
(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 10 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}
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= (fabs x) 5e-7)
(+
1e-9
(+
(* -0.00011824294398844343 (pow x 2.0))
(+
(* -0.37545125292247583 (pow x 3.0))
(cbrt
(*
(* x 1.128386358070218)
(* (* x 1.128386358070218) (* x 1.128386358070218)))))))
(fma
(/ (pow (exp x) (- x)) (fma 0.3275911 x 1.0))
(-
-0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma 0.3275911 x 1.0)))
(fma 0.3275911 x 1.0)))
(fma 0.3275911 x 1.0)))
(fma 0.3275911 x 1.0)))
1.0)))x = abs(x);
double code(double x) {
double tmp;
if (fabs(x) <= 5e-7) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + ((-0.37545125292247583 * pow(x, 3.0)) + cbrt(((x * 1.128386358070218) * ((x * 1.128386358070218) * (x * 1.128386358070218))))));
} else {
tmp = fma((pow(exp(x), -x) / fma(0.3275911, x, 1.0)), (-0.254829592 - ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))), 1.0);
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (abs(x) <= 5e-7) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + cbrt(Float64(Float64(x * 1.128386358070218) * Float64(Float64(x * 1.128386358070218) * Float64(x * 1.128386358070218))))))); else tmp = fma(Float64((exp(x) ^ Float64(-x)) / fma(0.3275911, x, 1.0)), Float64(-0.254829592 - Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))), 1.0); end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[N[Abs[x], $MachinePrecision], 5e-7], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[Power[N[(N[(x * 1.128386358070218), $MachinePrecision] * N[(N[(x * 1.128386358070218), $MachinePrecision] * N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[Power[N[Exp[x], $MachinePrecision], (-x)], $MachinePrecision] / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision] * N[(-0.254829592 - N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 5 \cdot 10^{-7}:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + \left(-0.37545125292247583 \cdot {x}^{3} + \sqrt[3]{\left(x \cdot 1.128386358070218\right) \cdot \left(\left(x \cdot 1.128386358070218\right) \cdot \left(x \cdot 1.128386358070218\right)\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{{\left(e^{x}\right)}^{\left(-x\right)}}{\mathsf{fma}\left(0.3275911, x, 1\right)}, -0.254829592 - \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{\mathsf{fma}\left(0.3275911, x, 1\right)}, 1\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 4.99999999999999977e-7Initial program 57.8%
Simplified57.8%
Applied egg-rr57.8%
Simplified56.8%
Taylor expanded in x around 0 98.0%
add-cbrt-cube98.0%
*-commutative98.0%
*-commutative98.0%
*-commutative98.0%
Applied egg-rr98.0%
if 4.99999999999999977e-7 < (fabs.f64 x) Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
Final simplification99.0%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* x 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= x 0.00049)
(+
1e-9
(+
(* -0.00011824294398844343 (pow x 2.0))
(+
(* -0.37545125292247583 (pow x 3.0))
(cbrt
(*
(* x 1.128386358070218)
(* (* x 1.128386358070218) (* x 1.128386358070218)))))))
(+
1.0
(*
(/ 1.0 (+ 1.0 (* (fabs x) 0.3275911)))
(*
(exp (- (* x x)))
(-
(*
t_1
(-
(*
t_1
(-
(* (+ -1.453152027 (/ 1.061405429 t_0)) (/ -1.0 t_0))
1.421413741))
-0.284496736))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (x <= 0.00049) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + ((-0.37545125292247583 * pow(x, 3.0)) + cbrt(((x * 1.128386358070218) * ((x * 1.128386358070218) * (x * 1.128386358070218))))));
} else {
tmp = 1.0 + ((1.0 / (1.0 + (fabs(x) * 0.3275911))) * (exp(-(x * x)) * ((t_1 * ((t_1 * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (x <= 0.00049) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + Math.cbrt(((x * 1.128386358070218) * ((x * 1.128386358070218) * (x * 1.128386358070218))))));
} else {
tmp = 1.0 + ((1.0 / (1.0 + (Math.abs(x) * 0.3275911))) * (Math.exp(-(x * x)) * ((t_1 * ((t_1 * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(x * 0.3275911)) t_1 = Float64(1.0 / t_0) tmp = 0.0 if (x <= 0.00049) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + cbrt(Float64(Float64(x * 1.128386358070218) * Float64(Float64(x * 1.128386358070218) * Float64(x * 1.128386358070218))))))); else tmp = Float64(1.0 + Float64(Float64(1.0 / Float64(1.0 + Float64(abs(x) * 0.3275911))) * Float64(exp(Float64(-Float64(x * x))) * Float64(Float64(t_1 * Float64(Float64(t_1 * Float64(Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) * Float64(-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[x, 0.00049], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[Power[N[(N[(x * 1.128386358070218), $MachinePrecision] * N[(N[(x * 1.128386358070218), $MachinePrecision] * N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(1.0 / N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-N[(x * x), $MachinePrecision])], $MachinePrecision] * N[(N[(t$95$1 * N[(N[(t$95$1 * N[(N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + x \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
\mathbf{if}\;x \leq 0.00049:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + \left(-0.37545125292247583 \cdot {x}^{3} + \sqrt[3]{\left(x \cdot 1.128386358070218\right) \cdot \left(\left(x \cdot 1.128386358070218\right) \cdot \left(x \cdot 1.128386358070218\right)\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{1}{1 + \left|x\right| \cdot 0.3275911} \cdot \left(e^{-x \cdot x} \cdot \left(t_1 \cdot \left(t_1 \cdot \left(\left(-1.453152027 + \frac{1.061405429}{t_0}\right) \cdot \frac{-1}{t_0} - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 4.8999999999999998e-4Initial program 72.5%
Simplified72.5%
Applied egg-rr72.5%
Simplified71.9%
Taylor expanded in x around 0 64.6%
add-cbrt-cube64.5%
*-commutative64.5%
*-commutative64.5%
*-commutative64.5%
Applied egg-rr64.5%
if 4.8999999999999998e-4 < x Initial program 100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
Final simplification73.8%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* x 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= x 0.00049)
(+
1e-9
(+
(* -0.00011824294398844343 (pow x 2.0))
(+ (* -0.37545125292247583 (pow x 3.0)) (* x 1.128386358070218))))
(+
1.0
(*
(/ 1.0 (+ 1.0 (* (fabs x) 0.3275911)))
(*
(exp (- (* x x)))
(-
(*
t_1
(-
(*
t_1
(-
(* (+ -1.453152027 (/ 1.061405429 t_0)) (/ -1.0 t_0))
1.421413741))
-0.284496736))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (x <= 0.00049) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + ((-0.37545125292247583 * pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + ((1.0 / (1.0 + (fabs(x) * 0.3275911))) * (exp(-(x * x)) * ((t_1 * ((t_1 * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
NOTE: x should be positive before calling this function
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 + (x * 0.3275911d0)
t_1 = 1.0d0 / t_0
if (x <= 0.00049d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + ((1.0d0 / (1.0d0 + (abs(x) * 0.3275911d0))) * (exp(-(x * x)) * ((t_1 * ((t_1 * ((((-1.453152027d0) + (1.061405429d0 / t_0)) * ((-1.0d0) / t_0)) - 1.421413741d0)) - (-0.284496736d0))) - 0.254829592d0)))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (x <= 0.00049) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + ((1.0 / (1.0 + (Math.abs(x) * 0.3275911))) * (Math.exp(-(x * x)) * ((t_1 * ((t_1 * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (x * 0.3275911) t_1 = 1.0 / t_0 tmp = 0 if x <= 0.00049: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + ((-0.37545125292247583 * math.pow(x, 3.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + ((1.0 / (1.0 + (math.fabs(x) * 0.3275911))) * (math.exp(-(x * x)) * ((t_1 * ((t_1 * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592))) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(x * 0.3275911)) t_1 = Float64(1.0 / t_0) tmp = 0.0 if (x <= 0.00049) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(Float64(1.0 / Float64(1.0 + Float64(abs(x) * 0.3275911))) * Float64(exp(Float64(-Float64(x * x))) * Float64(Float64(t_1 * Float64(Float64(t_1 * Float64(Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) * Float64(-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (x * 0.3275911); t_1 = 1.0 / t_0; tmp = 0.0; if (x <= 0.00049) tmp = 1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + ((-0.37545125292247583 * (x ^ 3.0)) + (x * 1.128386358070218))); else tmp = 1.0 + ((1.0 / (1.0 + (abs(x) * 0.3275911))) * (exp(-(x * x)) * ((t_1 * ((t_1 * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[x, 0.00049], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(1.0 / N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-N[(x * x), $MachinePrecision])], $MachinePrecision] * N[(N[(t$95$1 * N[(N[(t$95$1 * N[(N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + x \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
\mathbf{if}\;x \leq 0.00049:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + \left(-0.37545125292247583 \cdot {x}^{3} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{1}{1 + \left|x\right| \cdot 0.3275911} \cdot \left(e^{-x \cdot x} \cdot \left(t_1 \cdot \left(t_1 \cdot \left(\left(-1.453152027 + \frac{1.061405429}{t_0}\right) \cdot \frac{-1}{t_0} - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 4.8999999999999998e-4Initial program 72.5%
Simplified72.5%
Applied egg-rr72.5%
Simplified71.9%
Taylor expanded in x around 0 64.6%
if 4.8999999999999998e-4 < x Initial program 100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
Final simplification73.9%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.02)
(+
1e-9
(+
(* -0.00011824294398844343 (pow x 2.0))
(+ (* -0.37545125292247583 (pow x 3.0)) (* x 1.128386358070218))))
(+ 1.0 (/ (/ -0.7778892405807117 (exp (* x x))) x))))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + ((-0.37545125292247583 * pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + ((-0.7778892405807117 / exp((x * x))) / x);
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 1.02d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + (((-0.7778892405807117d0) / exp((x * x))) / x)
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + ((-0.7778892405807117 / Math.exp((x * x))) / x);
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 1.02: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + ((-0.37545125292247583 * math.pow(x, 3.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + ((-0.7778892405807117 / math.exp((x * x))) / x) return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.02) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(Float64(-0.7778892405807117 / exp(Float64(x * x))) / x)); end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 1.02) tmp = 1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + ((-0.37545125292247583 * (x ^ 3.0)) + (x * 1.128386358070218))); else tmp = 1.0 + ((-0.7778892405807117 / exp((x * x))) / x); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 1.02], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(-0.7778892405807117 / N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.02:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + \left(-0.37545125292247583 \cdot {x}^{3} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{\frac{-0.7778892405807117}{e^{x \cdot x}}}{x}\\
\end{array}
\end{array}
if x < 1.02Initial program 72.7%
Simplified72.7%
Applied egg-rr72.7%
Simplified72.0%
Taylor expanded in x around 0 64.5%
if 1.02 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
Taylor expanded in x around inf 98.9%
associate-*r/98.9%
neg-mul-198.9%
exp-neg98.9%
associate-*r/98.9%
metadata-eval98.9%
unpow298.9%
Simplified98.9%
Final simplification73.3%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.88) (+ (* x (* x -0.00011824294398844343)) (+ 1e-9 (* x 1.128386358070218))) (+ 1.0 (/ (/ -0.7778892405807117 (exp (* x x))) x))))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (x * (x * -0.00011824294398844343)) + (1e-9 + (x * 1.128386358070218));
} else {
tmp = 1.0 + ((-0.7778892405807117 / exp((x * x))) / x);
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 0.88d0) then
tmp = (x * (x * (-0.00011824294398844343d0))) + (1d-9 + (x * 1.128386358070218d0))
else
tmp = 1.0d0 + (((-0.7778892405807117d0) / exp((x * x))) / x)
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (x * (x * -0.00011824294398844343)) + (1e-9 + (x * 1.128386358070218));
} else {
tmp = 1.0 + ((-0.7778892405807117 / Math.exp((x * x))) / x);
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.88: tmp = (x * (x * -0.00011824294398844343)) + (1e-9 + (x * 1.128386358070218)) else: tmp = 1.0 + ((-0.7778892405807117 / math.exp((x * x))) / x) return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64(x * Float64(x * -0.00011824294398844343)) + Float64(1e-9 + Float64(x * 1.128386358070218))); else tmp = Float64(1.0 + Float64(Float64(-0.7778892405807117 / exp(Float64(x * x))) / x)); end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.88) tmp = (x * (x * -0.00011824294398844343)) + (1e-9 + (x * 1.128386358070218)); else tmp = 1.0 + ((-0.7778892405807117 / exp((x * x))) / x); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(N[(x * N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision] + N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(-0.7778892405807117 / N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;x \cdot \left(x \cdot -0.00011824294398844343\right) + \left(10^{-9} + x \cdot 1.128386358070218\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{\frac{-0.7778892405807117}{e^{x \cdot x}}}{x}\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.7%
Simplified72.7%
Applied egg-rr72.7%
Simplified72.0%
Taylor expanded in x around 0 63.9%
+-commutative63.9%
*-commutative63.9%
associate-+l+63.9%
unpow263.9%
associate-*r*63.9%
*-commutative63.9%
fma-def63.9%
Simplified63.9%
fma-udef63.9%
*-commutative63.9%
Applied egg-rr63.9%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
Taylor expanded in x around inf 98.9%
associate-*r/98.9%
neg-mul-198.9%
exp-neg98.9%
associate-*r/98.9%
metadata-eval98.9%
unpow298.9%
Simplified98.9%
Final simplification72.9%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.88) (+ (* x (* x -0.00011824294398844343)) (fma 1.128386358070218 x 1e-9)) (+ 1.0 (/ (/ -0.7778892405807117 (exp (* x x))) x))))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (x * (x * -0.00011824294398844343)) + fma(1.128386358070218, x, 1e-9);
} else {
tmp = 1.0 + ((-0.7778892405807117 / exp((x * x))) / x);
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64(x * Float64(x * -0.00011824294398844343)) + fma(1.128386358070218, x, 1e-9)); else tmp = Float64(1.0 + Float64(Float64(-0.7778892405807117 / exp(Float64(x * x))) / x)); end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(N[(x * N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision] + N[(1.128386358070218 * x + 1e-9), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(-0.7778892405807117 / N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;x \cdot \left(x \cdot -0.00011824294398844343\right) + \mathsf{fma}\left(1.128386358070218, x, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{\frac{-0.7778892405807117}{e^{x \cdot x}}}{x}\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.7%
Simplified72.7%
Applied egg-rr72.7%
Simplified72.0%
Taylor expanded in x around 0 63.9%
+-commutative63.9%
*-commutative63.9%
associate-+l+63.9%
unpow263.9%
associate-*r*63.9%
*-commutative63.9%
fma-def63.9%
Simplified63.9%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
Taylor expanded in x around inf 98.9%
associate-*r/98.9%
neg-mul-198.9%
exp-neg98.9%
associate-*r/98.9%
metadata-eval98.9%
unpow298.9%
Simplified98.9%
Final simplification72.9%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.9) (+ (* x (* x -0.00011824294398844343)) (+ 1e-9 (* x 1.128386358070218))) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = (x * (x * -0.00011824294398844343)) + (1e-9 + (x * 1.128386358070218));
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 0.9d0) then
tmp = (x * (x * (-0.00011824294398844343d0))) + (1d-9 + (x * 1.128386358070218d0))
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = (x * (x * -0.00011824294398844343)) + (1e-9 + (x * 1.128386358070218));
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.9: tmp = (x * (x * -0.00011824294398844343)) + (1e-9 + (x * 1.128386358070218)) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.9) tmp = Float64(Float64(x * Float64(x * -0.00011824294398844343)) + Float64(1e-9 + Float64(x * 1.128386358070218))); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.9) tmp = (x * (x * -0.00011824294398844343)) + (1e-9 + (x * 1.128386358070218)); else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.9], N[(N[(x * N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision] + N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.9:\\
\;\;\;\;x \cdot \left(x \cdot -0.00011824294398844343\right) + \left(10^{-9} + x \cdot 1.128386358070218\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 72.7%
Simplified72.7%
Applied egg-rr72.7%
Simplified72.0%
Taylor expanded in x around 0 63.9%
+-commutative63.9%
*-commutative63.9%
associate-+l+63.9%
unpow263.9%
associate-*r*63.9%
*-commutative63.9%
fma-def63.9%
Simplified63.9%
fma-udef63.9%
*-commutative63.9%
Applied egg-rr63.9%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 96.5%
Simplified96.5%
Taylor expanded in x around inf 98.9%
Final simplification72.9%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.9) (+ 1e-9 (* x 1.128386358070218)) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 0.9d0) then
tmp = 1d-9 + (x * 1.128386358070218d0)
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.9: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.9) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.9) tmp = 1e-9 + (x * 1.128386358070218); else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.9], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.9:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 72.7%
Simplified72.7%
Taylor expanded in x around 0 69.8%
Simplified69.3%
Taylor expanded in x around 0 64.0%
*-commutative64.0%
Simplified64.0%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 96.5%
Simplified96.5%
Taylor expanded in x around inf 98.9%
Final simplification73.0%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 2.8e-5) 1e-9 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 2.8d-5) then
tmp = 1d-9
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 2.8e-5: tmp = 1e-9 else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 2.8e-5], 1e-9, 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.8 \cdot 10^{-5}:\\
\;\;\;\;10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 2.79999999999999996e-5Initial program 72.5%
Simplified72.5%
Taylor expanded in x around 0 70.1%
Simplified69.5%
Taylor expanded in x around 0 66.8%
if 2.79999999999999996e-5 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 95.4%
Simplified95.4%
Taylor expanded in x around inf 97.7%
Final simplification74.9%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 1e-9)
x = abs(x);
double code(double x) {
return 1e-9;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
code = 1d-9
end function
x = Math.abs(x);
public static double code(double x) {
return 1e-9;
}
x = abs(x) def code(x): return 1e-9
x = abs(x) function code(x) return 1e-9 end
x = abs(x) function tmp = code(x) tmp = 1e-9; end
NOTE: x should be positive before calling this function code[x_] := 1e-9
\begin{array}{l}
x = |x|\\
\\
10^{-9}
\end{array}
Initial program 79.7%
Simplified79.7%
Taylor expanded in x around 0 76.7%
Simplified76.3%
Taylor expanded in x around 0 52.3%
Final simplification52.3%
herbie shell --seed 2023274
(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)))))))