
(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 10 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
(*
(* (/ 1.0 (sqrt PI)) (pow (exp (- x)) (- x)))
(*
(/ 1.0 (fabs x))
(-
(/ (- (/ 0.75 (* (* x x) x)) (/ -0.5 x)) x)
(- -1.0 (/ 1.875 (* (* x x) (* (* x x) (* x x)))))))))
double code(double x) {
return ((1.0 / sqrt(((double) M_PI))) * pow(exp(-x), -x)) * ((1.0 / fabs(x)) * ((((0.75 / ((x * x) * x)) - (-0.5 / x)) / x) - (-1.0 - (1.875 / ((x * x) * ((x * x) * (x * x)))))));
}
public static double code(double x) {
return ((1.0 / Math.sqrt(Math.PI)) * Math.pow(Math.exp(-x), -x)) * ((1.0 / Math.abs(x)) * ((((0.75 / ((x * x) * x)) - (-0.5 / x)) / x) - (-1.0 - (1.875 / ((x * x) * ((x * x) * (x * x)))))));
}
def code(x): return ((1.0 / math.sqrt(math.pi)) * math.pow(math.exp(-x), -x)) * ((1.0 / math.fabs(x)) * ((((0.75 / ((x * x) * x)) - (-0.5 / x)) / x) - (-1.0 - (1.875 / ((x * x) * ((x * x) * (x * x)))))))
function code(x) return Float64(Float64(Float64(1.0 / sqrt(pi)) * (exp(Float64(-x)) ^ Float64(-x))) * Float64(Float64(1.0 / abs(x)) * Float64(Float64(Float64(Float64(0.75 / Float64(Float64(x * x) * x)) - Float64(-0.5 / x)) / x) - Float64(-1.0 - Float64(1.875 / Float64(Float64(x * x) * Float64(Float64(x * x) * Float64(x * x)))))))) end
function tmp = code(x) tmp = ((1.0 / sqrt(pi)) * (exp(-x) ^ -x)) * ((1.0 / abs(x)) * ((((0.75 / ((x * x) * x)) - (-0.5 / x)) / x) - (-1.0 - (1.875 / ((x * x) * ((x * x) * (x * x))))))); end
code[x_] := N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Power[N[Exp[(-x)], $MachinePrecision], (-x)], $MachinePrecision]), $MachinePrecision] * N[(N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[(0.75 / N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] - N[(-0.5 / x), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision] - N[(-1.0 - N[(1.875 / N[(N[(x * x), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\pi}} \cdot {\left(e^{-x}\right)}^{\left(-x\right)}\right) \cdot \left(\frac{1}{\left|x\right|} \cdot \left(\frac{\frac{0.75}{\left(x \cdot x\right) \cdot x} - \frac{-0.5}{x}}{x} - \left(-1 - \frac{1.875}{\left(x \cdot x\right) \cdot \left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right)}\right)\right)\right)
\end{array}
Initial program 100.0%
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
sqr-neg-revN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-neg.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(*
(* (/ 1.0 (sqrt PI)) (pow (exp (- x)) (- x)))
(/
(-
(- (/ 1.875 (* (* (* (* (* x x) x) x) x) x)) -1.0)
(/ (/ (- -0.5 (/ 0.75 (* x x))) x) x))
(fabs x))))
double code(double x) {
return ((1.0 / sqrt(((double) M_PI))) * pow(exp(-x), -x)) * ((((1.875 / (((((x * x) * x) * x) * x) * x)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x)) / fabs(x));
}
public static double code(double x) {
return ((1.0 / Math.sqrt(Math.PI)) * Math.pow(Math.exp(-x), -x)) * ((((1.875 / (((((x * x) * x) * x) * x) * x)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x)) / Math.abs(x));
}
def code(x): return ((1.0 / math.sqrt(math.pi)) * math.pow(math.exp(-x), -x)) * ((((1.875 / (((((x * x) * x) * x) * x) * x)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x)) / math.fabs(x))
function code(x) return Float64(Float64(Float64(1.0 / sqrt(pi)) * (exp(Float64(-x)) ^ Float64(-x))) * Float64(Float64(Float64(Float64(1.875 / Float64(Float64(Float64(Float64(Float64(x * x) * x) * x) * x) * x)) - -1.0) - Float64(Float64(Float64(-0.5 - Float64(0.75 / Float64(x * x))) / x) / x)) / abs(x))) end
function tmp = code(x) tmp = ((1.0 / sqrt(pi)) * (exp(-x) ^ -x)) * ((((1.875 / (((((x * x) * x) * x) * x) * x)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x)) / abs(x)); end
code[x_] := N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Power[N[Exp[(-x)], $MachinePrecision], (-x)], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[(1.875 / N[(N[(N[(N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] - -1.0), $MachinePrecision] - N[(N[(N[(-0.5 - N[(0.75 / N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{1}{\sqrt{\pi}} \cdot {\left(e^{-x}\right)}^{\left(-x\right)}\right) \cdot \frac{\left(\frac{1.875}{\left(\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\right) \cdot x} - -1\right) - \frac{\frac{-0.5 - \frac{0.75}{x \cdot x}}{x}}{x}}{\left|x\right|}
\end{array}
Initial program 100.0%
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
sqr-neg-revN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-neg.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Applied rewrites100.0%
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* (* x x) x) x)))
(/
(*
(-
(/ (+ 1.0 (- (/ 0.75 t_0) (/ -0.5 (* x x)))) (fabs x))
(/ (/ -1.875 t_0) (* (* x x) (fabs x))))
(exp (* x x)))
(sqrt PI))))
double code(double x) {
double t_0 = ((x * x) * x) * x;
return ((((1.0 + ((0.75 / t_0) - (-0.5 / (x * x)))) / fabs(x)) - ((-1.875 / t_0) / ((x * x) * fabs(x)))) * exp((x * x))) / sqrt(((double) M_PI));
}
public static double code(double x) {
double t_0 = ((x * x) * x) * x;
return ((((1.0 + ((0.75 / t_0) - (-0.5 / (x * x)))) / Math.abs(x)) - ((-1.875 / t_0) / ((x * x) * Math.abs(x)))) * Math.exp((x * x))) / Math.sqrt(Math.PI);
}
def code(x): t_0 = ((x * x) * x) * x return ((((1.0 + ((0.75 / t_0) - (-0.5 / (x * x)))) / math.fabs(x)) - ((-1.875 / t_0) / ((x * x) * math.fabs(x)))) * math.exp((x * x))) / math.sqrt(math.pi)
function code(x) t_0 = Float64(Float64(Float64(x * x) * x) * x) return Float64(Float64(Float64(Float64(Float64(1.0 + Float64(Float64(0.75 / t_0) - Float64(-0.5 / Float64(x * x)))) / abs(x)) - Float64(Float64(-1.875 / t_0) / Float64(Float64(x * x) * abs(x)))) * exp(Float64(x * x))) / sqrt(pi)) end
function tmp = code(x) t_0 = ((x * x) * x) * x; tmp = ((((1.0 + ((0.75 / t_0) - (-0.5 / (x * x)))) / abs(x)) - ((-1.875 / t_0) / ((x * x) * abs(x)))) * exp((x * x))) / sqrt(pi); end
code[x_] := Block[{t$95$0 = N[(N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision]}, N[(N[(N[(N[(N[(1.0 + N[(N[(0.75 / t$95$0), $MachinePrecision] - N[(-0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision] - N[(N[(-1.875 / t$95$0), $MachinePrecision] / N[(N[(x * x), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left(x \cdot x\right) \cdot x\right) \cdot x\\
\frac{\left(\frac{1 + \left(\frac{0.75}{t\_0} - \frac{-0.5}{x \cdot x}\right)}{\left|x\right|} - \frac{\frac{-1.875}{t\_0}}{\left(x \cdot x\right) \cdot \left|x\right|}\right) \cdot e^{x \cdot x}}{\sqrt{\pi}}
\end{array}
\end{array}
Initial program 100.0%
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
sqr-neg-revN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-neg.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) x)))
(/
(*
(*
(/ 1.0 (fabs x))
(- (- (/ 1.875 (* t_0 t_0)) -1.0) (/ (/ (- -0.5 (/ 0.75 (* x x))) x) x)))
(exp (* x x)))
(sqrt PI))))
double code(double x) {
double t_0 = (x * x) * x;
return (((1.0 / fabs(x)) * (((1.875 / (t_0 * t_0)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x))) * exp((x * x))) / sqrt(((double) M_PI));
}
public static double code(double x) {
double t_0 = (x * x) * x;
return (((1.0 / Math.abs(x)) * (((1.875 / (t_0 * t_0)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x))) * Math.exp((x * x))) / Math.sqrt(Math.PI);
}
def code(x): t_0 = (x * x) * x return (((1.0 / math.fabs(x)) * (((1.875 / (t_0 * t_0)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x))) * math.exp((x * x))) / math.sqrt(math.pi)
function code(x) t_0 = Float64(Float64(x * x) * x) return Float64(Float64(Float64(Float64(1.0 / abs(x)) * Float64(Float64(Float64(1.875 / Float64(t_0 * t_0)) - -1.0) - Float64(Float64(Float64(-0.5 - Float64(0.75 / Float64(x * x))) / x) / x))) * exp(Float64(x * x))) / sqrt(pi)) end
function tmp = code(x) t_0 = (x * x) * x; tmp = (((1.0 / abs(x)) * (((1.875 / (t_0 * t_0)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x))) * exp((x * x))) / sqrt(pi); end
code[x_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision]}, N[(N[(N[(N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(1.875 / N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision] - -1.0), $MachinePrecision] - N[(N[(N[(-0.5 - N[(0.75 / N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot x\\
\frac{\left(\frac{1}{\left|x\right|} \cdot \left(\left(\frac{1.875}{t\_0 \cdot t\_0} - -1\right) - \frac{\frac{-0.5 - \frac{0.75}{x \cdot x}}{x}}{x}\right)\right) \cdot e^{x \cdot x}}{\sqrt{\pi}}
\end{array}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
lift-+.f64N/A
lift-/.f64N/A
mult-flipN/A
lift-/.f64N/A
lift-/.f64N/A
mult-flipN/A
lift-/.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
Applied rewrites100.0%
lift--.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
lift-/.f64N/A
sub-divN/A
sub-negate-revN/A
lift--.f64N/A
lower-/.f64N/A
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(/
(*
(-
(- (/ 1.875 (* (* (* (* (* x x) x) x) x) x)) -1.0)
(/ (/ (- -0.5 (/ 0.75 (* x x))) x) x))
(exp (* x x)))
(* (fabs x) (sqrt PI))))
double code(double x) {
return ((((1.875 / (((((x * x) * x) * x) * x) * x)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x)) * exp((x * x))) / (fabs(x) * sqrt(((double) M_PI)));
}
public static double code(double x) {
return ((((1.875 / (((((x * x) * x) * x) * x) * x)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x)) * Math.exp((x * x))) / (Math.abs(x) * Math.sqrt(Math.PI));
}
def code(x): return ((((1.875 / (((((x * x) * x) * x) * x) * x)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x)) * math.exp((x * x))) / (math.fabs(x) * math.sqrt(math.pi))
function code(x) return Float64(Float64(Float64(Float64(Float64(1.875 / Float64(Float64(Float64(Float64(Float64(x * x) * x) * x) * x) * x)) - -1.0) - Float64(Float64(Float64(-0.5 - Float64(0.75 / Float64(x * x))) / x) / x)) * exp(Float64(x * x))) / Float64(abs(x) * sqrt(pi))) end
function tmp = code(x) tmp = ((((1.875 / (((((x * x) * x) * x) * x) * x)) - -1.0) - (((-0.5 - (0.75 / (x * x))) / x) / x)) * exp((x * x))) / (abs(x) * sqrt(pi)); end
code[x_] := N[(N[(N[(N[(N[(1.875 / N[(N[(N[(N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] - -1.0), $MachinePrecision] - N[(N[(N[(-0.5 - N[(0.75 / N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(N[Abs[x], $MachinePrecision] * N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(\left(\frac{1.875}{\left(\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot x\right) \cdot x\right) \cdot x} - -1\right) - \frac{\frac{-0.5 - \frac{0.75}{x \cdot x}}{x}}{x}\right) \cdot e^{x \cdot x}}{\left|x\right| \cdot \sqrt{\pi}}
\end{array}
Initial program 100.0%
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
sqr-neg-revN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-neg.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Applied rewrites100.0%
Applied rewrites99.9%
(FPCore (x) :precision binary64 (* (* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x)))) (fma (/ 1.0 (fabs x)) (- (/ 0.5 (* x x)) -1.0) (- (/ -0.75 (* (* (* x x) (* x x)) (fabs x)))))))
double code(double x) {
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * fma((1.0 / fabs(x)), ((0.5 / (x * x)) - -1.0), -(-0.75 / (((x * x) * (x * x)) * fabs(x))));
}
function code(x) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * fma(Float64(1.0 / abs(x)), Float64(Float64(0.5 / Float64(x * x)) - -1.0), Float64(-Float64(-0.75 / Float64(Float64(Float64(x * x) * Float64(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[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] - -1.0), $MachinePrecision] + (-N[(-0.75 / N[(N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $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(\frac{1}{\left|x\right|}, \frac{0.5}{x \cdot x} - -1, -\frac{-0.75}{\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left|x\right|}\right)
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around inf
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-fabs.f6499.6
Applied rewrites99.6%
lift--.f64N/A
sub-flipN/A
lift-/.f64N/A
mult-flipN/A
lift-/.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.6%
(FPCore (x)
:precision binary64
(/
(*
(-
(/ (- (/ 0.5 (* x x)) -1.0) (fabs x))
(/ -0.75 (* (* (* x x) (* x x)) (fabs x))))
(exp (* x x)))
(sqrt PI)))
double code(double x) {
return (((((0.5 / (x * x)) - -1.0) / fabs(x)) - (-0.75 / (((x * x) * (x * x)) * fabs(x)))) * exp((x * x))) / sqrt(((double) M_PI));
}
public static double code(double x) {
return (((((0.5 / (x * x)) - -1.0) / Math.abs(x)) - (-0.75 / (((x * x) * (x * x)) * Math.abs(x)))) * Math.exp((x * x))) / Math.sqrt(Math.PI);
}
def code(x): return (((((0.5 / (x * x)) - -1.0) / math.fabs(x)) - (-0.75 / (((x * x) * (x * x)) * math.fabs(x)))) * math.exp((x * x))) / math.sqrt(math.pi)
function code(x) return Float64(Float64(Float64(Float64(Float64(Float64(0.5 / Float64(x * x)) - -1.0) / abs(x)) - Float64(-0.75 / Float64(Float64(Float64(x * x) * Float64(x * x)) * abs(x)))) * exp(Float64(x * x))) / sqrt(pi)) end
function tmp = code(x) tmp = (((((0.5 / (x * x)) - -1.0) / abs(x)) - (-0.75 / (((x * x) * (x * x)) * abs(x)))) * exp((x * x))) / sqrt(pi); end
code[x_] := N[(N[(N[(N[(N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] - -1.0), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision] - N[(-0.75 / N[(N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(\frac{\frac{0.5}{x \cdot x} - -1}{\left|x\right|} - \frac{-0.75}{\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot \left|x\right|}\right) \cdot e^{x \cdot x}}{\sqrt{\pi}}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around inf
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-fabs.f6499.6
Applied rewrites99.6%
Applied rewrites99.6%
(FPCore (x) :precision binary64 (/ 1.0 (/ (* (fabs x) (sqrt PI)) (exp (exp (* (log x) 2.0))))))
double code(double x) {
return 1.0 / ((fabs(x) * sqrt(((double) M_PI))) / exp(exp((log(x) * 2.0))));
}
public static double code(double x) {
return 1.0 / ((Math.abs(x) * Math.sqrt(Math.PI)) / Math.exp(Math.exp((Math.log(x) * 2.0))));
}
def code(x): return 1.0 / ((math.fabs(x) * math.sqrt(math.pi)) / math.exp(math.exp((math.log(x) * 2.0))))
function code(x) return Float64(1.0 / Float64(Float64(abs(x) * sqrt(pi)) / exp(exp(Float64(log(x) * 2.0))))) end
function tmp = code(x) tmp = 1.0 / ((abs(x) * sqrt(pi)) / exp(exp((log(x) * 2.0)))); end
code[x_] := N[(1.0 / N[(N[(N[Abs[x], $MachinePrecision] * N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] / N[Exp[N[Exp[N[(N[Log[x], $MachinePrecision] * 2.0), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{\frac{\left|x\right| \cdot \sqrt{\pi}}{e^{e^{\log x \cdot 2}}}}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around inf
lower-/.f64N/A
lower-exp.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
lower-PI.f6499.5
Applied rewrites99.5%
lift-/.f64N/A
div-flipN/A
lower-unsound-/.f64N/A
lift-pow.f64N/A
pow2N/A
lift-*.f64N/A
lower-unsound-/.f6499.5
Applied rewrites99.5%
lift-*.f64N/A
pow2N/A
pow-to-expN/A
lower-unsound-exp.f64N/A
lower-unsound-*.f64N/A
lower-unsound-log.f6499.5
Applied rewrites99.5%
(FPCore (x) :precision binary64 (/ (exp (* x x)) (* (fabs x) (sqrt PI))))
double code(double x) {
return exp((x * x)) / (fabs(x) * sqrt(((double) M_PI)));
}
public static double code(double x) {
return Math.exp((x * x)) / (Math.abs(x) * Math.sqrt(Math.PI));
}
def code(x): return math.exp((x * x)) / (math.fabs(x) * math.sqrt(math.pi))
function code(x) return Float64(exp(Float64(x * x)) / Float64(abs(x) * sqrt(pi))) end
function tmp = code(x) tmp = exp((x * x)) / (abs(x) * sqrt(pi)); end
code[x_] := N[(N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision] / N[(N[Abs[x], $MachinePrecision] * N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{e^{x \cdot x}}{\left|x\right| \cdot \sqrt{\pi}}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around inf
lower-/.f64N/A
lower-exp.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
lower-PI.f6499.5
Applied rewrites99.5%
lift-pow.f64N/A
pow2N/A
lift-*.f6499.5
Applied rewrites99.5%
(FPCore (x) :precision binary64 (/ 1.0 (* (fabs x) (sqrt PI))))
double code(double x) {
return 1.0 / (fabs(x) * sqrt(((double) M_PI)));
}
public static double code(double x) {
return 1.0 / (Math.abs(x) * Math.sqrt(Math.PI));
}
def code(x): return 1.0 / (math.fabs(x) * math.sqrt(math.pi))
function code(x) return Float64(1.0 / Float64(abs(x) * sqrt(pi))) end
function tmp = code(x) tmp = 1.0 / (abs(x) * sqrt(pi)); end
code[x_] := N[(1.0 / N[(N[Abs[x], $MachinePrecision] * N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{\left|x\right| \cdot \sqrt{\pi}}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around inf
lower-/.f64N/A
lower-exp.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
lower-PI.f6499.5
Applied rewrites99.5%
Taylor expanded in x around 0
lower-/.f64N/A
lower-*.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
lower-PI.f642.3
Applied rewrites2.3%
herbie shell --seed 2025164
(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)))))))