
(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
(/
(+
-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)))
(t_1 (* (fma 0.3275911 x 1.0) (pow (exp x) x)))
(t_2 (/ (+ 0.254829592 t_0) t_1)))
(if (<= (fabs x) 0.0001)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(/
(/
(log (exp (- 1.0 (pow (* t_2 (/ (- -0.254829592 t_0) t_1)) 2.0))))
(+ 1.0 (* t_2 (/ (- t_0 -0.254829592) t_1))))
(+ 1.0 t_2)))))x = abs(x);
double code(double x) {
double t_0 = (-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);
double t_1 = fma(0.3275911, x, 1.0) * pow(exp(x), x);
double t_2 = (0.254829592 + t_0) / t_1;
double tmp;
if (fabs(x) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = (log(exp((1.0 - pow((t_2 * ((-0.254829592 - t_0) / t_1)), 2.0)))) / (1.0 + (t_2 * ((t_0 - -0.254829592) / t_1)))) / (1.0 + t_2);
}
return tmp;
}
x = abs(x) function code(x) t_0 = 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)) t_1 = Float64(fma(0.3275911, x, 1.0) * (exp(x) ^ x)) t_2 = Float64(Float64(0.254829592 + t_0) / t_1) tmp = 0.0 if (abs(x) <= 0.0001) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(Float64(log(exp(Float64(1.0 - (Float64(t_2 * Float64(Float64(-0.254829592 - t_0) / t_1)) ^ 2.0)))) / Float64(1.0 + Float64(t_2 * Float64(Float64(t_0 - -0.254829592) / t_1)))) / Float64(1.0 + t_2)); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = 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]}, Block[{t$95$1 = N[(N[(0.3275911 * x + 1.0), $MachinePrecision] * N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(0.254829592 + t$95$0), $MachinePrecision] / t$95$1), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 0.0001], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[Log[N[Exp[N[(1.0 - N[Power[N[(t$95$2 * N[(N[(-0.254829592 - t$95$0), $MachinePrecision] / t$95$1), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision] / N[(1.0 + N[(t$95$2 * N[(N[(t$95$0 - -0.254829592), $MachinePrecision] / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(1.0 + t$95$2), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \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)}\\
t_1 := \mathsf{fma}\left(0.3275911, x, 1\right) \cdot {\left(e^{x}\right)}^{x}\\
t_2 := \frac{0.254829592 + t_0}{t_1}\\
\mathbf{if}\;\left|x\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\log \left(e^{1 - {\left(t_2 \cdot \frac{-0.254829592 - t_0}{t_1}\right)}^{2}}\right)}{1 + t_2 \cdot \frac{t_0 - -0.254829592}{t_1}}}{1 + t_2}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.0%
Simplified58.0%
Taylor expanded in x around 0 55.7%
Simplified54.1%
Taylor expanded in x around 0 99.3%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
Applied egg-rr99.9%
Simplified99.1%
flip-+99.1%
Applied egg-rr99.1%
add-log-exp99.1%
Applied egg-rr99.1%
Final simplification99.2%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0
(/
(+
-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)))
(t_1 (pow (exp x) x))
(t_2 (* t_1 (fma x 0.3275911 1.0)))
(t_3 (* (fma 0.3275911 x 1.0) t_1))
(t_4 (/ (+ 0.254829592 t_0) t_3))
(t_5
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma x 0.3275911 1.0)))
(fma x 0.3275911 1.0)))
(fma x 0.3275911 1.0)))
(fma x 0.3275911 1.0))))
(if (<= (fabs x) 0.0001)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(/
(/
(-
1.0
(pow (* (/ (+ 0.254829592 t_5) t_2) (/ (- -0.254829592 t_5) t_2)) 2.0))
(+ 1.0 (* t_4 (/ (- t_0 -0.254829592) t_3))))
(+ 1.0 t_4)))))x = abs(x);
double code(double x) {
double t_0 = (-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);
double t_1 = pow(exp(x), x);
double t_2 = t_1 * fma(x, 0.3275911, 1.0);
double t_3 = fma(0.3275911, x, 1.0) * t_1;
double t_4 = (0.254829592 + t_0) / t_3;
double t_5 = (-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(x, 0.3275911, 1.0))) / fma(x, 0.3275911, 1.0))) / fma(x, 0.3275911, 1.0))) / fma(x, 0.3275911, 1.0);
double tmp;
if (fabs(x) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = ((1.0 - pow((((0.254829592 + t_5) / t_2) * ((-0.254829592 - t_5) / t_2)), 2.0)) / (1.0 + (t_4 * ((t_0 - -0.254829592) / t_3)))) / (1.0 + t_4);
}
return tmp;
}
x = abs(x) function code(x) t_0 = 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)) t_1 = exp(x) ^ x t_2 = Float64(t_1 * fma(x, 0.3275911, 1.0)) t_3 = Float64(fma(0.3275911, x, 1.0) * t_1) t_4 = Float64(Float64(0.254829592 + t_0) / t_3) t_5 = Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(x, 0.3275911, 1.0))) / fma(x, 0.3275911, 1.0))) / fma(x, 0.3275911, 1.0))) / fma(x, 0.3275911, 1.0)) tmp = 0.0 if (abs(x) <= 0.0001) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(Float64(Float64(1.0 - (Float64(Float64(Float64(0.254829592 + t_5) / t_2) * Float64(Float64(-0.254829592 - t_5) / t_2)) ^ 2.0)) / Float64(1.0 + Float64(t_4 * Float64(Float64(t_0 - -0.254829592) / t_3)))) / Float64(1.0 + t_4)); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = 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]}, Block[{t$95$1 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * N[(x * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[(0.3275911 * x + 1.0), $MachinePrecision] * t$95$1), $MachinePrecision]}, Block[{t$95$4 = N[(N[(0.254829592 + t$95$0), $MachinePrecision] / t$95$3), $MachinePrecision]}, Block[{t$95$5 = N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(x * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 0.0001], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(1.0 - N[Power[N[(N[(N[(0.254829592 + t$95$5), $MachinePrecision] / t$95$2), $MachinePrecision] * N[(N[(-0.254829592 - t$95$5), $MachinePrecision] / t$95$2), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(t$95$4 * N[(N[(t$95$0 - -0.254829592), $MachinePrecision] / t$95$3), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(1.0 + t$95$4), $MachinePrecision]), $MachinePrecision]]]]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \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)}\\
t_1 := {\left(e^{x}\right)}^{x}\\
t_2 := t_1 \cdot \mathsf{fma}\left(x, 0.3275911, 1\right)\\
t_3 := \mathsf{fma}\left(0.3275911, x, 1\right) \cdot t_1\\
t_4 := \frac{0.254829592 + t_0}{t_3}\\
t_5 := \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(x, 0.3275911, 1\right)}}{\mathsf{fma}\left(x, 0.3275911, 1\right)}}{\mathsf{fma}\left(x, 0.3275911, 1\right)}}{\mathsf{fma}\left(x, 0.3275911, 1\right)}\\
\mathbf{if}\;\left|x\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{1 - {\left(\frac{0.254829592 + t_5}{t_2} \cdot \frac{-0.254829592 - t_5}{t_2}\right)}^{2}}{1 + t_4 \cdot \frac{t_0 - -0.254829592}{t_3}}}{1 + t_4}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.0%
Simplified58.0%
Taylor expanded in x around 0 55.7%
Simplified54.1%
Taylor expanded in x around 0 99.3%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
Applied egg-rr99.9%
Simplified99.1%
flip-+99.1%
Applied egg-rr99.1%
sub-neg99.1%
Applied egg-rr99.1%
sub-neg99.1%
Simplified99.1%
Final simplification99.2%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0
(/
(+
-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)))
(t_1 (* (fma 0.3275911 x 1.0) (pow (exp x) x)))
(t_2 (/ (+ 0.254829592 t_0) t_1)))
(if (<= (fabs x) 0.0001)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(/
(exp (log (+ 1.0 (* t_2 (/ (- -0.254829592 t_0) t_1)))))
(+ 1.0 t_2)))))x = abs(x);
double code(double x) {
double t_0 = (-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);
double t_1 = fma(0.3275911, x, 1.0) * pow(exp(x), x);
double t_2 = (0.254829592 + t_0) / t_1;
double tmp;
if (fabs(x) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = exp(log((1.0 + (t_2 * ((-0.254829592 - t_0) / t_1))))) / (1.0 + t_2);
}
return tmp;
}
x = abs(x) function code(x) t_0 = 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)) t_1 = Float64(fma(0.3275911, x, 1.0) * (exp(x) ^ x)) t_2 = Float64(Float64(0.254829592 + t_0) / t_1) tmp = 0.0 if (abs(x) <= 0.0001) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(exp(log(Float64(1.0 + Float64(t_2 * Float64(Float64(-0.254829592 - t_0) / t_1))))) / Float64(1.0 + t_2)); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = 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]}, Block[{t$95$1 = N[(N[(0.3275911 * x + 1.0), $MachinePrecision] * N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(0.254829592 + t$95$0), $MachinePrecision] / t$95$1), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 0.0001], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[Exp[N[Log[N[(1.0 + N[(t$95$2 * N[(N[(-0.254829592 - t$95$0), $MachinePrecision] / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision] / N[(1.0 + t$95$2), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \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)}\\
t_1 := \mathsf{fma}\left(0.3275911, x, 1\right) \cdot {\left(e^{x}\right)}^{x}\\
t_2 := \frac{0.254829592 + t_0}{t_1}\\
\mathbf{if}\;\left|x\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{e^{\log \left(1 + t_2 \cdot \frac{-0.254829592 - t_0}{t_1}\right)}}{1 + t_2}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.0%
Simplified58.0%
Taylor expanded in x around 0 55.7%
Simplified54.1%
Taylor expanded in x around 0 99.3%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
Applied egg-rr99.9%
Simplified99.1%
add-exp-log99.1%
Applied egg-rr99.1%
Final simplification99.2%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0
(/
(+
-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)))
(t_1 (* (fma 0.3275911 x 1.0) (pow (exp x) x)))
(t_2 (/ (+ 0.254829592 t_0) t_1)))
(if (<= (fabs x) 0.0001)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(/ (+ 1.0 (* t_2 (/ (- -0.254829592 t_0) t_1))) (+ 1.0 t_2)))))x = abs(x);
double code(double x) {
double t_0 = (-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);
double t_1 = fma(0.3275911, x, 1.0) * pow(exp(x), x);
double t_2 = (0.254829592 + t_0) / t_1;
double tmp;
if (fabs(x) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = (1.0 + (t_2 * ((-0.254829592 - t_0) / t_1))) / (1.0 + t_2);
}
return tmp;
}
x = abs(x) function code(x) t_0 = 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)) t_1 = Float64(fma(0.3275911, x, 1.0) * (exp(x) ^ x)) t_2 = Float64(Float64(0.254829592 + t_0) / t_1) tmp = 0.0 if (abs(x) <= 0.0001) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(Float64(1.0 + Float64(t_2 * Float64(Float64(-0.254829592 - t_0) / t_1))) / Float64(1.0 + t_2)); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = 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]}, Block[{t$95$1 = N[(N[(0.3275911 * x + 1.0), $MachinePrecision] * N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(0.254829592 + t$95$0), $MachinePrecision] / t$95$1), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 0.0001], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(1.0 + N[(t$95$2 * N[(N[(-0.254829592 - t$95$0), $MachinePrecision] / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(1.0 + t$95$2), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \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)}\\
t_1 := \mathsf{fma}\left(0.3275911, x, 1\right) \cdot {\left(e^{x}\right)}^{x}\\
t_2 := \frac{0.254829592 + t_0}{t_1}\\
\mathbf{if}\;\left|x\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1 + t_2 \cdot \frac{-0.254829592 - t_0}{t_1}}{1 + t_2}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.0%
Simplified58.0%
Taylor expanded in x around 0 55.7%
Simplified54.1%
Taylor expanded in x around 0 99.3%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
Applied egg-rr99.9%
Simplified99.1%
Final simplification99.2%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (fma 0.3275911 (fabs x) 1.0)))
(if (<= (fabs x) 0.0001)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(fma
(*
(/ -1.0 t_0)
(+
0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/ (+ -1.453152027 (/ 1.061405429 (fma 0.3275911 x 1.0))) t_0))
t_0))
t_0)))
(pow (exp x) (- x))
1.0))))x = abs(x);
double code(double x) {
double t_0 = fma(0.3275911, fabs(x), 1.0);
double tmp;
if (fabs(x) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = fma(((-1.0 / t_0) * (0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(0.3275911, x, 1.0))) / t_0)) / t_0)) / t_0))), pow(exp(x), -x), 1.0);
}
return tmp;
}
x = abs(x) function code(x) t_0 = fma(0.3275911, abs(x), 1.0) tmp = 0.0 if (abs(x) <= 0.0001) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = fma(Float64(Float64(-1.0 / t_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))) / t_0)) / t_0)) / t_0))), (exp(x) ^ Float64(-x)), 1.0); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x], $MachinePrecision] + 1.0), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 0.0001], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-1.0 / t$95$0), $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] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Power[N[Exp[x], $MachinePrecision], (-x)], $MachinePrecision] + 1.0), $MachinePrecision]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.3275911, \left|x\right|, 1\right)\\
\mathbf{if}\;\left|x\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{-1}{t_0} \cdot \left(0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{t_0}}{t_0}}{t_0}\right), {\left(e^{x}\right)}^{\left(-x\right)}, 1\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.0%
Simplified58.0%
Taylor expanded in x around 0 55.7%
Simplified54.1%
Taylor expanded in x around 0 99.3%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
pow199.9%
Applied egg-rr99.9%
unpow199.9%
unpow199.9%
sqr-pow49.5%
fabs-sqr49.5%
sqr-pow99.3%
unpow199.3%
Simplified99.3%
Applied egg-rr99.3%
+-commutative99.3%
associate-*r*99.3%
fma-def99.3%
distribute-neg-frac99.3%
metadata-eval99.3%
Simplified99.3%
Final simplification99.3%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x) 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= (fabs x) 0.0001)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(+
1.0
(*
t_1
(*
(exp (* x (- x)))
(-
(*
t_1
(-
(*
(+
1.421413741
(* t_1 (+ -1.453152027 (/ 1.061405429 (+ 1.0 (* x 0.3275911))))))
(/ -1.0 t_0))
-0.284496736))
0.254829592)))))))x = abs(x);
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) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / (1.0 + (x * 0.3275911)))))) * (-1.0 / t_0)) - -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 + (abs(x) * 0.3275911d0)
t_1 = 1.0d0 / t_0
if (abs(x) <= 0.0001d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.421413741d0 + (t_1 * ((-1.453152027d0) + (1.061405429d0 / (1.0d0 + (x * 0.3275911d0)))))) * ((-1.0d0) / t_0)) - (-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 + (Math.abs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (Math.abs(x) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x, 3.0)) + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (t_1 * (Math.exp((x * -x)) * ((t_1 * (((1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / (1.0 + (x * 0.3275911)))))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (math.fabs(x) * 0.3275911) t_1 = 1.0 / t_0 tmp = 0 if math.fabs(x) <= 0.0001: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x, 3.0)) + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + (t_1 * (math.exp((x * -x)) * ((t_1 * (((1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / (1.0 + (x * 0.3275911)))))) * (-1.0 / t_0)) - -0.284496736)) - 0.254829592))) return tmp
x = abs(x) 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) <= 0.0001) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + 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 / Float64(1.0 + Float64(x * 0.3275911)))))) * Float64(-1.0 / t_0)) - -0.284496736)) - 0.254829592)))); end return tmp end
x = abs(x) 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) <= 0.0001) tmp = 1e-9 + ((-0.37545125292247583 * (x ^ 3.0)) + ((-0.00011824294398844343 * (x ^ 2.0)) + (x * 1.128386358070218))); else tmp = 1.0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / (1.0 + (x * 0.3275911)))))) * (-1.0 / t_0)) - -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[(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], 0.0001], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $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 / N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
\mathbf{if}\;\left|x\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\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}{1 + x \cdot 0.3275911}\right)\right) \cdot \frac{-1}{t_0} - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.0%
Simplified58.0%
Taylor expanded in x around 0 55.7%
Simplified54.1%
Taylor expanded in x around 0 99.3%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
pow199.9%
Applied egg-rr99.9%
unpow199.9%
unpow199.9%
sqr-pow49.5%
fabs-sqr49.5%
sqr-pow99.3%
unpow199.3%
Simplified99.3%
Final simplification99.3%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x) 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= x 1.0)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(-
1.0
(*
t_1
(*
(exp (* x (- x)))
(+
0.254829592
(*
t_1
(+
-0.284496736
(* t_1 (+ 1.421413741 (* 1.453152027 (/ -1.0 t_0)))))))))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (x <= 1.0) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 - (t_1 * (exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (1.453152027 * (-1.0 / t_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) :: t_1
real(8) :: tmp
t_0 = 1.0d0 + (abs(x) * 0.3275911d0)
t_1 = 1.0d0 / t_0
if (x <= 1.0d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 - (t_1 * (exp((x * -x)) * (0.254829592d0 + (t_1 * ((-0.284496736d0) + (t_1 * (1.421413741d0 + (1.453152027d0 * ((-1.0d0) / t_0)))))))))
end if
code = tmp
end function
x = Math.abs(x);
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 (x <= 1.0) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x, 3.0)) + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 - (t_1 * (Math.exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (1.453152027 * (-1.0 / t_0)))))))));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (math.fabs(x) * 0.3275911) t_1 = 1.0 / t_0 tmp = 0 if x <= 1.0: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x, 3.0)) + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1.0 - (t_1 * (math.exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (1.453152027 * (-1.0 / t_0))))))))) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) t_1 = Float64(1.0 / t_0) tmp = 0.0 if (x <= 1.0) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(1.0 - Float64(t_1 * Float64(exp(Float64(x * Float64(-x))) * Float64(0.254829592 + Float64(t_1 * Float64(-0.284496736 + Float64(t_1 * Float64(1.421413741 + Float64(1.453152027 * Float64(-1.0 / t_0)))))))))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (abs(x) * 0.3275911); t_1 = 1.0 / t_0; tmp = 0.0; if (x <= 1.0) tmp = 1e-9 + ((-0.37545125292247583 * (x ^ 3.0)) + ((-0.00011824294398844343 * (x ^ 2.0)) + (x * 1.128386358070218))); else tmp = 1.0 - (t_1 * (exp((x * -x)) * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (1.453152027 * (-1.0 / t_0))))))))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
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[x, 1.0], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(t$95$1 * 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[(1.453152027 * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
\mathbf{if}\;x \leq 1:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - t_1 \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(0.254829592 + t_1 \cdot \left(-0.284496736 + t_1 \cdot \left(1.421413741 + 1.453152027 \cdot \frac{-1}{t_0}\right)\right)\right)\right)\\
\end{array}
\end{array}
if x < 1Initial program 70.1%
Simplified70.1%
Taylor expanded in x around 0 41.4%
Simplified38.9%
Taylor expanded in x around 0 71.4%
if 1 < 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%
Taylor expanded in x around inf 100.0%
Final simplification77.5%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.7)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
1e-9))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.7) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1e-9;
}
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 <= 1.7d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1d-9
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 1.7) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x, 3.0)) + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1e-9;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 1.7: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x, 3.0)) + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1e-9 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.7) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = 1e-9; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 1.7) tmp = 1e-9 + ((-0.37545125292247583 * (x ^ 3.0)) + ((-0.00011824294398844343 * (x ^ 2.0)) + (x * 1.128386358070218))); else tmp = 1e-9; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 1.7], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1e-9]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.7:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;10^{-9}\\
\end{array}
\end{array}
if x < 1.69999999999999996Initial program 70.1%
Simplified70.1%
Taylor expanded in x around 0 41.4%
Simplified38.9%
Taylor expanded in x around 0 71.4%
if 1.69999999999999996 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 4.5%
Simplified4.5%
Taylor expanded in x around 0 11.1%
Final simplification58.4%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.7)
(+
1e-9
(fma
(pow x 3.0)
-0.37545125292247583
(* x (+ 1.128386358070218 (* x -0.00011824294398844343)))))
1e-9))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.7) {
tmp = 1e-9 + fma(pow(x, 3.0), -0.37545125292247583, (x * (1.128386358070218 + (x * -0.00011824294398844343))));
} else {
tmp = 1e-9;
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.7) tmp = Float64(1e-9 + fma((x ^ 3.0), -0.37545125292247583, Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343))))); else tmp = 1e-9; end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 1.7], N[(1e-9 + N[(N[Power[x, 3.0], $MachinePrecision] * -0.37545125292247583 + N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1e-9]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.7:\\
\;\;\;\;10^{-9} + \mathsf{fma}\left({x}^{3}, -0.37545125292247583, x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;10^{-9}\\
\end{array}
\end{array}
if x < 1.69999999999999996Initial program 70.1%
Simplified70.1%
Taylor expanded in x around 0 41.4%
Simplified38.9%
Taylor expanded in x around 0 41.8%
Taylor expanded in x around 0 71.4%
*-commutative71.4%
fma-def71.4%
+-commutative71.4%
*-commutative71.4%
*-commutative71.4%
unpow271.4%
associate-*r*71.4%
distribute-lft-out71.4%
Simplified71.4%
if 1.69999999999999996 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 4.5%
Simplified4.5%
Taylor expanded in x around 0 11.1%
Final simplification58.5%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 9500.0) (+ 1e-9 (fma (* x x) -0.00011824294398844343 (* x 1.128386358070218))) 1e-9))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 9500.0) {
tmp = 1e-9 + fma((x * x), -0.00011824294398844343, (x * 1.128386358070218));
} else {
tmp = 1e-9;
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 9500.0) tmp = Float64(1e-9 + fma(Float64(x * x), -0.00011824294398844343, Float64(x * 1.128386358070218))); else tmp = 1e-9; end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 9500.0], N[(1e-9 + N[(N[(x * x), $MachinePrecision] * -0.00011824294398844343 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1e-9]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 9500:\\
\;\;\;\;10^{-9} + \mathsf{fma}\left(x \cdot x, -0.00011824294398844343, x \cdot 1.128386358070218\right)\\
\mathbf{else}:\\
\;\;\;\;10^{-9}\\
\end{array}
\end{array}
if x < 9500Initial program 70.1%
Simplified70.1%
Taylor expanded in x around 0 41.4%
Simplified38.9%
Taylor expanded in x around 0 70.7%
*-commutative70.7%
fma-def70.7%
unpow270.7%
*-commutative70.7%
Simplified70.7%
if 9500 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 4.5%
Simplified4.5%
Taylor expanded in x around 0 11.1%
Final simplification57.9%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 9500.0) (+ 1e-9 (* x (+ 1.128386358070218 (* x -0.00011824294398844343)))) 1e-9))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 9500.0) {
tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343)));
} else {
tmp = 1e-9;
}
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 <= 9500.0d0) then
tmp = 1d-9 + (x * (1.128386358070218d0 + (x * (-0.00011824294398844343d0))))
else
tmp = 1d-9
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 9500.0) {
tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343)));
} else {
tmp = 1e-9;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 9500.0: tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343))) else: tmp = 1e-9 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 9500.0) tmp = Float64(1e-9 + Float64(x * Float64(1.128386358070218 + Float64(x * -0.00011824294398844343)))); else tmp = 1e-9; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 9500.0) tmp = 1e-9 + (x * (1.128386358070218 + (x * -0.00011824294398844343))); else tmp = 1e-9; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 9500.0], N[(1e-9 + N[(x * N[(1.128386358070218 + N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1e-9]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 9500:\\
\;\;\;\;10^{-9} + x \cdot \left(1.128386358070218 + x \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;10^{-9}\\
\end{array}
\end{array}
if x < 9500Initial program 70.1%
Simplified70.1%
Taylor expanded in x around 0 41.4%
Simplified38.9%
Taylor expanded in x around 0 41.3%
associate--l+41.3%
*-commutative41.3%
unpow241.3%
fma-neg41.3%
metadata-eval41.3%
Simplified41.3%
Taylor expanded in x around 0 70.7%
+-commutative70.7%
*-commutative70.7%
*-commutative70.7%
unpow270.7%
associate-*r*70.7%
distribute-lft-out70.7%
Simplified70.7%
if 9500 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 4.5%
Simplified4.5%
Taylor expanded in x around 0 11.1%
Final simplification57.9%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 920000000.0) (+ 1e-9 (* x 1.128386358070218)) 1e-9))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 920000000.0) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1e-9;
}
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 <= 920000000.0d0) then
tmp = 1d-9 + (x * 1.128386358070218d0)
else
tmp = 1d-9
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 920000000.0) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1e-9;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 920000000.0: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1e-9 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 920000000.0) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = 1e-9; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 920000000.0) tmp = 1e-9 + (x * 1.128386358070218); else tmp = 1e-9; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 920000000.0], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1e-9]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 920000000:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;10^{-9}\\
\end{array}
\end{array}
if x < 9.2e8Initial program 70.1%
Simplified70.1%
Taylor expanded in x around 0 41.4%
Simplified38.9%
Taylor expanded in x around 0 70.6%
*-commutative70.6%
Simplified70.6%
if 9.2e8 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 4.5%
Simplified4.5%
Taylor expanded in x around 0 11.1%
Final simplification57.8%
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 76.5%
Simplified76.5%
Taylor expanded in x around 0 33.5%
Simplified31.5%
Taylor expanded in x around 0 58.5%
Final simplification58.5%
herbie shell --seed 2023277
(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)))))))