
(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 13 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
(let* ((t_0 (/ 1.0 (+ 1.0 (* x 0.3275911))))
(t_1
(fma
(pow x 3.0)
-0.37545125292247583
(* x (+ 1.128386358070218 (* x -0.00011824294398844343)))))
(t_2 (+ 1.0 (* (fabs x) 0.3275911))))
(if (<= (fabs x) 0.0001)
(/ (+ 1e-27 (pow t_1 3.0)) (fma t_1 (+ t_1 -1e-9) 1e-18))
(+
1.0
(*
(/ 1.0 t_2)
(*
(exp (* x (- x)))
(-
(*
(+
-0.284496736
(*
t_0
(+
1.421413741
(*
t_0
(/
(+
-3.0685496600615605
(/ 1.1957597040827899 (pow (fma 0.3275911 x 1.0) 3.0)))
(+
2.111650813574209
(+
(* (pow (fma 0.3275911 x 1.0) -2.0) 1.126581484710674)
(/ 1.5423834506201546 (fma 0.3275911 x 1.0)))))))))
(/ -1.0 t_2))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 / (1.0 + (x * 0.3275911));
double t_1 = fma(pow(x, 3.0), -0.37545125292247583, (x * (1.128386358070218 + (x * -0.00011824294398844343))));
double t_2 = 1.0 + (fabs(x) * 0.3275911);
double tmp;
if (fabs(x) <= 0.0001) {
tmp = (1e-27 + pow(t_1, 3.0)) / fma(t_1, (t_1 + -1e-9), 1e-18);
} else {
tmp = 1.0 + ((1.0 / t_2) * (exp((x * -x)) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * ((-3.0685496600615605 + (1.1957597040827899 / pow(fma(0.3275911, x, 1.0), 3.0))) / (2.111650813574209 + ((pow(fma(0.3275911, x, 1.0), -2.0) * 1.126581484710674) + (1.5423834506201546 / fma(0.3275911, x, 1.0))))))))) * (-1.0 / t_2)) - 0.254829592)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(x * 0.3275911))) t_1 = fma((x ^ 3.0), -0.37545125292247583, Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343)))) t_2 = Float64(1.0 + Float64(abs(x) * 0.3275911)) tmp = 0.0 if (abs(x) <= 0.0001) tmp = Float64(Float64(1e-27 + (t_1 ^ 3.0)) / fma(t_1, Float64(t_1 + -1e-9), 1e-18)); else tmp = Float64(1.0 + Float64(Float64(1.0 / t_2) * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(Float64(-3.0685496600615605 + Float64(1.1957597040827899 / (fma(0.3275911, x, 1.0) ^ 3.0))) / Float64(2.111650813574209 + Float64(Float64((fma(0.3275911, x, 1.0) ^ -2.0) * 1.126581484710674) + Float64(1.5423834506201546 / fma(0.3275911, x, 1.0))))))))) * Float64(-1.0 / t_2)) - 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[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[Power[x, 3.0], $MachinePrecision] * -0.37545125292247583 + N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 0.0001], N[(N[(1e-27 + N[Power[t$95$1, 3.0], $MachinePrecision]), $MachinePrecision] / N[(t$95$1 * N[(t$95$1 + -1e-9), $MachinePrecision] + 1e-18), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(1.0 / t$95$2), $MachinePrecision] * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(N[(-3.0685496600615605 + N[(1.1957597040827899 / N[Power[N[(0.3275911 * x + 1.0), $MachinePrecision], 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(2.111650813574209 + N[(N[(N[Power[N[(0.3275911 * x + 1.0), $MachinePrecision], -2.0], $MachinePrecision] * 1.126581484710674), $MachinePrecision] + N[(1.5423834506201546 / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$2), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \frac{1}{1 + x \cdot 0.3275911}\\
t_1 := \mathsf{fma}\left({x}^{3}, -0.37545125292247583, x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\right)\\
t_2 := 1 + \left|x\right| \cdot 0.3275911\\
\mathbf{if}\;\left|x\right| \leq 0.0001:\\
\;\;\;\;\frac{10^{-27} + {t_1}^{3}}{\mathsf{fma}\left(t_1, t_1 + -1 \cdot 10^{-9}, 10^{-18}\right)}\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{1}{t_2} \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(\left(-0.284496736 + t_0 \cdot \left(1.421413741 + t_0 \cdot \frac{-3.0685496600615605 + \frac{1.1957597040827899}{{\left(\mathsf{fma}\left(0.3275911, x, 1\right)\right)}^{3}}}{2.111650813574209 + \left({\left(\mathsf{fma}\left(0.3275911, x, 1\right)\right)}^{-2} \cdot 1.126581484710674 + \frac{1.5423834506201546}{\mathsf{fma}\left(0.3275911, x, 1\right)}\right)}\right)\right) \cdot \frac{-1}{t_2} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.4%
Simplified58.4%
Applied egg-rr58.4%
distribute-frac-neg58.4%
Simplified56.5%
Taylor expanded in x around 0 96.8%
flip3-+96.8%
metadata-eval96.8%
fma-def96.8%
pow296.8%
*-commutative96.8%
*-commutative96.8%
fma-udef96.8%
metadata-eval96.8%
Applied egg-rr96.8%
fma-udef96.8%
*-commutative96.8%
fma-def96.8%
fma-def96.8%
+-commutative96.8%
associate-*l*96.8%
distribute-lft-out96.8%
+-commutative96.8%
Simplified96.8%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
pow199.9%
Applied egg-rr99.9%
unpow199.9%
unpow199.9%
sqr-pow41.5%
fabs-sqr41.5%
sqr-pow99.4%
unpow199.4%
Simplified99.4%
pow199.9%
Applied egg-rr99.4%
unpow199.9%
unpow199.9%
sqr-pow41.5%
fabs-sqr41.5%
sqr-pow99.4%
unpow199.4%
Simplified99.4%
pow199.9%
Applied egg-rr99.4%
unpow199.9%
unpow199.9%
sqr-pow41.5%
fabs-sqr41.5%
sqr-pow99.4%
unpow199.4%
Simplified99.3%
flip3-+99.3%
metadata-eval99.3%
+-commutative99.3%
fma-udef99.3%
cube-div99.4%
metadata-eval99.4%
metadata-eval99.4%
pow299.4%
+-commutative99.4%
fma-udef99.4%
+-commutative99.4%
fma-udef99.4%
Applied egg-rr99.4%
sub-neg99.4%
unpow299.4%
metadata-eval99.4%
associate-*r/99.4%
*-commutative99.4%
metadata-eval99.4%
associate-*r/99.4%
*-commutative99.4%
swap-sqr99.4%
unpow-199.4%
unpow-199.4%
pow-sqr99.4%
metadata-eval99.4%
metadata-eval99.4%
associate-*r/99.4%
distribute-neg-frac99.4%
Simplified99.4%
Final simplification98.1%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* x 0.3275911))))
(t_1
(fma
(pow x 3.0)
-0.37545125292247583
(* x (+ 1.128386358070218 (* x -0.00011824294398844343)))))
(t_2 (+ 1.0 (* (fabs x) 0.3275911))))
(if (<= (fabs x) 0.0001)
(/ (+ 1e-27 (pow t_1 3.0)) (fma t_1 (+ t_1 -1e-9) 1e-18))
(+
1.0
(*
(/ 1.0 t_2)
(*
(exp (* x (- x)))
(-
(*
(+
-0.284496736
(*
t_0
(+
1.421413741
(*
t_0
(fma 1.061405429 (/ 1.0 (fma 0.3275911 x 1.0)) -1.453152027)))))
(/ -1.0 t_2))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 / (1.0 + (x * 0.3275911));
double t_1 = fma(pow(x, 3.0), -0.37545125292247583, (x * (1.128386358070218 + (x * -0.00011824294398844343))));
double t_2 = 1.0 + (fabs(x) * 0.3275911);
double tmp;
if (fabs(x) <= 0.0001) {
tmp = (1e-27 + pow(t_1, 3.0)) / fma(t_1, (t_1 + -1e-9), 1e-18);
} else {
tmp = 1.0 + ((1.0 / t_2) * (exp((x * -x)) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * fma(1.061405429, (1.0 / fma(0.3275911, x, 1.0)), -1.453152027))))) * (-1.0 / t_2)) - 0.254829592)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(x * 0.3275911))) t_1 = fma((x ^ 3.0), -0.37545125292247583, Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343)))) t_2 = Float64(1.0 + Float64(abs(x) * 0.3275911)) tmp = 0.0 if (abs(x) <= 0.0001) tmp = Float64(Float64(1e-27 + (t_1 ^ 3.0)) / fma(t_1, Float64(t_1 + -1e-9), 1e-18)); else tmp = Float64(1.0 + Float64(Float64(1.0 / t_2) * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * fma(1.061405429, Float64(1.0 / fma(0.3275911, x, 1.0)), -1.453152027))))) * Float64(-1.0 / t_2)) - 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[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[Power[x, 3.0], $MachinePrecision] * -0.37545125292247583 + N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 0.0001], N[(N[(1e-27 + N[Power[t$95$1, 3.0], $MachinePrecision]), $MachinePrecision] / N[(t$95$1 * N[(t$95$1 + -1e-9), $MachinePrecision] + 1e-18), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(1.0 / t$95$2), $MachinePrecision] * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(1.061405429 * N[(1.0 / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision] + -1.453152027), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$2), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \frac{1}{1 + x \cdot 0.3275911}\\
t_1 := \mathsf{fma}\left({x}^{3}, -0.37545125292247583, x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\right)\\
t_2 := 1 + \left|x\right| \cdot 0.3275911\\
\mathbf{if}\;\left|x\right| \leq 0.0001:\\
\;\;\;\;\frac{10^{-27} + {t_1}^{3}}{\mathsf{fma}\left(t_1, t_1 + -1 \cdot 10^{-9}, 10^{-18}\right)}\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{1}{t_2} \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(\left(-0.284496736 + t_0 \cdot \left(1.421413741 + t_0 \cdot \mathsf{fma}\left(1.061405429, \frac{1}{\mathsf{fma}\left(0.3275911, x, 1\right)}, -1.453152027\right)\right)\right) \cdot \frac{-1}{t_2} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.4%
Simplified58.4%
Applied egg-rr58.4%
distribute-frac-neg58.4%
Simplified56.5%
Taylor expanded in x around 0 96.8%
flip3-+96.8%
metadata-eval96.8%
fma-def96.8%
pow296.8%
*-commutative96.8%
*-commutative96.8%
fma-udef96.8%
metadata-eval96.8%
Applied egg-rr96.8%
fma-udef96.8%
*-commutative96.8%
fma-def96.8%
fma-def96.8%
+-commutative96.8%
associate-*l*96.8%
distribute-lft-out96.8%
+-commutative96.8%
Simplified96.8%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
pow199.9%
Applied egg-rr99.9%
unpow199.9%
unpow199.9%
sqr-pow41.5%
fabs-sqr41.5%
sqr-pow99.4%
unpow199.4%
Simplified99.4%
pow199.9%
Applied egg-rr99.4%
unpow199.9%
unpow199.9%
sqr-pow41.5%
fabs-sqr41.5%
sqr-pow99.4%
unpow199.4%
Simplified99.4%
pow199.9%
Applied egg-rr99.4%
unpow199.9%
unpow199.9%
sqr-pow41.5%
fabs-sqr41.5%
sqr-pow99.4%
unpow199.4%
Simplified99.3%
+-commutative99.3%
+-commutative99.3%
fma-udef99.3%
div-inv99.3%
fma-def99.4%
Applied egg-rr99.4%
Final simplification98.1%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* x 0.3275911))))
(t_1 (+ 1.0 (* (fabs x) 0.3275911))))
(if (<= x 0.0005)
(+
1e-9
(fma
x
(fma x -0.00011824294398844343 1.128386358070218)
(* (pow x 3.0) -0.37545125292247583)))
(+
1.0
(*
(/ 1.0 t_1)
(*
(exp (* x (- x)))
(-
(*
(+
-0.284496736
(*
t_0
(+
1.421413741
(*
t_0
(fma 1.061405429 (/ 1.0 (fma 0.3275911 x 1.0)) -1.453152027)))))
(/ -1.0 t_1))
0.254829592)))))))x = abs(x);
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 <= 0.0005) {
tmp = 1e-9 + fma(x, fma(x, -0.00011824294398844343, 1.128386358070218), (pow(x, 3.0) * -0.37545125292247583));
} else {
tmp = 1.0 + ((1.0 / t_1) * (exp((x * -x)) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * fma(1.061405429, (1.0 / fma(0.3275911, x, 1.0)), -1.453152027))))) * (-1.0 / t_1)) - 0.254829592)));
}
return tmp;
}
x = abs(x) 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 <= 0.0005) tmp = Float64(1e-9 + fma(x, fma(x, -0.00011824294398844343, 1.128386358070218), Float64((x ^ 3.0) * -0.37545125292247583))); else tmp = Float64(1.0 + Float64(Float64(1.0 / t_1) * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * fma(1.061405429, Float64(1.0 / fma(0.3275911, x, 1.0)), -1.453152027))))) * Float64(-1.0 / t_1)) - 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[(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[LessEqual[x, 0.0005], N[(1e-9 + N[(x * N[(x * -0.00011824294398844343 + 1.128386358070218), $MachinePrecision] + N[(N[Power[x, 3.0], $MachinePrecision] * -0.37545125292247583), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(1.0 / t$95$1), $MachinePrecision] * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(1.061405429 * N[(1.0 / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision] + -1.453152027), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$1), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\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 0.0005:\\
\;\;\;\;10^{-9} + \mathsf{fma}\left(x, \mathsf{fma}\left(x, -0.00011824294398844343, 1.128386358070218\right), {x}^{3} \cdot -0.37545125292247583\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{1}{t_1} \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(\left(-0.284496736 + t_0 \cdot \left(1.421413741 + t_0 \cdot \mathsf{fma}\left(1.061405429, \frac{1}{\mathsf{fma}\left(0.3275911, x, 1\right)}, -1.453152027\right)\right)\right) \cdot \frac{-1}{t_1} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 5.0000000000000001e-4Initial program 74.1%
Simplified74.1%
Applied egg-rr74.0%
distribute-frac-neg74.0%
Simplified72.4%
Taylor expanded in x around 0 61.5%
*-un-lft-identity61.5%
fma-def61.5%
pow261.5%
*-commutative61.5%
*-commutative61.5%
fma-udef61.5%
Applied egg-rr61.5%
*-lft-identity61.5%
fma-udef61.5%
*-commutative61.5%
fma-def61.5%
fma-def61.5%
+-commutative61.5%
associate-*l*61.5%
distribute-lft-out61.5%
Simplified61.5%
Taylor expanded in x around 0 61.5%
+-commutative61.5%
*-commutative61.5%
unpow261.5%
associate-*r*61.5%
*-commutative61.5%
distribute-lft-in61.5%
fma-def62.0%
fma-def62.0%
*-commutative62.0%
Simplified62.0%
if 5.0000000000000001e-4 < x Initial program 99.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
+-commutative99.8%
+-commutative99.8%
fma-udef99.8%
div-inv99.8%
fma-def99.9%
Applied egg-rr99.9%
Final simplification70.0%
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 0.0006)
(+
1e-9
(fma
x
(fma x -0.00011824294398844343 1.128386358070218)
(* (pow x 3.0) -0.37545125292247583)))
(+
1.0
(*
(*
(exp (* x (- x)))
(+
0.254829592
(*
t_1
(+
-0.284496736
(*
t_1
(+ 1.421413741 (* t_1 (+ -1.453152027 (/ 1.061405429 t_0)))))))))
(/ -1.0 (+ 1.0 (* (fabs x) 0.3275911))))))))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 <= 0.0006) {
tmp = 1e-9 + fma(x, fma(x, -0.00011824294398844343, 1.128386358070218), (pow(x, 3.0) * -0.37545125292247583));
} else {
tmp = 1.0 + ((exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0))))))))) * (-1.0 / (1.0 + (fabs(x) * 0.3275911))));
}
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 <= 0.0006) tmp = Float64(1e-9 + fma(x, fma(x, -0.00011824294398844343, 1.128386358070218), Float64((x ^ 3.0) * -0.37545125292247583))); else tmp = Float64(1.0 + Float64(Float64(exp(Float64(x * Float64(-x))) * Float64(0.254829592 + Float64(t_1 * 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) * 0.3275911))))); 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, 0.0006], N[(1e-9 + N[(x * N[(x * -0.00011824294398844343 + 1.128386358070218), $MachinePrecision] + N[(N[Power[x, 3.0], $MachinePrecision] * -0.37545125292247583), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(0.254829592 + N[(t$95$1 * 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]), $MachinePrecision] * N[(-1.0 / N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $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 0.0006:\\
\;\;\;\;10^{-9} + \mathsf{fma}\left(x, \mathsf{fma}\left(x, -0.00011824294398844343, 1.128386358070218\right), {x}^{3} \cdot -0.37545125292247583\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \left(e^{x \cdot \left(-x\right)} \cdot \left(0.254829592 + t_1 \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)\right) \cdot \frac{-1}{1 + \left|x\right| \cdot 0.3275911}\\
\end{array}
\end{array}
if x < 5.99999999999999947e-4Initial program 74.1%
Simplified74.1%
Applied egg-rr74.0%
distribute-frac-neg74.0%
Simplified72.4%
Taylor expanded in x around 0 61.5%
*-un-lft-identity61.5%
fma-def61.5%
pow261.5%
*-commutative61.5%
*-commutative61.5%
fma-udef61.5%
Applied egg-rr61.5%
*-lft-identity61.5%
fma-udef61.5%
*-commutative61.5%
fma-def61.5%
fma-def61.5%
+-commutative61.5%
associate-*l*61.5%
distribute-lft-out61.5%
Simplified61.5%
Taylor expanded in x around 0 61.5%
+-commutative61.5%
*-commutative61.5%
unpow261.5%
associate-*r*61.5%
*-commutative61.5%
distribute-lft-in61.5%
fma-def62.0%
fma-def62.0%
*-commutative62.0%
Simplified62.0%
if 5.99999999999999947e-4 < x Initial program 99.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
Final simplification70.0%
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 0.0006)
(+
1e-9
(+
(* (pow x 3.0) -0.37545125292247583)
(* x (+ 1.128386358070218 (* x -0.00011824294398844343)))))
(+
1.0
(*
(*
(exp (* x (- x)))
(+
0.254829592
(*
t_1
(+
-0.284496736
(*
t_1
(+ 1.421413741 (* t_1 (+ -1.453152027 (/ 1.061405429 t_0)))))))))
(/ -1.0 (+ 1.0 (* (fabs x) 0.3275911))))))))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 <= 0.0006) {
tmp = 1e-9 + ((pow(x, 3.0) * -0.37545125292247583) + (x * (1.128386358070218 + (x * -0.00011824294398844343))));
} else {
tmp = 1.0 + ((exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0))))))))) * (-1.0 / (1.0 + (fabs(x) * 0.3275911))));
}
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 <= 0.0006d0) then
tmp = 1d-9 + (((x ** 3.0d0) * (-0.37545125292247583d0)) + (x * (1.128386358070218d0 + (x * (-0.00011824294398844343d0)))))
else
tmp = 1.0d0 + ((exp((x * -x)) * (0.254829592d0 + (t_1 * ((-0.284496736d0) + (t_1 * (1.421413741d0 + (t_1 * ((-1.453152027d0) + (1.061405429d0 / t_0))))))))) * ((-1.0d0) / (1.0d0 + (abs(x) * 0.3275911d0))))
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 <= 0.0006) {
tmp = 1e-9 + ((Math.pow(x, 3.0) * -0.37545125292247583) + (x * (1.128386358070218 + (x * -0.00011824294398844343))));
} else {
tmp = 1.0 + ((Math.exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0))))))))) * (-1.0 / (1.0 + (Math.abs(x) * 0.3275911))));
}
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 <= 0.0006: tmp = 1e-9 + ((math.pow(x, 3.0) * -0.37545125292247583) + (x * (1.128386358070218 + (x * -0.00011824294398844343)))) else: tmp = 1.0 + ((math.exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0))))))))) * (-1.0 / (1.0 + (math.fabs(x) * 0.3275911)))) 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 <= 0.0006) tmp = Float64(1e-9 + Float64(Float64((x ^ 3.0) * -0.37545125292247583) + Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(Float64(exp(Float64(x * Float64(-x))) * Float64(0.254829592 + Float64(t_1 * 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) * 0.3275911))))); 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 <= 0.0006) tmp = 1e-9 + (((x ^ 3.0) * -0.37545125292247583) + (x * (1.128386358070218 + (x * -0.00011824294398844343)))); else tmp = 1.0 + ((exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0))))))))) * (-1.0 / (1.0 + (abs(x) * 0.3275911)))); 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, 0.0006], N[(1e-9 + N[(N[(N[Power[x, 3.0], $MachinePrecision] * -0.37545125292247583), $MachinePrecision] + N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(0.254829592 + N[(t$95$1 * 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]), $MachinePrecision] * N[(-1.0 / N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $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 0.0006:\\
\;\;\;\;10^{-9} + \left({x}^{3} \cdot -0.37545125292247583 + x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \left(e^{x \cdot \left(-x\right)} \cdot \left(0.254829592 + t_1 \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)\right) \cdot \frac{-1}{1 + \left|x\right| \cdot 0.3275911}\\
\end{array}
\end{array}
if x < 5.99999999999999947e-4Initial program 74.1%
Simplified74.1%
Applied egg-rr74.0%
distribute-frac-neg74.0%
Simplified72.4%
Taylor expanded in x around 0 61.5%
*-un-lft-identity61.5%
fma-def61.5%
pow261.5%
*-commutative61.5%
*-commutative61.5%
fma-udef61.5%
Applied egg-rr61.5%
*-lft-identity61.5%
fma-udef61.5%
*-commutative61.5%
fma-def61.5%
fma-def61.5%
+-commutative61.5%
associate-*l*61.5%
distribute-lft-out61.5%
Simplified61.5%
fma-udef61.5%
+-commutative61.5%
Applied egg-rr61.5%
if 5.99999999999999947e-4 < x Initial program 99.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
pow199.8%
Applied egg-rr99.8%
unpow199.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
Final simplification69.6%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.02)
(+
1e-9
(+
(* (pow x 3.0) -0.37545125292247583)
(* x (+ 1.128386358070218 (* x -0.00011824294398844343)))))
(- 1.0 (/ 0.7778892405807117 (* x (exp (* x x)))))))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + ((pow(x, 3.0) * -0.37545125292247583) + (x * (1.128386358070218 + (x * -0.00011824294398844343))));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * exp((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 + (((x ** 3.0d0) * (-0.37545125292247583d0)) + (x * (1.128386358070218d0 + (x * (-0.00011824294398844343d0)))))
else
tmp = 1.0d0 - (0.7778892405807117d0 / (x * exp((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 + ((Math.pow(x, 3.0) * -0.37545125292247583) + (x * (1.128386358070218 + (x * -0.00011824294398844343))));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * Math.exp((x * x))));
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 1.02: tmp = 1e-9 + ((math.pow(x, 3.0) * -0.37545125292247583) + (x * (1.128386358070218 + (x * -0.00011824294398844343)))) else: tmp = 1.0 - (0.7778892405807117 / (x * math.exp((x * x)))) return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.02) tmp = Float64(1e-9 + Float64(Float64((x ^ 3.0) * -0.37545125292247583) + Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343))))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x * exp(Float64(x * x))))); end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 1.02) tmp = 1e-9 + (((x ^ 3.0) * -0.37545125292247583) + (x * (1.128386358070218 + (x * -0.00011824294398844343)))); else tmp = 1.0 - (0.7778892405807117 / (x * exp((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[(N[Power[x, 3.0], $MachinePrecision] * -0.37545125292247583), $MachinePrecision] + N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.02:\\
\;\;\;\;10^{-9} + \left({x}^{3} \cdot -0.37545125292247583 + x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x \cdot e^{x \cdot x}}\\
\end{array}
\end{array}
if x < 1.02Initial program 74.1%
Simplified74.2%
Applied egg-rr74.1%
distribute-frac-neg74.1%
Simplified72.5%
Taylor expanded in x around 0 61.4%
*-un-lft-identity61.4%
fma-def61.4%
pow261.4%
*-commutative61.4%
*-commutative61.4%
fma-udef61.4%
Applied egg-rr61.4%
*-lft-identity61.4%
fma-udef61.4%
*-commutative61.4%
fma-def61.4%
fma-def61.4%
+-commutative61.4%
associate-*l*61.4%
distribute-lft-out61.5%
Simplified61.5%
fma-udef61.5%
+-commutative61.5%
Applied egg-rr61.5%
if 1.02 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-frac-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
unpow2100.0%
Simplified100.0%
Final simplification69.4%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (* x (+ 1.128386358070218 (* x -0.00011824294398844343)))))
(if (<= x 0.88)
(/ (- 1e-18 (* t_0 t_0)) (- 1e-9 t_0))
(- 1.0 (/ 0.7778892405807117 (* x (exp (* x x))))))))x = abs(x);
double code(double x) {
double t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343));
double tmp;
if (x <= 0.88) {
tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0);
} else {
tmp = 1.0 - (0.7778892405807117 / (x * exp((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) :: t_0
real(8) :: tmp
t_0 = x * (1.128386358070218d0 + (x * (-0.00011824294398844343d0)))
if (x <= 0.88d0) then
tmp = (1d-18 - (t_0 * t_0)) / (1d-9 - t_0)
else
tmp = 1.0d0 - (0.7778892405807117d0 / (x * exp((x * x))))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343));
double tmp;
if (x <= 0.88) {
tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0);
} else {
tmp = 1.0 - (0.7778892405807117 / (x * Math.exp((x * x))));
}
return tmp;
}
x = abs(x) def code(x): t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343)) tmp = 0 if x <= 0.88: tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0) else: tmp = 1.0 - (0.7778892405807117 / (x * math.exp((x * x)))) return tmp
x = abs(x) function code(x) t_0 = Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343))) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64(1e-18 - Float64(t_0 * t_0)) / Float64(1e-9 - t_0)); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x * exp(Float64(x * x))))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343)); tmp = 0.0; if (x <= 0.88) tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0); else tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x)))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, 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], N[(1.0 - N[(0.7778892405807117 / N[(x * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\\
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\frac{10^{-18} - t_0 \cdot t_0}{10^{-9} - t_0}\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x \cdot e^{x \cdot x}}\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 74.1%
Simplified74.2%
Applied egg-rr74.1%
distribute-frac-neg74.1%
Simplified72.5%
Taylor expanded in x around 0 60.4%
*-commutative60.4%
fma-def60.4%
unpow260.4%
*-commutative60.4%
Simplified60.4%
Taylor expanded in x around 0 60.4%
+-commutative60.4%
*-commutative60.4%
*-commutative60.4%
unpow260.4%
associate-*l*60.4%
distribute-lft-out60.4%
Simplified60.4%
flip-+60.3%
metadata-eval60.3%
+-commutative60.3%
+-commutative60.3%
+-commutative60.3%
Applied egg-rr60.3%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-frac-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
unpow2100.0%
Simplified100.0%
Final simplification68.5%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (let* ((t_0 (* x (+ 1.128386358070218 (* x -0.00011824294398844343))))) (if (<= x 0.9) (/ (- 1e-18 (* t_0 t_0)) (- 1e-9 t_0)) 1.0)))
x = abs(x);
double code(double x) {
double t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343));
double tmp;
if (x <= 0.9) {
tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0);
} 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) :: t_0
real(8) :: tmp
t_0 = x * (1.128386358070218d0 + (x * (-0.00011824294398844343d0)))
if (x <= 0.9d0) then
tmp = (1d-18 - (t_0 * t_0)) / (1d-9 - t_0)
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343));
double tmp;
if (x <= 0.9) {
tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343)) tmp = 0 if x <= 0.9: tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0) else: tmp = 1.0 return tmp
x = abs(x) function code(x) t_0 = Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343))) tmp = 0.0 if (x <= 0.9) tmp = Float64(Float64(1e-18 - Float64(t_0 * t_0)) / Float64(1e-9 - t_0)); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = x * (1.128386358070218 + (x * -0.00011824294398844343)); tmp = 0.0; if (x <= 0.9) tmp = (1e-18 - (t_0 * t_0)) / (1e-9 - t_0); else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, 0.9], 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}
x = |x|\\
\\
\begin{array}{l}
t_0 := x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\\
\mathbf{if}\;x \leq 0.9:\\
\;\;\;\;\frac{10^{-18} - t_0 \cdot t_0}{10^{-9} - t_0}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 74.1%
Simplified74.2%
Applied egg-rr74.1%
distribute-frac-neg74.1%
Simplified72.5%
Taylor expanded in x around 0 60.4%
*-commutative60.4%
fma-def60.4%
unpow260.4%
*-commutative60.4%
Simplified60.4%
Taylor expanded in x around 0 60.4%
+-commutative60.4%
*-commutative60.4%
*-commutative60.4%
unpow260.4%
associate-*l*60.4%
distribute-lft-out60.4%
Simplified60.4%
flip-+60.3%
metadata-eval60.3%
+-commutative60.3%
+-commutative60.3%
+-commutative60.3%
Applied egg-rr60.3%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-frac-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification68.5%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 0.9)
(+
1e-9
(*
x
(/
(- 1.2732557730789702 (* (* x x) 1.3981393803054172e-8))
(- 1.128386358070218 (* x -0.00011824294398844343)))))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = 1e-9 + (x * ((1.2732557730789702 - ((x * x) * 1.3981393803054172e-8)) / (1.128386358070218 - (x * -0.00011824294398844343))));
} 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 * ((1.2732557730789702d0 - ((x * x) * 1.3981393803054172d-8)) / (1.128386358070218d0 - (x * (-0.00011824294398844343d0)))))
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 * ((1.2732557730789702 - ((x * x) * 1.3981393803054172e-8)) / (1.128386358070218 - (x * -0.00011824294398844343))));
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.9: tmp = 1e-9 + (x * ((1.2732557730789702 - ((x * x) * 1.3981393803054172e-8)) / (1.128386358070218 - (x * -0.00011824294398844343)))) 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 * Float64(Float64(1.2732557730789702 - Float64(Float64(x * x) * 1.3981393803054172e-8)) / Float64(1.128386358070218 - Float64(x * -0.00011824294398844343))))); 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 * ((1.2732557730789702 - ((x * x) * 1.3981393803054172e-8)) / (1.128386358070218 - (x * -0.00011824294398844343)))); 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 * N[(N[(1.2732557730789702 - N[(N[(x * x), $MachinePrecision] * 1.3981393803054172e-8), $MachinePrecision]), $MachinePrecision] / N[(1.128386358070218 - N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.9:\\
\;\;\;\;10^{-9} + x \cdot \frac{1.2732557730789702 - \left(x \cdot x\right) \cdot 1.3981393803054172 \cdot 10^{-8}}{1.128386358070218 - x \cdot -0.00011824294398844343}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 74.1%
Simplified74.2%
Applied egg-rr74.1%
distribute-frac-neg74.1%
Simplified72.5%
Taylor expanded in x around 0 60.4%
*-commutative60.4%
fma-def60.4%
unpow260.4%
*-commutative60.4%
Simplified60.4%
Taylor expanded in x around 0 60.4%
+-commutative60.4%
*-commutative60.4%
*-commutative60.4%
unpow260.4%
associate-*l*60.4%
distribute-lft-out60.4%
Simplified60.4%
flip-+60.4%
metadata-eval60.4%
Applied egg-rr60.4%
swap-sqr60.4%
metadata-eval60.4%
Simplified60.4%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-frac-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification68.6%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.9) (+ 1e-9 (* x (+ 1.128386358070218 (* x -0.00011824294398844343)))) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343)));
} 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 + (x * (-0.00011824294398844343d0))))
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 + (x * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.9: tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343))) 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 * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343)))); 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 + (x * -0.00011824294398844343))); 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 * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.9:\\
\;\;\;\;10^{-9} + x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 74.1%
Simplified74.2%
Applied egg-rr74.1%
distribute-frac-neg74.1%
Simplified72.5%
Taylor expanded in x around 0 60.4%
*-commutative60.4%
fma-def60.4%
unpow260.4%
*-commutative60.4%
Simplified60.4%
Taylor expanded in x around 0 60.4%
+-commutative60.4%
*-commutative60.4%
*-commutative60.4%
unpow260.4%
associate-*l*60.4%
distribute-lft-out60.4%
Simplified60.4%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-frac-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification68.6%
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 74.1%
Simplified74.2%
Applied egg-rr74.1%
distribute-frac-neg74.1%
Simplified72.5%
Taylor expanded in x around 0 60.3%
*-commutative60.3%
Simplified60.3%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-frac-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification68.5%
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 74.1%
Simplified74.1%
Applied egg-rr74.0%
distribute-frac-neg74.0%
Simplified72.4%
Taylor expanded in x around 0 63.0%
if 2.79999999999999996e-5 < x Initial program 99.8%
Simplified99.8%
Applied egg-rr99.8%
distribute-frac-neg99.8%
Simplified99.8%
Taylor expanded in x around inf 98.4%
Final simplification70.5%
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 79.5%
Simplified79.5%
Applied egg-rr79.5%
distribute-frac-neg79.5%
Simplified78.2%
Taylor expanded in x around 0 52.1%
Final simplification52.1%
herbie shell --seed 2023275
(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)))))))