
(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}
(FPCore (x)
:precision binary64
(let* ((t_0 (fma 0.3275911 (fabs x) 1.0)))
(if (<= (fabs x) 2e-11)
(+ 1e-9 (* x 1.128386358070218))
(log
(exp
(-
1.0
(/
(+
0.254829592
(/
(+
-0.284496736
(/
(+ 1.421413741 (/ (+ -1.453152027 (/ 1.061405429 t_0)) t_0))
t_0))
t_0))
(* t_0 (pow (exp x) x)))))))))
double code(double x) {
double t_0 = fma(0.3275911, fabs(x), 1.0);
double tmp;
if (fabs(x) <= 2e-11) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = log(exp((1.0 - ((0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / (t_0 * pow(exp(x), x))))));
}
return tmp;
}
function code(x) t_0 = fma(0.3275911, abs(x), 1.0) tmp = 0.0 if (abs(x) <= 2e-11) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = log(exp(Float64(1.0 - Float64(Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / Float64(t_0 * (exp(x) ^ x)))))); end return tmp end
code[x_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x], $MachinePrecision] + 1.0), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 2e-11], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], N[Log[N[Exp[N[(1.0 - N[(N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / N[(t$95$0 * N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.3275911, \left|x\right|, 1\right)\\
\mathbf{if}\;\left|x\right| \leq 2 \cdot 10^{-11}:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;\log \left(e^{1 - \frac{0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{t_0}}{t_0}}{t_0}}{t_0}}{t_0 \cdot {\left(e^{x}\right)}^{x}}}\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.99999999999999988e-11Initial program 57.7%
associate-*l*57.7%
Simplified57.7%
Applied egg-rr57.7%
distribute-neg-frac57.7%
Simplified57.6%
Taylor expanded in x around 0 98.9%
*-commutative98.9%
Simplified98.9%
if 1.99999999999999988e-11 < (fabs.f64 x) Initial program 99.7%
associate-*l*99.7%
Simplified99.7%
Applied egg-rr99.7%
Final simplification99.3%
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x) 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= (fabs x) 2e-11)
(+ 1e-9 (* x 1.128386358070218))
(+
1.0
(*
t_1
(*
(exp (* x (- x)))
(-
(*
t_1
(-
(*
(+ 1.421413741 (* t_1 (+ -1.453152027 (/ 1.061405429 t_0))))
(/ -1.0 t_0))
-0.284496736))
0.254829592)))))))
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (fabs(x) <= 2e-11) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0)))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = 1.0d0 + (abs(x) * 0.3275911d0)
t_1 = 1.0d0 / t_0
if (abs(x) <= 2d-11) then
tmp = 1d-9 + (x * 1.128386358070218d0)
else
tmp = 1.0d0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.421413741d0 + (t_1 * ((-1.453152027d0) + (1.061405429d0 / t_0)))) * ((-1.0d0) / t_0)) - (-0.284496736d0))) - 0.254829592d0)))
end if
code = tmp
end function
public static double code(double x) {
double t_0 = 1.0 + (Math.abs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (Math.abs(x) <= 2e-11) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0 + (t_1 * (Math.exp((x * -x)) * ((t_1 * (((1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0)))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
def code(x): t_0 = 1.0 + (math.fabs(x) * 0.3275911) t_1 = 1.0 / t_0 tmp = 0 if math.fabs(x) <= 2e-11: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1.0 + (t_1 * (math.exp((x * -x)) * ((t_1 * (((1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0)))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592))) return tmp
function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) t_1 = Float64(1.0 / t_0) tmp = 0.0 if (abs(x) <= 2e-11) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = Float64(1.0 + Float64(t_1 * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(t_1 * Float64(Float64(Float64(1.421413741 + Float64(t_1 * Float64(-1.453152027 + Float64(1.061405429 / t_0)))) * Float64(-1.0 / t_0)) - -0.284496736)) - 0.254829592)))); end return tmp end
function tmp_2 = code(x) t_0 = 1.0 + (abs(x) * 0.3275911); t_1 = 1.0 / t_0; tmp = 0.0; if (abs(x) <= 2e-11) tmp = 1e-9 + (x * 1.128386358070218); else tmp = 1.0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0)))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592))); end tmp_2 = tmp; end
code[x_] := Block[{t$95$0 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 2e-11], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(t$95$1 * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(t$95$1 * N[(N[(N[(1.421413741 + N[(t$95$1 * 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}
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
\mathbf{if}\;\left|x\right| \leq 2 \cdot 10^{-11}:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1 + t_1 \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(t_1 \cdot \left(\left(1.421413741 + t_1 \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 (fabs.f64 x) < 1.99999999999999988e-11Initial program 57.7%
associate-*l*57.7%
Simplified57.7%
Applied egg-rr57.7%
distribute-neg-frac57.7%
Simplified57.6%
Taylor expanded in x around 0 98.9%
*-commutative98.9%
Simplified98.9%
if 1.99999999999999988e-11 < (fabs.f64 x) Initial program 99.7%
associate-*l*99.7%
Simplified99.7%
Final simplification99.3%
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x) 0.3275911)))
(t_1 (/ 1.0 t_0))
(t_2 (exp (* x (- x))))
(t_3 (/ 1.0 (+ 1.0 (* x 0.3275911)))))
(if (<= x -2.5e-17)
(+
1.0
(*
(*
t_2
(+
0.254829592
(* t_1 (+ -0.284496736 (* t_1 (- (* 1.061405429 t_1) 0.031738286))))))
(/ -1.0 t_0)))
(if (<= x 1.25e-6)
(+ 1e-9 (* x 1.128386358070218))
(-
1.0
(*
t_1
(*
t_2
(+
0.254829592
(*
t_3
(+
-0.284496736
(*
t_1
(+
1.421413741
(* (+ -1.453152027 (/ 1.061405429 t_0)) t_3)))))))))))))
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double t_2 = exp((x * -x));
double t_3 = 1.0 / (1.0 + (x * 0.3275911));
double tmp;
if (x <= -2.5e-17) {
tmp = 1.0 + ((t_2 * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * ((1.061405429 * t_1) - 0.031738286)))))) * (-1.0 / t_0));
} else if (x <= 1.25e-6) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0 - (t_1 * (t_2 * (0.254829592 + (t_3 * (-0.284496736 + (t_1 * (1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) * t_3))))))));
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
real(8) :: tmp
t_0 = 1.0d0 + (abs(x) * 0.3275911d0)
t_1 = 1.0d0 / t_0
t_2 = exp((x * -x))
t_3 = 1.0d0 / (1.0d0 + (x * 0.3275911d0))
if (x <= (-2.5d-17)) then
tmp = 1.0d0 + ((t_2 * (0.254829592d0 + (t_1 * ((-0.284496736d0) + (t_1 * ((1.061405429d0 * t_1) - 0.031738286d0)))))) * ((-1.0d0) / t_0))
else if (x <= 1.25d-6) then
tmp = 1d-9 + (x * 1.128386358070218d0)
else
tmp = 1.0d0 - (t_1 * (t_2 * (0.254829592d0 + (t_3 * ((-0.284496736d0) + (t_1 * (1.421413741d0 + (((-1.453152027d0) + (1.061405429d0 / t_0)) * t_3))))))))
end if
code = tmp
end function
public static double code(double x) {
double t_0 = 1.0 + (Math.abs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double t_2 = Math.exp((x * -x));
double t_3 = 1.0 / (1.0 + (x * 0.3275911));
double tmp;
if (x <= -2.5e-17) {
tmp = 1.0 + ((t_2 * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * ((1.061405429 * t_1) - 0.031738286)))))) * (-1.0 / t_0));
} else if (x <= 1.25e-6) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0 - (t_1 * (t_2 * (0.254829592 + (t_3 * (-0.284496736 + (t_1 * (1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) * t_3))))))));
}
return tmp;
}
def code(x): t_0 = 1.0 + (math.fabs(x) * 0.3275911) t_1 = 1.0 / t_0 t_2 = math.exp((x * -x)) t_3 = 1.0 / (1.0 + (x * 0.3275911)) tmp = 0 if x <= -2.5e-17: tmp = 1.0 + ((t_2 * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * ((1.061405429 * t_1) - 0.031738286)))))) * (-1.0 / t_0)) elif x <= 1.25e-6: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1.0 - (t_1 * (t_2 * (0.254829592 + (t_3 * (-0.284496736 + (t_1 * (1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) * t_3)))))))) return tmp
function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) t_1 = Float64(1.0 / t_0) t_2 = exp(Float64(x * Float64(-x))) t_3 = Float64(1.0 / Float64(1.0 + Float64(x * 0.3275911))) tmp = 0.0 if (x <= -2.5e-17) tmp = Float64(1.0 + Float64(Float64(t_2 * Float64(0.254829592 + Float64(t_1 * Float64(-0.284496736 + Float64(t_1 * Float64(Float64(1.061405429 * t_1) - 0.031738286)))))) * Float64(-1.0 / t_0))); elseif (x <= 1.25e-6) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = Float64(1.0 - Float64(t_1 * Float64(t_2 * Float64(0.254829592 + Float64(t_3 * Float64(-0.284496736 + Float64(t_1 * Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) * t_3))))))))); end return tmp end
function tmp_2 = code(x) t_0 = 1.0 + (abs(x) * 0.3275911); t_1 = 1.0 / t_0; t_2 = exp((x * -x)); t_3 = 1.0 / (1.0 + (x * 0.3275911)); tmp = 0.0; if (x <= -2.5e-17) tmp = 1.0 + ((t_2 * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * ((1.061405429 * t_1) - 0.031738286)))))) * (-1.0 / t_0)); elseif (x <= 1.25e-6) tmp = 1e-9 + (x * 1.128386358070218); else tmp = 1.0 - (t_1 * (t_2 * (0.254829592 + (t_3 * (-0.284496736 + (t_1 * (1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) * t_3)))))))); end tmp_2 = tmp; end
code[x_] := Block[{t$95$0 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$3 = N[(1.0 / N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, -2.5e-17], N[(1.0 + N[(N[(t$95$2 * N[(0.254829592 + N[(t$95$1 * N[(-0.284496736 + N[(t$95$1 * N[(N[(1.061405429 * t$95$1), $MachinePrecision] - 0.031738286), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[x, 1.25e-6], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(t$95$1 * N[(t$95$2 * N[(0.254829592 + N[(t$95$3 * N[(-0.284496736 + N[(t$95$1 * N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] * t$95$3), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
t_2 := e^{x \cdot \left(-x\right)}\\
t_3 := \frac{1}{1 + x \cdot 0.3275911}\\
\mathbf{if}\;x \leq -2.5 \cdot 10^{-17}:\\
\;\;\;\;1 + \left(t_2 \cdot \left(0.254829592 + t_1 \cdot \left(-0.284496736 + t_1 \cdot \left(1.061405429 \cdot t_1 - 0.031738286\right)\right)\right)\right) \cdot \frac{-1}{t_0}\\
\mathbf{elif}\;x \leq 1.25 \cdot 10^{-6}:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1 - t_1 \cdot \left(t_2 \cdot \left(0.254829592 + t_3 \cdot \left(-0.284496736 + t_1 \cdot \left(1.421413741 + \left(-1.453152027 + \frac{1.061405429}{t_0}\right) \cdot t_3\right)\right)\right)\right)\\
\end{array}
\end{array}
if x < -2.4999999999999999e-17Initial program 98.8%
associate-*l*98.8%
Simplified98.8%
expm1-log1p-u98.8%
expm1-udef98.8%
log1p-udef98.8%
add-exp-log98.8%
+-commutative98.8%
fma-udef98.8%
Applied egg-rr98.8%
fma-def98.8%
associate--l+98.8%
metadata-eval98.8%
+-rgt-identity98.8%
unpow198.8%
sqr-pow0.0%
fabs-sqr0.0%
sqr-pow95.0%
unpow195.0%
Simplified95.0%
Taylor expanded in x around 0 95.1%
if -2.4999999999999999e-17 < x < 1.2500000000000001e-6Initial program 57.7%
associate-*l*57.7%
Simplified57.7%
Applied egg-rr57.7%
distribute-neg-frac57.7%
Simplified57.7%
Taylor expanded in x around 0 99.4%
*-commutative99.4%
Simplified99.4%
if 1.2500000000000001e-6 < x Initial program 99.8%
associate-*l*99.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
Final simplification98.5%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* x 0.3275911))))
(t_1 (+ 1.0 (* (fabs x) 0.3275911))))
(if (or (<= x -2.5e-17) (not (<= x 1.25e-6)))
(+
1.0
(*
(*
(exp (* x (- x)))
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
(/ 1.0 t_1)
(+ 1.421413741 (* (+ -1.453152027 (/ 1.061405429 t_1)) t_0)))))))
(/ -1.0 t_1)))
(+ 1e-9 (* x 1.128386358070218)))))
double code(double x) {
double t_0 = 1.0 / (1.0 + (x * 0.3275911));
double t_1 = 1.0 + (fabs(x) * 0.3275911);
double tmp;
if ((x <= -2.5e-17) || !(x <= 1.25e-6)) {
tmp = 1.0 + ((exp((x * -x)) * (0.254829592 + (t_0 * (-0.284496736 + ((1.0 / t_1) * (1.421413741 + ((-1.453152027 + (1.061405429 / t_1)) * t_0))))))) * (-1.0 / t_1));
} else {
tmp = 1e-9 + (x * 1.128386358070218);
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = 1.0d0 / (1.0d0 + (x * 0.3275911d0))
t_1 = 1.0d0 + (abs(x) * 0.3275911d0)
if ((x <= (-2.5d-17)) .or. (.not. (x <= 1.25d-6))) then
tmp = 1.0d0 + ((exp((x * -x)) * (0.254829592d0 + (t_0 * ((-0.284496736d0) + ((1.0d0 / t_1) * (1.421413741d0 + (((-1.453152027d0) + (1.061405429d0 / t_1)) * t_0))))))) * ((-1.0d0) / t_1))
else
tmp = 1d-9 + (x * 1.128386358070218d0)
end if
code = tmp
end function
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (x * 0.3275911));
double t_1 = 1.0 + (Math.abs(x) * 0.3275911);
double tmp;
if ((x <= -2.5e-17) || !(x <= 1.25e-6)) {
tmp = 1.0 + ((Math.exp((x * -x)) * (0.254829592 + (t_0 * (-0.284496736 + ((1.0 / t_1) * (1.421413741 + ((-1.453152027 + (1.061405429 / t_1)) * t_0))))))) * (-1.0 / t_1));
} else {
tmp = 1e-9 + (x * 1.128386358070218);
}
return tmp;
}
def code(x): t_0 = 1.0 / (1.0 + (x * 0.3275911)) t_1 = 1.0 + (math.fabs(x) * 0.3275911) tmp = 0 if (x <= -2.5e-17) or not (x <= 1.25e-6): tmp = 1.0 + ((math.exp((x * -x)) * (0.254829592 + (t_0 * (-0.284496736 + ((1.0 / t_1) * (1.421413741 + ((-1.453152027 + (1.061405429 / t_1)) * t_0))))))) * (-1.0 / t_1)) else: tmp = 1e-9 + (x * 1.128386358070218) return tmp
function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(x * 0.3275911))) t_1 = Float64(1.0 + Float64(abs(x) * 0.3275911)) tmp = 0.0 if ((x <= -2.5e-17) || !(x <= 1.25e-6)) tmp = Float64(1.0 + Float64(Float64(exp(Float64(x * Float64(-x))) * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(Float64(1.0 / t_1) * Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / t_1)) * t_0))))))) * Float64(-1.0 / t_1))); else tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); end return tmp end
function tmp_2 = code(x) t_0 = 1.0 / (1.0 + (x * 0.3275911)); t_1 = 1.0 + (abs(x) * 0.3275911); tmp = 0.0; if ((x <= -2.5e-17) || ~((x <= 1.25e-6))) tmp = 1.0 + ((exp((x * -x)) * (0.254829592 + (t_0 * (-0.284496736 + ((1.0 / t_1) * (1.421413741 + ((-1.453152027 + (1.061405429 / t_1)) * t_0))))))) * (-1.0 / t_1)); else tmp = 1e-9 + (x * 1.128386358070218); end tmp_2 = tmp; end
code[x_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[Or[LessEqual[x, -2.5e-17], N[Not[LessEqual[x, 1.25e-6]], $MachinePrecision]], N[(1.0 + N[(N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(N[(1.0 / t$95$1), $MachinePrecision] * N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / t$95$1), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{1 + x \cdot 0.3275911}\\
t_1 := 1 + \left|x\right| \cdot 0.3275911\\
\mathbf{if}\;x \leq -2.5 \cdot 10^{-17} \lor \neg \left(x \leq 1.25 \cdot 10^{-6}\right):\\
\;\;\;\;1 + \left(e^{x \cdot \left(-x\right)} \cdot \left(0.254829592 + t_0 \cdot \left(-0.284496736 + \frac{1}{t_1} \cdot \left(1.421413741 + \left(-1.453152027 + \frac{1.061405429}{t_1}\right) \cdot t_0\right)\right)\right)\right) \cdot \frac{-1}{t_1}\\
\mathbf{else}:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\end{array}
\end{array}
if x < -2.4999999999999999e-17 or 1.2500000000000001e-6 < x Initial program 99.3%
associate-*l*99.3%
Simplified99.3%
expm1-log1p-u99.3%
expm1-udef99.3%
log1p-udef99.3%
add-exp-log99.3%
+-commutative99.3%
fma-udef99.3%
Applied egg-rr99.3%
fma-def99.3%
associate--l+99.3%
metadata-eval99.3%
+-rgt-identity99.3%
unpow199.3%
sqr-pow50.7%
fabs-sqr50.7%
sqr-pow97.4%
unpow197.4%
Simplified97.4%
expm1-log1p-u99.3%
expm1-udef99.3%
log1p-udef99.3%
add-exp-log99.3%
+-commutative99.3%
fma-udef99.3%
Applied egg-rr97.4%
fma-def99.3%
associate--l+99.3%
metadata-eval99.3%
+-rgt-identity99.3%
unpow199.3%
sqr-pow50.7%
fabs-sqr50.7%
sqr-pow97.4%
unpow197.4%
Simplified97.5%
if -2.4999999999999999e-17 < x < 1.2500000000000001e-6Initial program 57.7%
associate-*l*57.7%
Simplified57.7%
Applied egg-rr57.7%
distribute-neg-frac57.7%
Simplified57.7%
Taylor expanded in x around 0 99.4%
*-commutative99.4%
Simplified99.4%
Final simplification98.5%
(FPCore (x)
:precision binary64
(if (<= x -8.6e-10)
1.0
(if (<= x 1.1)
(+
1e-9
(+
(* x (* x -0.00011824294398844343))
(+
(log (exp (* -0.37545125292247583 (pow x 3.0))))
(* x 1.128386358070218))))
1.0)))
double code(double x) {
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 1.1) {
tmp = 1e-9 + ((x * (x * -0.00011824294398844343)) + (log(exp((-0.37545125292247583 * pow(x, 3.0)))) + (x * 1.128386358070218)));
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-8.6d-10)) then
tmp = 1.0d0
else if (x <= 1.1d0) then
tmp = 1d-9 + ((x * (x * (-0.00011824294398844343d0))) + (log(exp(((-0.37545125292247583d0) * (x ** 3.0d0)))) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 1.1) {
tmp = 1e-9 + ((x * (x * -0.00011824294398844343)) + (Math.log(Math.exp((-0.37545125292247583 * Math.pow(x, 3.0)))) + (x * 1.128386358070218)));
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if x <= -8.6e-10: tmp = 1.0 elif x <= 1.1: tmp = 1e-9 + ((x * (x * -0.00011824294398844343)) + (math.log(math.exp((-0.37545125292247583 * math.pow(x, 3.0)))) + (x * 1.128386358070218))) else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 1.1) tmp = Float64(1e-9 + Float64(Float64(x * Float64(x * -0.00011824294398844343)) + Float64(log(exp(Float64(-0.37545125292247583 * (x ^ 3.0)))) + Float64(x * 1.128386358070218)))); else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 1.1) tmp = 1e-9 + ((x * (x * -0.00011824294398844343)) + (log(exp((-0.37545125292247583 * (x ^ 3.0)))) + (x * 1.128386358070218))); else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -8.6e-10], 1.0, If[LessEqual[x, 1.1], N[(1e-9 + N[(N[(x * N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision] + N[(N[Log[N[Exp[N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.6 \cdot 10^{-10}:\\
\;\;\;\;1\\
\mathbf{elif}\;x \leq 1.1:\\
\;\;\;\;10^{-9} + \left(x \cdot \left(x \cdot -0.00011824294398844343\right) + \left(\log \left(e^{-0.37545125292247583 \cdot {x}^{3}}\right) + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -8.60000000000000029e-10 or 1.1000000000000001 < x Initial program 99.8%
associate-*l*99.8%
Simplified99.8%
Applied egg-rr99.8%
distribute-neg-frac99.8%
Simplified97.5%
Taylor expanded in x around inf 97.8%
if -8.60000000000000029e-10 < x < 1.1000000000000001Initial program 57.9%
associate-*l*57.9%
Simplified57.9%
Applied egg-rr57.9%
distribute-neg-frac57.9%
Simplified57.8%
Taylor expanded in x around 0 98.7%
add-log-exp98.7%
Applied egg-rr98.7%
pow198.7%
pow298.7%
*-commutative98.7%
Applied egg-rr98.7%
unpow198.7%
associate-*l*98.7%
Simplified98.7%
Final simplification98.3%
(FPCore (x)
:precision binary64
(if (<= x -8.6e-10)
1.0
(if (<= x 1.1)
(+
1e-9
(+
(* x (* x -0.00011824294398844343))
(+ (* -0.37545125292247583 (pow x 3.0)) (* x 1.128386358070218))))
1.0)))
double code(double x) {
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 1.1) {
tmp = 1e-9 + ((x * (x * -0.00011824294398844343)) + ((-0.37545125292247583 * pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-8.6d-10)) then
tmp = 1.0d0
else if (x <= 1.1d0) then
tmp = 1d-9 + ((x * (x * (-0.00011824294398844343d0))) + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 1.1) {
tmp = 1e-9 + ((x * (x * -0.00011824294398844343)) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if x <= -8.6e-10: tmp = 1.0 elif x <= 1.1: tmp = 1e-9 + ((x * (x * -0.00011824294398844343)) + ((-0.37545125292247583 * math.pow(x, 3.0)) + (x * 1.128386358070218))) else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 1.1) tmp = Float64(1e-9 + Float64(Float64(x * Float64(x * -0.00011824294398844343)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(x * 1.128386358070218)))); else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 1.1) tmp = 1e-9 + ((x * (x * -0.00011824294398844343)) + ((-0.37545125292247583 * (x ^ 3.0)) + (x * 1.128386358070218))); else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -8.6e-10], 1.0, If[LessEqual[x, 1.1], N[(1e-9 + N[(N[(x * N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.6 \cdot 10^{-10}:\\
\;\;\;\;1\\
\mathbf{elif}\;x \leq 1.1:\\
\;\;\;\;10^{-9} + \left(x \cdot \left(x \cdot -0.00011824294398844343\right) + \left(-0.37545125292247583 \cdot {x}^{3} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -8.60000000000000029e-10 or 1.1000000000000001 < x Initial program 99.8%
associate-*l*99.8%
Simplified99.8%
Applied egg-rr99.8%
distribute-neg-frac99.8%
Simplified97.5%
Taylor expanded in x around inf 97.8%
if -8.60000000000000029e-10 < x < 1.1000000000000001Initial program 57.9%
associate-*l*57.9%
Simplified57.9%
Applied egg-rr57.9%
distribute-neg-frac57.9%
Simplified57.8%
Taylor expanded in x around 0 98.7%
pow198.7%
pow298.7%
*-commutative98.7%
Applied egg-rr98.7%
unpow198.7%
associate-*l*98.7%
Simplified98.7%
Final simplification98.3%
(FPCore (x)
:precision binary64
(let* ((t_0 (* x (+ 1.128386358070218 (* x -0.00011824294398844343)))))
(if (<= x -8.6e-10)
1.0
(if (<= x 0.88) (/ (- 1e-18 (* t_0 t_0)) (- 1e-9 t_0)) 1.0))))
double code(double x) {
double t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343));
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 0.88) {
tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0);
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: tmp
t_0 = x * (1.128386358070218d0 + (x * (-0.00011824294398844343d0)))
if (x <= (-8.6d-10)) then
tmp = 1.0d0
else if (x <= 0.88d0) then
tmp = (1d-18 - (t_0 * t_0)) / (1d-9 - t_0)
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343));
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 0.88) {
tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0);
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343)) tmp = 0 if x <= -8.6e-10: tmp = 1.0 elif x <= 0.88: tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0) else: tmp = 1.0 return tmp
function code(x) t_0 = Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343))) tmp = 0.0 if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 0.88) tmp = Float64(Float64(1e-18 - Float64(t_0 * t_0)) / Float64(1e-9 - t_0)); else tmp = 1.0; end return tmp end
function tmp_2 = code(x) t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343)); tmp = 0.0; if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 0.88) tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0); else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := Block[{t$95$0 = N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, -8.6e-10], 1.0, If[LessEqual[x, 0.88], N[(N[(1e-18 - N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision] / N[(1e-9 - t$95$0), $MachinePrecision]), $MachinePrecision], 1.0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\\
\mathbf{if}\;x \leq -8.6 \cdot 10^{-10}:\\
\;\;\;\;1\\
\mathbf{elif}\;x \leq 0.88:\\
\;\;\;\;\frac{10^{-18} - t_0 \cdot t_0}{10^{-9} - t_0}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -8.60000000000000029e-10 or 0.880000000000000004 < x Initial program 99.8%
associate-*l*99.8%
Simplified99.8%
Applied egg-rr99.8%
distribute-neg-frac99.8%
Simplified97.5%
Taylor expanded in x around inf 97.8%
if -8.60000000000000029e-10 < x < 0.880000000000000004Initial program 57.9%
associate-*l*57.9%
Simplified57.9%
Applied egg-rr57.9%
distribute-neg-frac57.9%
Simplified57.8%
Taylor expanded in x around 0 98.7%
Taylor expanded in x around 0 98.5%
+-commutative98.5%
*-commutative98.5%
*-commutative98.5%
unpow298.5%
associate-*l*98.5%
distribute-lft-out98.5%
Simplified98.5%
flip-+98.5%
metadata-eval98.5%
+-commutative98.5%
+-commutative98.5%
+-commutative98.5%
Applied egg-rr98.5%
Final simplification98.2%
(FPCore (x)
:precision binary64
(if (<= x -8.6e-10)
1.0
(if (<= x 0.88)
(+ 1e-9 (* x (+ 1.128386358070218 (* x -0.00011824294398844343))))
1.0)))
double code(double x) {
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 0.88) {
tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-8.6d-10)) then
tmp = 1.0d0
else if (x <= 0.88d0) then
tmp = 1d-9 + (x * (1.128386358070218d0 + (x * (-0.00011824294398844343d0))))
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 0.88) {
tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if x <= -8.6e-10: tmp = 1.0 elif x <= 0.88: tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343))) else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 0.88) tmp = Float64(1e-9 + Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343)))); else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 0.88) tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343))); else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -8.6e-10], 1.0, If[LessEqual[x, 0.88], N[(1e-9 + N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.6 \cdot 10^{-10}:\\
\;\;\;\;1\\
\mathbf{elif}\;x \leq 0.88:\\
\;\;\;\;10^{-9} + x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -8.60000000000000029e-10 or 0.880000000000000004 < x Initial program 99.8%
associate-*l*99.8%
Simplified99.8%
Applied egg-rr99.8%
distribute-neg-frac99.8%
Simplified97.5%
Taylor expanded in x around inf 97.8%
if -8.60000000000000029e-10 < x < 0.880000000000000004Initial program 57.9%
associate-*l*57.9%
Simplified57.9%
Applied egg-rr57.9%
distribute-neg-frac57.9%
Simplified57.8%
Taylor expanded in x around 0 98.7%
Taylor expanded in x around 0 98.5%
+-commutative98.5%
*-commutative98.5%
*-commutative98.5%
unpow298.5%
associate-*l*98.5%
distribute-lft-out98.5%
Simplified98.5%
Final simplification98.2%
(FPCore (x) :precision binary64 (if (<= x -8.6e-10) 1.0 (if (<= x 0.88) (+ 1e-9 (* x 1.128386358070218)) 1.0)))
double code(double x) {
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 0.88) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-8.6d-10)) then
tmp = 1.0d0
else if (x <= 0.88d0) then
tmp = 1d-9 + (x * 1.128386358070218d0)
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -8.6e-10) {
tmp = 1.0;
} else if (x <= 0.88) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if x <= -8.6e-10: tmp = 1.0 elif x <= 0.88: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 0.88) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -8.6e-10) tmp = 1.0; elseif (x <= 0.88) tmp = 1e-9 + (x * 1.128386358070218); else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -8.6e-10], 1.0, If[LessEqual[x, 0.88], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.6 \cdot 10^{-10}:\\
\;\;\;\;1\\
\mathbf{elif}\;x \leq 0.88:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -8.60000000000000029e-10 or 0.880000000000000004 < x Initial program 99.8%
associate-*l*99.8%
Simplified99.8%
Applied egg-rr99.8%
distribute-neg-frac99.8%
Simplified97.5%
Taylor expanded in x around inf 97.8%
if -8.60000000000000029e-10 < x < 0.880000000000000004Initial program 57.9%
associate-*l*57.9%
Simplified57.9%
Applied egg-rr57.9%
distribute-neg-frac57.9%
Simplified57.8%
Taylor expanded in x around 0 98.5%
*-commutative98.5%
Simplified98.5%
Final simplification98.2%
(FPCore (x) :precision binary64 (if (<= x -2.8e-5) 1.0 (if (<= x 2.8e-5) 1e-9 1.0)))
double code(double x) {
double tmp;
if (x <= -2.8e-5) {
tmp = 1.0;
} else if (x <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-2.8d-5)) then
tmp = 1.0d0
else if (x <= 2.8d-5) then
tmp = 1d-9
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -2.8e-5) {
tmp = 1.0;
} else if (x <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if x <= -2.8e-5: tmp = 1.0 elif x <= 2.8e-5: tmp = 1e-9 else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if (x <= -2.8e-5) tmp = 1.0; elseif (x <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -2.8e-5) tmp = 1.0; elseif (x <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -2.8e-5], 1.0, If[LessEqual[x, 2.8e-5], 1e-9, 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -2.8 \cdot 10^{-5}:\\
\;\;\;\;1\\
\mathbf{elif}\;x \leq 2.8 \cdot 10^{-5}:\\
\;\;\;\;10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -2.79999999999999996e-5 or 2.79999999999999996e-5 < x Initial program 99.7%
associate-*l*99.7%
Simplified99.7%
Applied egg-rr99.7%
distribute-neg-frac99.7%
Simplified97.4%
Taylor expanded in x around inf 97.1%
if -2.79999999999999996e-5 < x < 2.79999999999999996e-5Initial program 57.7%
associate-*l*57.7%
Simplified57.7%
Applied egg-rr57.7%
distribute-neg-frac57.7%
Simplified57.6%
Taylor expanded in x around 0 97.6%
Final simplification97.4%
(FPCore (x) :precision binary64 1e-9)
double code(double x) {
return 1e-9;
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1d-9
end function
public static double code(double x) {
return 1e-9;
}
def code(x): return 1e-9
function code(x) return 1e-9 end
function tmp = code(x) tmp = 1e-9; end
code[x_] := 1e-9
\begin{array}{l}
\\
10^{-9}
\end{array}
Initial program 77.2%
associate-*l*77.2%
Simplified77.2%
Applied egg-rr77.2%
distribute-neg-frac77.2%
Simplified76.1%
Taylor expanded in x around 0 57.4%
Final simplification57.4%
herbie shell --seed 2023189
(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)))))))