
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x))))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+ 1.421413741 (* t_0 (+ -1.453152027 (* t_0 1.061405429)))))))))
(exp (- (* (fabs x) (fabs x))))))))
double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * fabs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(fabs(x) * fabs(x))));
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
t_0 = 1.0d0 / (1.0d0 + (0.3275911d0 * abs(x)))
code = 1.0d0 - ((t_0 * (0.254829592d0 + (t_0 * ((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (t_0 * 1.061405429d0))))))))) * exp(-(abs(x) * abs(x))))
end function
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * Math.abs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * Math.exp(-(Math.abs(x) * Math.abs(x))));
}
def code(x): t_0 = 1.0 / (1.0 + (0.3275911 * math.fabs(x))) return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * math.exp(-(math.fabs(x) * math.fabs(x))))
function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(0.3275911 * abs(x)))) return Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(t_0 * 1.061405429))))))))) * exp(Float64(-Float64(abs(x) * abs(x)))))) end
function tmp = code(x) t_0 = 1.0 / (1.0 + (0.3275911 * abs(x))); tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(abs(x) * abs(x)))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(1.0 - N[(N[(t$95$0 * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(t$95$0 * 1.061405429), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision])], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{1 + 0.3275911 \cdot \left|x\right|}\\
1 - \left(t\_0 \cdot \left(0.254829592 + t\_0 \cdot \left(-0.284496736 + t\_0 \cdot \left(1.421413741 + t\_0 \cdot \left(-1.453152027 + t\_0 \cdot 1.061405429\right)\right)\right)\right)\right) \cdot e^{-\left|x\right| \cdot \left|x\right|}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x))))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+ 1.421413741 (* t_0 (+ -1.453152027 (* t_0 1.061405429)))))))))
(exp (- (* (fabs x) (fabs x))))))))
double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * fabs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(fabs(x) * fabs(x))));
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
t_0 = 1.0d0 / (1.0d0 + (0.3275911d0 * abs(x)))
code = 1.0d0 - ((t_0 * (0.254829592d0 + (t_0 * ((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (t_0 * 1.061405429d0))))))))) * exp(-(abs(x) * abs(x))))
end function
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * Math.abs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * Math.exp(-(Math.abs(x) * Math.abs(x))));
}
def code(x): t_0 = 1.0 / (1.0 + (0.3275911 * math.fabs(x))) return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * math.exp(-(math.fabs(x) * math.fabs(x))))
function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(0.3275911 * abs(x)))) return Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(t_0 * 1.061405429))))))))) * exp(Float64(-Float64(abs(x) * abs(x)))))) end
function tmp = code(x) t_0 = 1.0 / (1.0 + (0.3275911 * abs(x))); tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(abs(x) * abs(x)))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(1.0 - N[(N[(t$95$0 * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(t$95$0 * 1.061405429), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision])], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{1 + 0.3275911 \cdot \left|x\right|}\\
1 - \left(t\_0 \cdot \left(0.254829592 + t\_0 \cdot \left(-0.284496736 + t\_0 \cdot \left(1.421413741 + t\_0 \cdot \left(-1.453152027 + t\_0 \cdot 1.061405429\right)\right)\right)\right)\right) \cdot e^{-\left|x\right| \cdot \left|x\right|}
\end{array}
\end{array}
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (exp (pow x_m 2.0)))
(t_1
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma 0.3275911 x_m 1.0)))
(fma 0.3275911 x_m 1.0))))
(t_2 (/ t_1 (fma 0.3275911 x_m 1.0))))
(if (<= (fabs x_m) 1e-7)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(/
(+
1.0
(pow
(/
(+ -0.254829592 (/ (- 0.284496736 t_2) (fma 0.3275911 x_m 1.0)))
(* (pow (sqrt (fma 0.3275911 x_m 1.0)) 2.0) t_0))
3.0))
(+
1.0
(*
(/
(+ 0.254829592 (/ (+ t_2 -0.284496736) (fma 0.3275911 x_m 1.0)))
(* (fma 0.3275911 x_m 1.0) t_0))
(+
1.0
(/
(+
0.254829592
(/
(+ -0.284496736 (/ (pow (cbrt t_1) 3.0) (fma 0.3275911 x_m 1.0)))
(fma 0.3275911 x_m 1.0)))
(* (fma 0.3275911 x_m 1.0) (exp (* x_m x_m)))))))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = exp(pow(x_m, 2.0));
double t_1 = 1.421413741 + ((-1.453152027 + (1.061405429 / fma(0.3275911, x_m, 1.0))) / fma(0.3275911, x_m, 1.0));
double t_2 = t_1 / fma(0.3275911, x_m, 1.0);
double tmp;
if (fabs(x_m) <= 1e-7) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = (1.0 + pow(((-0.254829592 + ((0.284496736 - t_2) / fma(0.3275911, x_m, 1.0))) / (pow(sqrt(fma(0.3275911, x_m, 1.0)), 2.0) * t_0)), 3.0)) / (1.0 + (((0.254829592 + ((t_2 + -0.284496736) / fma(0.3275911, x_m, 1.0))) / (fma(0.3275911, x_m, 1.0) * t_0)) * (1.0 + ((0.254829592 + ((-0.284496736 + (pow(cbrt(t_1), 3.0) / fma(0.3275911, x_m, 1.0))) / fma(0.3275911, x_m, 1.0))) / (fma(0.3275911, x_m, 1.0) * exp((x_m * x_m)))))));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = exp((x_m ^ 2.0)) t_1 = Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(0.3275911, x_m, 1.0))) / fma(0.3275911, x_m, 1.0))) t_2 = Float64(t_1 / fma(0.3275911, x_m, 1.0)) tmp = 0.0 if (abs(x_m) <= 1e-7) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(Float64(1.0 + (Float64(Float64(-0.254829592 + Float64(Float64(0.284496736 - t_2) / fma(0.3275911, x_m, 1.0))) / Float64((sqrt(fma(0.3275911, x_m, 1.0)) ^ 2.0) * t_0)) ^ 3.0)) / Float64(1.0 + Float64(Float64(Float64(0.254829592 + Float64(Float64(t_2 + -0.284496736) / fma(0.3275911, x_m, 1.0))) / Float64(fma(0.3275911, x_m, 1.0) * t_0)) * Float64(1.0 + Float64(Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64((cbrt(t_1) ^ 3.0) / fma(0.3275911, x_m, 1.0))) / fma(0.3275911, x_m, 1.0))) / Float64(fma(0.3275911, x_m, 1.0) * exp(Float64(x_m * x_m)))))))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-7], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(1.0 + N[Power[N[(N[(-0.254829592 + N[(N[(0.284496736 - t$95$2), $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[Power[N[Sqrt[N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]], $MachinePrecision], 2.0], $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(N[(N[(0.254829592 + N[(N[(t$95$2 + -0.284496736), $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(0.3275911 * x$95$m + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] * N[(1.0 + N[(N[(0.254829592 + N[(N[(-0.284496736 + N[(N[Power[N[Power[t$95$1, 1/3], $MachinePrecision], 3.0], $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(0.3275911 * x$95$m + 1.0), $MachinePrecision] * N[Exp[N[(x$95$m * x$95$m), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := e^{{x\_m}^{2}}\\
t_1 := 1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}\\
t_2 := \frac{t\_1}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}\\
\mathbf{if}\;\left|x\_m\right| \leq 10^{-7}:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1 + {\left(\frac{-0.254829592 + \frac{0.284496736 - t\_2}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{{\left(\sqrt{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}\right)}^{2} \cdot t\_0}\right)}^{3}}{1 + \frac{0.254829592 + \frac{t\_2 + -0.284496736}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right) \cdot t\_0} \cdot \left(1 + \frac{0.254829592 + \frac{-0.284496736 + \frac{{\left(\sqrt[3]{t\_1}\right)}^{3}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right) \cdot e^{x\_m \cdot x\_m}}\right)}\\
\end{array}
\end{array}
if (fabs.f64 x) < 9.9999999999999995e-8Initial program 57.6%
Simplified57.7%
Applied egg-rr56.4%
Simplified56.4%
add-sqr-sqrt56.3%
pow256.3%
Applied egg-rr56.3%
rem-cube-cbrt56.3%
Applied egg-rr56.3%
Taylor expanded in x around 0 96.7%
if 9.9999999999999995e-8 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
Applied egg-rr99.2%
Simplified99.2%
add-sqr-sqrt45.5%
pow245.5%
Applied egg-rr45.5%
rem-cube-cbrt45.5%
Applied egg-rr45.5%
pow245.5%
Applied egg-rr45.5%
Final simplification70.3%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (+ 1.0 (* x_m 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= (fabs x_m) 1e-7)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+
1.0
(*
(exp (- (* x_m x_m)))
(*
(+
0.254829592
(*
(pow (sqrt (fma 0.3275911 (fabs x_m) 1.0)) -2.0)
(+
-0.284496736
(*
t_1
(+ 1.421413741 (* t_1 (+ -1.453152027 (/ 1.061405429 t_0))))))))
(/ 1.0 (- -1.0 (* (fabs x_m) 0.3275911)))))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 + (x_m * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (fabs(x_m) <= 1e-7) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (exp(-(x_m * x_m)) * ((0.254829592 + (pow(sqrt(fma(0.3275911, fabs(x_m), 1.0)), -2.0) * (-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0)))))))) * (1.0 / (-1.0 - (fabs(x_m) * 0.3275911)))));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 + Float64(x_m * 0.3275911)) t_1 = Float64(1.0 / t_0) tmp = 0.0 if (abs(x_m) <= 1e-7) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(exp(Float64(-Float64(x_m * x_m))) * Float64(Float64(0.254829592 + Float64((sqrt(fma(0.3275911, abs(x_m), 1.0)) ^ -2.0) * Float64(-0.284496736 + Float64(t_1 * Float64(1.421413741 + Float64(t_1 * Float64(-1.453152027 + Float64(1.061405429 / t_0)))))))) * Float64(1.0 / Float64(-1.0 - Float64(abs(x_m) * 0.3275911)))))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-7], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[(-N[(x$95$m * x$95$m), $MachinePrecision])], $MachinePrecision] * N[(N[(0.254829592 + N[(N[Power[N[Sqrt[N[(0.3275911 * N[Abs[x$95$m], $MachinePrecision] + 1.0), $MachinePrecision]], $MachinePrecision], -2.0], $MachinePrecision] * N[(-0.284496736 + N[(t$95$1 * N[(1.421413741 + N[(t$95$1 * N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(1.0 / N[(-1.0 - N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := 1 + x\_m \cdot 0.3275911\\
t_1 := \frac{1}{t\_0}\\
\mathbf{if}\;\left|x\_m\right| \leq 10^{-7}:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{-x\_m \cdot x\_m} \cdot \left(\left(0.254829592 + {\left(\sqrt{\mathsf{fma}\left(0.3275911, \left|x\_m\right|, 1\right)}\right)}^{-2} \cdot \left(-0.284496736 + t\_1 \cdot \left(1.421413741 + t\_1 \cdot \left(-1.453152027 + \frac{1.061405429}{t\_0}\right)\right)\right)\right) \cdot \frac{1}{-1 - \left|x\_m\right| \cdot 0.3275911}\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 9.9999999999999995e-8Initial program 57.6%
Simplified57.7%
Applied egg-rr56.4%
Simplified56.4%
add-sqr-sqrt56.3%
pow256.3%
Applied egg-rr56.3%
rem-cube-cbrt56.3%
Applied egg-rr56.3%
Taylor expanded in x around 0 96.7%
if 9.9999999999999995e-8 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt45.5%
fabs-sqr45.5%
add-sqr-sqrt99.4%
Applied egg-rr99.4%
fma-undefine99.4%
associate--l+99.4%
metadata-eval99.4%
+-rgt-identity99.4%
Simplified99.4%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt45.5%
fabs-sqr45.5%
add-sqr-sqrt99.4%
Applied egg-rr99.4%
fma-undefine99.4%
associate--l+99.4%
metadata-eval99.4%
+-rgt-identity99.4%
Simplified99.4%
inv-pow99.4%
add-sqr-sqrt99.4%
unpow-prod-down99.4%
+-commutative99.4%
fma-undefine99.4%
+-commutative99.4%
fma-undefine99.4%
Applied egg-rr99.4%
pow-sqr99.4%
metadata-eval99.4%
Simplified99.4%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt45.5%
fabs-sqr45.5%
add-sqr-sqrt99.4%
Applied egg-rr99.4%
fma-undefine99.4%
associate--l+99.4%
metadata-eval99.4%
+-rgt-identity99.4%
Simplified99.4%
Final simplification98.1%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (+ 1.0 (* x_m 0.3275911)))
(t_1 (/ 1.0 (+ 1.0 (* (fabs x_m) 0.3275911)))))
(if (<= x_m 0.00066)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+
1.0
(*
(exp (- (* x_m x_m)))
(*
t_1
(-
(*
t_1
(-
(*
(+
1.421413741
(* (/ 1.0 t_0) (+ -1.453152027 (/ 1.061405429 t_0))))
(/ -1.0 t_0))
-0.284496736))
0.254829592)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 + (x_m * 0.3275911);
double t_1 = 1.0 / (1.0 + (fabs(x_m) * 0.3275911));
double tmp;
if (x_m <= 0.00066) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (exp(-(x_m * x_m)) * (t_1 * ((t_1 * (((1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = 1.0d0 + (x_m * 0.3275911d0)
t_1 = 1.0d0 / (1.0d0 + (abs(x_m) * 0.3275911d0))
if (x_m <= 0.00066d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0 + (exp(-(x_m * x_m)) * (t_1 * ((t_1 * (((1.421413741d0 + ((1.0d0 / t_0) * ((-1.453152027d0) + (1.061405429d0 / t_0)))) * ((-1.0d0) / t_0)) - (-0.284496736d0))) - 0.254829592d0)))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double t_0 = 1.0 + (x_m * 0.3275911);
double t_1 = 1.0 / (1.0 + (Math.abs(x_m) * 0.3275911));
double tmp;
if (x_m <= 0.00066) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (Math.exp(-(x_m * x_m)) * (t_1 * ((t_1 * (((1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 + (x_m * 0.3275911) t_1 = 1.0 / (1.0 + (math.fabs(x_m) * 0.3275911)) tmp = 0 if x_m <= 0.00066: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 + (math.exp(-(x_m * x_m)) * (t_1 * ((t_1 * (((1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592))) return tmp
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 + Float64(x_m * 0.3275911)) t_1 = Float64(1.0 / Float64(1.0 + Float64(abs(x_m) * 0.3275911))) tmp = 0.0 if (x_m <= 0.00066) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(exp(Float64(-Float64(x_m * x_m))) * Float64(t_1 * Float64(Float64(t_1 * Float64(Float64(Float64(1.421413741 + Float64(Float64(1.0 / t_0) * Float64(-1.453152027 + Float64(1.061405429 / t_0)))) * Float64(-1.0 / t_0)) - -0.284496736)) - 0.254829592)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 + (x_m * 0.3275911); t_1 = 1.0 / (1.0 + (abs(x_m) * 0.3275911)); tmp = 0.0; if (x_m <= 0.00066) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0 + (exp(-(x_m * x_m)) * (t_1 * ((t_1 * (((1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 0.00066], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[(-N[(x$95$m * x$95$m), $MachinePrecision])], $MachinePrecision] * N[(t$95$1 * N[(N[(t$95$1 * N[(N[(N[(1.421413741 + N[(N[(1.0 / t$95$0), $MachinePrecision] * N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := 1 + x\_m \cdot 0.3275911\\
t_1 := \frac{1}{1 + \left|x\_m\right| \cdot 0.3275911}\\
\mathbf{if}\;x\_m \leq 0.00066:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{-x\_m \cdot x\_m} \cdot \left(t\_1 \cdot \left(t\_1 \cdot \left(\left(1.421413741 + \frac{1}{t\_0} \cdot \left(-1.453152027 + \frac{1.061405429}{t\_0}\right)\right) \cdot \frac{-1}{t\_0} - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 6.6e-4Initial program 73.1%
Simplified73.2%
Applied egg-rr71.9%
Simplified71.9%
add-sqr-sqrt35.7%
pow235.7%
Applied egg-rr35.7%
rem-cube-cbrt35.7%
Applied egg-rr35.7%
Taylor expanded in x around 0 62.5%
if 6.6e-4 < x Initial program 100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
Final simplification71.3%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 0.99)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+
1.0
(* -0.254829592 (/ (exp (- (pow x_m 2.0))) (+ 1.0 (* x_m 0.3275911)))))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.99) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (-0.254829592 * (exp(-pow(x_m, 2.0)) / (1.0 + (x_m * 0.3275911))));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.99d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0 + ((-0.254829592d0) * (exp(-(x_m ** 2.0d0)) / (1.0d0 + (x_m * 0.3275911d0))))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 0.99) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (-0.254829592 * (Math.exp(-Math.pow(x_m, 2.0)) / (1.0 + (x_m * 0.3275911))));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.99: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 + (-0.254829592 * (math.exp(-math.pow(x_m, 2.0)) / (1.0 + (x_m * 0.3275911)))) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.99) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(-0.254829592 * Float64(exp(Float64(-(x_m ^ 2.0))) / Float64(1.0 + Float64(x_m * 0.3275911))))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.99) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0 + (-0.254829592 * (exp(-(x_m ^ 2.0)) / (1.0 + (x_m * 0.3275911)))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.99], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(-0.254829592 * N[(N[Exp[(-N[Power[x$95$m, 2.0], $MachinePrecision])], $MachinePrecision] / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.99:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + -0.254829592 \cdot \frac{e^{-{x\_m}^{2}}}{1 + x\_m \cdot 0.3275911}\\
\end{array}
\end{array}
if x < 0.98999999999999999Initial program 73.1%
Simplified73.2%
Applied egg-rr71.9%
Simplified71.9%
add-sqr-sqrt35.7%
pow235.7%
Applied egg-rr35.7%
rem-cube-cbrt35.7%
Applied egg-rr35.7%
Taylor expanded in x around 0 62.5%
if 0.98999999999999999 < x Initial program 100.0%
Simplified100.0%
add-cbrt-cube100.0%
pow3100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf 99.7%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr99.7%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified99.7%
Final simplification71.2%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 1.05)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(- 1.0 (/ (/ 0.7778892405807117 x_m) (exp (pow x_m 2.0))))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.05) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 - ((0.7778892405807117 / x_m) / exp(pow(x_m, 2.0)));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 1.05d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0 - ((0.7778892405807117d0 / x_m) / exp((x_m ** 2.0d0)))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 1.05) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 - ((0.7778892405807117 / x_m) / Math.exp(Math.pow(x_m, 2.0)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 1.05: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 - ((0.7778892405807117 / x_m) / math.exp(math.pow(x_m, 2.0))) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.05) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 - Float64(Float64(0.7778892405807117 / x_m) / exp((x_m ^ 2.0)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 1.05) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0 - ((0.7778892405807117 / x_m) / exp((x_m ^ 2.0))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.05], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(N[(0.7778892405807117 / x$95$m), $MachinePrecision] / N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.05:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{\frac{0.7778892405807117}{x\_m}}{e^{{x\_m}^{2}}}\\
\end{array}
\end{array}
if x < 1.05000000000000004Initial program 73.1%
Simplified73.2%
Applied egg-rr71.9%
Simplified71.9%
add-sqr-sqrt35.7%
pow235.7%
Applied egg-rr35.7%
rem-cube-cbrt35.7%
Applied egg-rr35.7%
Taylor expanded in x around 0 62.5%
if 1.05000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
add-sqr-sqrt100.0%
pow2100.0%
Applied egg-rr100.0%
rem-cube-cbrt100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf 99.6%
associate-*r/99.6%
metadata-eval99.6%
associate-/r*99.6%
Simplified99.6%
Final simplification71.2%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 1.52)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+ 1.0 (/ (- (/ 5.025594373870528 x_m) 0.7778892405807117) x_m))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.52) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (((5.025594373870528 / x_m) - 0.7778892405807117) / x_m);
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 1.52d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0 + (((5.025594373870528d0 / x_m) - 0.7778892405807117d0) / x_m)
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 1.52) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (((5.025594373870528 / x_m) - 0.7778892405807117) / x_m);
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 1.52: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 + (((5.025594373870528 / x_m) - 0.7778892405807117) / x_m) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.52) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(Float64(Float64(5.025594373870528 / x_m) - 0.7778892405807117) / x_m)); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 1.52) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0 + (((5.025594373870528 / x_m) - 0.7778892405807117) / x_m); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.52], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(N[(5.025594373870528 / x$95$m), $MachinePrecision] - 0.7778892405807117), $MachinePrecision] / x$95$m), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.52:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{\frac{5.025594373870528}{x\_m} - 0.7778892405807117}{x\_m}\\
\end{array}
\end{array}
if x < 1.52Initial program 73.1%
Simplified73.2%
Applied egg-rr71.9%
Simplified71.9%
add-sqr-sqrt35.7%
pow235.7%
Applied egg-rr35.7%
rem-cube-cbrt35.7%
Applied egg-rr35.7%
Taylor expanded in x around 0 62.5%
if 1.52 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 96.6%
Simplified96.6%
Taylor expanded in x around -inf 96.7%
mul-1-neg96.7%
unsub-neg96.7%
associate-*r/96.7%
metadata-eval96.7%
Simplified96.7%
Final simplification70.5%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 1.82) (+ 1e-9 (* x_m (+ 1.128386358070218 (* x_m -0.00011824294398844343)))) (+ 1.0 (/ (- (/ 5.025594373870528 x_m) 0.7778892405807117) x_m))))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.82) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0 + (((5.025594373870528 / x_m) - 0.7778892405807117) / x_m);
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 1.82d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * (-0.00011824294398844343d0))))
else
tmp = 1.0d0 + (((5.025594373870528d0 / x_m) - 0.7778892405807117d0) / x_m)
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 1.82) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0 + (((5.025594373870528 / x_m) - 0.7778892405807117) / x_m);
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 1.82: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))) else: tmp = 1.0 + (((5.025594373870528 / x_m) - 0.7778892405807117) / x_m) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.82) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * -0.00011824294398844343)))); else tmp = Float64(1.0 + Float64(Float64(Float64(5.025594373870528 / x_m) - 0.7778892405807117) / x_m)); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 1.82) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))); else tmp = 1.0 + (((5.025594373870528 / x_m) - 0.7778892405807117) / x_m); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.82], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(N[(5.025594373870528 / x$95$m), $MachinePrecision] - 0.7778892405807117), $MachinePrecision] / x$95$m), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.82:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{\frac{5.025594373870528}{x\_m} - 0.7778892405807117}{x\_m}\\
\end{array}
\end{array}
if x < 1.82000000000000006Initial program 73.1%
Simplified73.2%
Applied egg-rr71.9%
Simplified71.9%
add-sqr-sqrt35.7%
pow235.7%
Applied egg-rr35.7%
rem-cube-cbrt35.7%
Applied egg-rr35.7%
Taylor expanded in x around 0 61.5%
*-commutative61.5%
Simplified61.5%
if 1.82000000000000006 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 96.6%
Simplified96.6%
Taylor expanded in x around -inf 96.7%
mul-1-neg96.7%
unsub-neg96.7%
associate-*r/96.7%
metadata-eval96.7%
Simplified96.7%
Final simplification69.7%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 1.65) (+ 1e-9 (* x_m (+ 1.128386358070218 (* x_m -0.00011824294398844343)))) (- 1.0 (/ 0.7778892405807117 x_m))))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.65) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0 - (0.7778892405807117 / x_m);
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 1.65d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * (-0.00011824294398844343d0))))
else
tmp = 1.0d0 - (0.7778892405807117d0 / x_m)
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 1.65) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0 - (0.7778892405807117 / x_m);
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 1.65: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))) else: tmp = 1.0 - (0.7778892405807117 / x_m) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.65) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * -0.00011824294398844343)))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / x_m)); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 1.65) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))); else tmp = 1.0 - (0.7778892405807117 / x_m); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.65], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / x$95$m), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.65:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x\_m}\\
\end{array}
\end{array}
if x < 1.6499999999999999Initial program 73.1%
Simplified73.2%
Applied egg-rr71.9%
Simplified71.9%
add-sqr-sqrt35.7%
pow235.7%
Applied egg-rr35.7%
rem-cube-cbrt35.7%
Applied egg-rr35.7%
Taylor expanded in x around 0 61.5%
*-commutative61.5%
Simplified61.5%
if 1.6499999999999999 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 96.6%
Simplified96.6%
Taylor expanded in x around inf 96.6%
associate-*r/96.6%
metadata-eval96.6%
Simplified96.6%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 1.65) (+ 1e-9 (* x_m 1.128386358070218)) (- 1.0 (/ 0.7778892405807117 x_m))))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.65) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1.0 - (0.7778892405807117 / x_m);
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 1.65d0) then
tmp = 1d-9 + (x_m * 1.128386358070218d0)
else
tmp = 1.0d0 - (0.7778892405807117d0 / x_m)
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 1.65) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1.0 - (0.7778892405807117 / x_m);
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 1.65: tmp = 1e-9 + (x_m * 1.128386358070218) else: tmp = 1.0 - (0.7778892405807117 / x_m) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.65) tmp = Float64(1e-9 + Float64(x_m * 1.128386358070218)); else tmp = Float64(1.0 - Float64(0.7778892405807117 / x_m)); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 1.65) tmp = 1e-9 + (x_m * 1.128386358070218); else tmp = 1.0 - (0.7778892405807117 / x_m); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.65], N[(1e-9 + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / x$95$m), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.65:\\
\;\;\;\;10^{-9} + x\_m \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x\_m}\\
\end{array}
\end{array}
if x < 1.6499999999999999Initial program 73.1%
Simplified73.2%
Taylor expanded in x around 0 71.0%
Simplified68.1%
Taylor expanded in x around 0 61.5%
*-commutative61.5%
Simplified61.5%
if 1.6499999999999999 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 96.6%
Simplified96.6%
Taylor expanded in x around inf 96.6%
associate-*r/96.6%
metadata-eval96.6%
Simplified96.6%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 900000000.0) (+ 1e-9 (* x_m 1.128386358070218)) 1e-9))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 900000000.0) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1e-9;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 900000000.0d0) then
tmp = 1d-9 + (x_m * 1.128386358070218d0)
else
tmp = 1d-9
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 900000000.0) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1e-9;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 900000000.0: tmp = 1e-9 + (x_m * 1.128386358070218) else: tmp = 1e-9 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 900000000.0) tmp = Float64(1e-9 + Float64(x_m * 1.128386358070218)); else tmp = 1e-9; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 900000000.0) tmp = 1e-9 + (x_m * 1.128386358070218); else tmp = 1e-9; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 900000000.0], N[(1e-9 + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1e-9]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 900000000:\\
\;\;\;\;10^{-9} + x\_m \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;10^{-9}\\
\end{array}
\end{array}
if x < 9e8Initial program 73.6%
Simplified73.6%
Taylor expanded in x around 0 70.6%
Simplified67.8%
Taylor expanded in x around 0 60.8%
*-commutative60.8%
Simplified60.8%
if 9e8 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 99.3%
Simplified99.3%
Taylor expanded in x around 0 11.1%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 1e-9)
x_m = fabs(x);
double code(double x_m) {
return 1e-9;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
code = 1d-9
end function
x_m = Math.abs(x);
public static double code(double x_m) {
return 1e-9;
}
x_m = math.fabs(x) def code(x_m): return 1e-9
x_m = abs(x) function code(x_m) return 1e-9 end
x_m = abs(x); function tmp = code(x_m) tmp = 1e-9; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := 1e-9
\begin{array}{l}
x_m = \left|x\right|
\\
10^{-9}
\end{array}
Initial program 79.4%
Simplified79.5%
Taylor expanded in x around 0 77.0%
Simplified74.8%
Taylor expanded in x around 0 52.0%
herbie shell --seed 2024123
(FPCore (x)
:name "Jmat.Real.erf"
:precision binary64
(- 1.0 (* (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) (+ 0.254829592 (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) (+ -0.284496736 (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) (+ 1.421413741 (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) (+ -1.453152027 (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) 1.061405429))))))))) (exp (- (* (fabs x) (fabs x)))))))