0 (fabs x))) (t_1 (* (* (* (* t_0 t_0) t_0) t_0) t_0)))
(*
(/ (pow (exp (* 2.0 x)) (/ x 2.0)) (sqrt PI))
(+
(+ (- t_0 (/ -0.5 (* (* x x) x))) (* (/ 3.0 4.0) t_1))
(* (/ 15.0 8.0) (* (* t_1 t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
double t_1 = (((t_0 * t_0) * t_0) * t_0) * t_0;
return (pow(exp((2.0 * x)), (x / 2.0)) / sqrt(((double) M_PI))) * (((t_0 - (-0.5 / ((x * x) * x))) + ((3.0 / 4.0) * t_1)) + ((15.0 / 8.0) * ((t_1 * 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) * t_0) * t_0;
return (Math.pow(Math.exp((2.0 * x)), (x / 2.0)) / Math.sqrt(Math.PI)) * (((t_0 - (-0.5 / ((x * x) * x))) + ((3.0 / 4.0) * t_1)) + ((15.0 / 8.0) * ((t_1 * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) t_1 = (((t_0 * t_0) * t_0) * t_0) * t_0 return (math.pow(math.exp((2.0 * x)), (x / 2.0)) / math.sqrt(math.pi)) * (((t_0 - (-0.5 / ((x * x) * x))) + ((3.0 / 4.0) * t_1)) + ((15.0 / 8.0) * ((t_1 * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) t_1 = Float64(Float64(Float64(Float64(t_0 * t_0) * t_0) * t_0) * t_0) return Float64(Float64((exp(Float64(2.0 * x)) ^ Float64(x / 2.0)) / sqrt(pi)) * Float64(Float64(Float64(t_0 - Float64(-0.5 / Float64(Float64(x * x) * x))) + Float64(Float64(3.0 / 4.0) * t_1)) + Float64(Float64(15.0 / 8.0) * Float64(Float64(t_1 * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); t_1 = (((t_0 * t_0) * t_0) * t_0) * t_0; tmp = ((exp((2.0 * x)) ^ (x / 2.0)) / sqrt(pi)) * (((t_0 - (-0.5 / ((x * x) * x))) + ((3.0 / 4.0) * t_1)) + ((15.0 / 8.0) * ((t_1 * 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[(N[(N[(t$95$0 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, N[(N[(N[Power[N[Exp[N[(2.0 * x), $MachinePrecision]], $MachinePrecision], N[(x / 2.0), $MachinePrecision]], $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(t$95$0 - N[(-0.5 / N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(N[(15.0 / 8.0), $MachinePrecision] * N[(N[(t$95$1 * 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(\left(\left(t\_0 \cdot t\_0\right) \cdot t\_0\right) \cdot t\_0\right) \cdot t\_0\\
\frac{{\left(e^{2 \cdot x}\right)}^{\left(\frac{x}{2}\right)}}{\sqrt{\pi}} \cdot \left(\left(\left(t\_0 - \frac{-0.5}{\left(x \cdot x\right) \cdot x}\right) + \frac{3}{4} \cdot t\_1\right) + \frac{15}{8} \cdot \left(\left(t\_1 \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
Initial program 99.9%
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-exp.f64N/A
lift-pow.f64N/A
sqr-powN/A
pow-prod-downN/A
lower-pow.f64N/A
lower-*.f64N/A
lift-exp.f64N/A
lift-exp.f64N/A
unpow1N/A
metadata-evalN/A
sqrt-pow1N/A
pow2N/A
rem-sqrt-square-revN/A
lower-/.f64N/A
rem-sqrt-square-revN/A
pow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1100.0
Applied rewrites100.0%
lift-*.f64N/A
lift-exp.f64N/A
lift-exp.f64N/A
exp-lft-sqr-revN/A
*-commutativeN/A
lower-exp.f64N/A
lower-*.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-*r*N/A
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
associate-*r/N/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lift-/.f64N/A
lift-fabs.f64N/A
frac-2negN/A
Applied rewrites100.0%
Final simplification100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(* (/ 1.0 (sqrt PI)) (pow (exp x) x))
(+
(+
(+ t_0 (/ (/ 0.5 (* x x)) (fabs x)))
(* (/ 3.0 4.0) (* (/ -1.0 (* (* x x) (* x x))) (- t_0))))
(*
(/ 15.0 8.0)
(* (* (/ (/ -1.0 (* x x)) (* (* (- x) x) x)) t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return ((1.0 / sqrt(((double) M_PI))) * pow(exp(x), x)) * (((t_0 + ((0.5 / (x * x)) / fabs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * (x * x))) * -t_0))) + ((15.0 / 8.0) * ((((-1.0 / (x * x)) / ((-x * x) * x)) * 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.pow(Math.exp(x), x)) * (((t_0 + ((0.5 / (x * x)) / Math.abs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * (x * x))) * -t_0))) + ((15.0 / 8.0) * ((((-1.0 / (x * x)) / ((-x * x) * x)) * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) return ((1.0 / math.sqrt(math.pi)) * math.pow(math.exp(x), x)) * (((t_0 + ((0.5 / (x * x)) / math.fabs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * (x * x))) * -t_0))) + ((15.0 / 8.0) * ((((-1.0 / (x * x)) / ((-x * x) * x)) * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(Float64(Float64(1.0 / sqrt(pi)) * (exp(x) ^ 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(x * x))) * Float64(-t_0)))) + Float64(Float64(15.0 / 8.0) * Float64(Float64(Float64(Float64(-1.0 / Float64(x * x)) / Float64(Float64(Float64(-x) * x) * x)) * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); tmp = ((1.0 / sqrt(pi)) * (exp(x) ^ x)) * (((t_0 + ((0.5 / (x * x)) / abs(x))) + ((3.0 / 4.0) * ((-1.0 / ((x * x) * (x * x))) * -t_0))) + ((15.0 / 8.0) * ((((-1.0 / (x * x)) / ((-x * x) * x)) * 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[Power[N[Exp[x], $MachinePrecision], x], $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[(15.0 / 8.0), $MachinePrecision] * N[(N[(N[(N[(-1.0 / N[(x * x), $MachinePrecision]), $MachinePrecision] / N[(N[((-x) * x), $MachinePrecision] * x), $MachinePrecision]), $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 {\left(e^{x}\right)}^{x}\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 \left(-t\_0\right)\right)\right) + \frac{15}{8} \cdot \left(\left(\frac{\frac{-1}{x \cdot x}}{\left(\left(-x\right) \cdot x\right) \cdot x} \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
Initial program 99.9%
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 rewrites99.9%
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 rewrites99.9%
Applied rewrites99.9%
Taylor expanded in x around 0
pow2N/A
sqr-abs-revN/A
pow-expN/A
lift-pow.f64N/A
lift-exp.f64100.0
Applied rewrites100.0%
Final simplification100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(/ (pow (exp x) x) (sqrt PI))
(+
(+
(/ (+ (/ 0.5 (* x x)) 1.0) x)
(* (/ 3.0 4.0) (/ (/ -1.0 (* x x)) (* (* (- x) x) x))))
(*
(/ 15.0 8.0)
(* (* (/ (* (/ (/ -1.0 x) x) -1.0) (* (* x x) x)) t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return (pow(exp(x), x) / sqrt(((double) M_PI))) * (((((0.5 / (x * x)) + 1.0) / x) + ((3.0 / 4.0) * ((-1.0 / (x * x)) / ((-x * x) * x)))) + ((15.0 / 8.0) * ((((((-1.0 / x) / x) * -1.0) / ((x * x) * x)) * t_0) * t_0)));
}
public static double code(double x) {
double t_0 = 1.0 / Math.abs(x);
return (Math.pow(Math.exp(x), x) / Math.sqrt(Math.PI)) * (((((0.5 / (x * x)) + 1.0) / x) + ((3.0 / 4.0) * ((-1.0 / (x * x)) / ((-x * x) * x)))) + ((15.0 / 8.0) * ((((((-1.0 / x) / x) * -1.0) / ((x * x) * x)) * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) return (math.pow(math.exp(x), x) / math.sqrt(math.pi)) * (((((0.5 / (x * x)) + 1.0) / x) + ((3.0 / 4.0) * ((-1.0 / (x * x)) / ((-x * x) * x)))) + ((15.0 / 8.0) * ((((((-1.0 / x) / x) * -1.0) / ((x * x) * x)) * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(Float64((exp(x) ^ x) / sqrt(pi)) * Float64(Float64(Float64(Float64(Float64(0.5 / Float64(x * x)) + 1.0) / x) + Float64(Float64(3.0 / 4.0) * Float64(Float64(-1.0 / Float64(x * x)) / Float64(Float64(Float64(-x) * x) * x)))) + Float64(Float64(15.0 / 8.0) * Float64(Float64(Float64(Float64(Float64(Float64(-1.0 / x) / x) * -1.0) / Float64(Float64(x * x) * x)) * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); tmp = ((exp(x) ^ x) / sqrt(pi)) * (((((0.5 / (x * x)) + 1.0) / x) + ((3.0 / 4.0) * ((-1.0 / (x * x)) / ((-x * x) * x)))) + ((15.0 / 8.0) * ((((((-1.0 / x) / x) * -1.0) / ((x * x) * x)) * t_0) * t_0))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[(N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / x), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * N[(N[(-1.0 / N[(x * x), $MachinePrecision]), $MachinePrecision] / N[(N[((-x) * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(15.0 / 8.0), $MachinePrecision] * N[(N[(N[(N[(N[(N[(-1.0 / x), $MachinePrecision] / x), $MachinePrecision] * -1.0), $MachinePrecision] / N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision]), $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|}\\
\frac{{\left(e^{x}\right)}^{x}}{\sqrt{\pi}} \cdot \left(\left(\frac{\frac{0.5}{x \cdot x} + 1}{x} + \frac{3}{4} \cdot \frac{\frac{-1}{x \cdot x}}{\left(\left(-x\right) \cdot x\right) \cdot x}\right) + \frac{15}{8} \cdot \left(\left(\frac{\frac{\frac{-1}{x}}{x} \cdot -1}{\left(x \cdot x\right) \cdot x} \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
Initial program 99.9%
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-fabs.f64N/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/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
Applied rewrites100.0%
Applied rewrites100.0%
Applied rewrites100.0%
Final simplification100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(* (/ 1.0 (sqrt PI)) (exp (* x 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)) (* (* (- x) x) x)) t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return ((1.0 / sqrt(((double) M_PI))) * exp((x * 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)) / ((-x * x) * x)) * 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((x * 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)) / ((-x * x) * x)) * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) return ((1.0 / math.sqrt(math.pi)) * math.exp((x * 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)) / ((-x * x) * x)) * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(x * 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(x * x))) * Float64(-t_0)))) + Float64(1.875 * Float64(Float64(Float64(Float64(-1.0 / Float64(x * x)) / Float64(Float64(Float64(-x) * x) * x)) * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); tmp = ((1.0 / sqrt(pi)) * exp((x * 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)) / ((-x * x) * x)) * 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[(x * x), $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[(-1.0 / N[(x * x), $MachinePrecision]), $MachinePrecision] / N[(N[((-x) * x), $MachinePrecision] * x), $MachinePrecision]), $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^{x \cdot x}\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 \left(-t\_0\right)\right)\right) + 1.875 \cdot \left(\left(\frac{\frac{-1}{x \cdot x}}{\left(\left(-x\right) \cdot x\right) \cdot x} \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
Initial program 99.9%
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 rewrites99.9%
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 rewrites99.9%
Applied rewrites99.9%
lift-/.f64N/A
metadata-eval99.9
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x) :precision binary64 (* (/ (pow (exp x) x) x) (pow PI -0.5)))
double code(double x) {
return (pow(exp(x), x) / x) * pow(((double) M_PI), -0.5);
}
public static double code(double x) {
return (Math.pow(Math.exp(x), x) / x) * Math.pow(Math.PI, -0.5);
}
def code(x): return (math.pow(math.exp(x), x) / x) * math.pow(math.pi, -0.5)
function code(x) return Float64(Float64((exp(x) ^ x) / x) * (pi ^ -0.5)) end
function tmp = code(x) tmp = ((exp(x) ^ x) / x) * (pi ^ -0.5); end
code[x_] := N[(N[(N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision] / x), $MachinePrecision] * N[Power[Pi, -0.5], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{{\left(e^{x}\right)}^{x}}{x} \cdot {\pi}^{-0.5}
\end{array}
Initial program 99.9%
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 rewrites99.9%
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 rewrites99.9%
Applied rewrites99.9%
Taylor expanded in x around inf
Applied rewrites99.1%
Final simplification99.1%
(FPCore (x) :precision binary64 (* (* (/ 1.0 (sqrt PI)) (exp (* x x))) (pow x -1.0)))
double code(double x) {
return ((1.0 / sqrt(((double) M_PI))) * exp((x * x))) * pow(x, -1.0);
}
public static double code(double x) {
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((x * x))) * Math.pow(x, -1.0);
}
def code(x): return ((1.0 / math.sqrt(math.pi)) * math.exp((x * x))) * math.pow(x, -1.0)
function code(x) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(x * x))) * (x ^ -1.0)) end
function tmp = code(x) tmp = ((1.0 / sqrt(pi)) * exp((x * x))) * (x ^ -1.0); end
code[x_] := N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Power[x, -1.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{x \cdot x}\right) \cdot {x}^{-1}
\end{array}
Initial program 99.9%
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 rewrites99.9%
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 rewrites99.9%
Applied rewrites99.9%
Taylor expanded in x around inf
Applied rewrites99.1%
Final simplification99.1%
(FPCore (x) :precision binary64 (* (* (/ 1.0 (sqrt PI)) (exp (* x x))) (/ (fma (/ (* x x) x) 0.5 (/ 0.75 x)) (* (* x x) (* x x)))))
double code(double x) {
return ((1.0 / sqrt(((double) M_PI))) * exp((x * x))) * (fma(((x * x) / x), 0.5, (0.75 / x)) / ((x * x) * (x * x)));
}
function code(x) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(x * x))) * Float64(fma(Float64(Float64(x * x) / x), 0.5, Float64(0.75 / x)) / Float64(Float64(x * x) * Float64(x * x)))) end
code[x_] := N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[(x * x), $MachinePrecision] / x), $MachinePrecision] * 0.5 + N[(0.75 / x), $MachinePrecision]), $MachinePrecision] / N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{x \cdot x}\right) \cdot \frac{\mathsf{fma}\left(\frac{x \cdot x}{x}, 0.5, \frac{0.75}{x}\right)}{\left(x \cdot x\right) \cdot \left(x \cdot x\right)}
\end{array}
Initial program 99.9%
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 rewrites99.9%
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 rewrites99.9%
Taylor expanded in x around 0
Applied rewrites18.9%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6418.9
Applied rewrites18.9%
Final simplification18.9%
(FPCore (x) :precision binary64 (* (* 0.5 (pow x -3.0)) (/ 1.0 (sqrt PI))))
double code(double x) {
return (0.5 * pow(x, -3.0)) * (1.0 / sqrt(((double) M_PI)));
}
public static double code(double x) {
return (0.5 * Math.pow(x, -3.0)) * (1.0 / Math.sqrt(Math.PI));
}
def code(x): return (0.5 * math.pow(x, -3.0)) * (1.0 / math.sqrt(math.pi))
function code(x) return Float64(Float64(0.5 * (x ^ -3.0)) * Float64(1.0 / sqrt(pi))) end
function tmp = code(x) tmp = (0.5 * (x ^ -3.0)) * (1.0 / sqrt(pi)); end
code[x_] := N[(N[(0.5 * N[Power[x, -3.0], $MachinePrecision]), $MachinePrecision] * N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(0.5 \cdot {x}^{-3}\right) \cdot \frac{1}{\sqrt{\pi}}
\end{array}
Initial program 99.9%
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-fabs.f64N/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/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
Applied rewrites100.0%
Taylor expanded in x around 0
Applied rewrites1.8%
lift-PI.f64N/A
lift-pow.f64N/A
metadata-evalN/A
sqrt-pow2N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
inv-powN/A
lift-/.f641.8
Applied rewrites1.8%
(FPCore (x) :precision binary64 (/ 0.75 (* (pow x 5.0) (sqrt PI))))
double code(double x) {
return 0.75 / (pow(x, 5.0) * sqrt(((double) M_PI)));
}
public static double code(double x) {
return 0.75 / (Math.pow(x, 5.0) * Math.sqrt(Math.PI));
}
def code(x): return 0.75 / (math.pow(x, 5.0) * math.sqrt(math.pi))
function code(x) return Float64(0.75 / Float64((x ^ 5.0) * sqrt(pi))) end
function tmp = code(x) tmp = 0.75 / ((x ^ 5.0) * sqrt(pi)); end
code[x_] := N[(0.75 / N[(N[Power[x, 5.0], $MachinePrecision] * N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{0.75}{{x}^{5} \cdot \sqrt{\pi}}
\end{array}
Initial program 99.9%
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-fabs.f64N/A
lift-*.f64N/A
lift-/.f64N/A
metadata-evalN/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
Applied rewrites100.0%
Applied rewrites100.0%
Taylor expanded in x around 0
Applied rewrites1.8%
herbie shell --seed 2025074
(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)))))))