
(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 12 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 (* x 0.3275911)))
(t_1 (+ 1.0 (* (fabs x) 0.3275911)))
(t_2
(cbrt
(+
1.0
(/
(*
(exp (* x (- x)))
(-
(/
(-
(/
(-
(- (/ 1.453152027 t_1) (* 1.061405429 (pow t_1 -2.0)))
1.421413741)
t_1)
-0.284496736)
t_0)
0.254829592))
t_0)))))
(if (<= (fabs x) 5e-5)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(* t_2 (* t_2 t_2)))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 + (fabs(x) * 0.3275911);
double t_2 = cbrt((1.0 + ((exp((x * -x)) * (((((((1.453152027 / t_1) - (1.061405429 * pow(t_1, -2.0))) - 1.421413741) / t_1) - -0.284496736) / t_0) - 0.254829592)) / t_0)));
double tmp;
if (fabs(x) <= 5e-5) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = t_2 * (t_2 * t_2);
}
return tmp;
}
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 + (Math.abs(x) * 0.3275911);
double t_2 = Math.cbrt((1.0 + ((Math.exp((x * -x)) * (((((((1.453152027 / t_1) - (1.061405429 * Math.pow(t_1, -2.0))) - 1.421413741) / t_1) - -0.284496736) / t_0) - 0.254829592)) / t_0)));
double tmp;
if (Math.abs(x) <= 5e-5) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x, 3.0)) + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = t_2 * (t_2 * t_2);
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(x * 0.3275911)) t_1 = Float64(1.0 + Float64(abs(x) * 0.3275911)) t_2 = cbrt(Float64(1.0 + Float64(Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.453152027 / t_1) - Float64(1.061405429 * (t_1 ^ -2.0))) - 1.421413741) / t_1) - -0.284496736) / t_0) - 0.254829592)) / t_0))) tmp = 0.0 if (abs(x) <= 5e-5) 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(t_2 * Float64(t_2 * t_2)); 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 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[Power[N[(1.0 + N[(N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(N[(N[(N[(N[(1.453152027 / t$95$1), $MachinePrecision] - N[(1.061405429 * N[Power[t$95$1, -2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision] / t$95$1), $MachinePrecision] - -0.284496736), $MachinePrecision] / t$95$0), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 5e-5], 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[(t$95$2 * N[(t$95$2 * t$95$2), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + x \cdot 0.3275911\\
t_1 := 1 + \left|x\right| \cdot 0.3275911\\
t_2 := \sqrt[3]{1 + \frac{e^{x \cdot \left(-x\right)} \cdot \left(\frac{\frac{\left(\frac{1.453152027}{t_1} - 1.061405429 \cdot {t_1}^{-2}\right) - 1.421413741}{t_1} - -0.284496736}{t_0} - 0.254829592\right)}{t_0}}\\
\mathbf{if}\;\left|x\right| \leq 5 \cdot 10^{-5}:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;t_2 \cdot \left(t_2 \cdot t_2\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 5.00000000000000024e-5Initial program 57.8%
Simplified57.9%
Taylor expanded in x around inf 54.3%
Simplified52.4%
Taylor expanded in x around 0 98.5%
if 5.00000000000000024e-5 < (fabs.f64 x) Initial program 99.8%
Simplified99.7%
pow199.7%
Applied egg-rr99.7%
unpow199.7%
*-commutative99.7%
unpow199.7%
sqr-pow50.9%
fabs-sqr50.9%
sqr-pow99.7%
unpow199.7%
Simplified99.7%
pow199.7%
Applied egg-rr99.7%
unpow199.7%
*-commutative99.7%
unpow199.7%
sqr-pow50.9%
fabs-sqr50.9%
sqr-pow99.7%
unpow199.7%
Simplified99.7%
Taylor expanded in x around 0 99.8%
Applied egg-rr99.9%
Final simplification99.2%
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 (* x 0.3275911)))
(t_2
(+
1.0
(/
(*
(exp (* x (- x)))
(-
(/
(-
(/
(-
(- (/ 1.453152027 t_0) (* 1.061405429 (pow t_0 -2.0)))
1.421413741)
t_0)
-0.284496736)
t_1)
0.254829592))
t_1))))
(if (<= (fabs x) 5e-5)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(cbrt (* t_2 (* t_2 t_2))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double t_1 = 1.0 + (x * 0.3275911);
double t_2 = 1.0 + ((exp((x * -x)) * (((((((1.453152027 / t_0) - (1.061405429 * pow(t_0, -2.0))) - 1.421413741) / t_0) - -0.284496736) / t_1) - 0.254829592)) / t_1);
double tmp;
if (fabs(x) <= 5e-5) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = cbrt((t_2 * (t_2 * t_2)));
}
return tmp;
}
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 + (x * 0.3275911);
double t_2 = 1.0 + ((Math.exp((x * -x)) * (((((((1.453152027 / t_0) - (1.061405429 * Math.pow(t_0, -2.0))) - 1.421413741) / t_0) - -0.284496736) / t_1) - 0.254829592)) / t_1);
double tmp;
if (Math.abs(x) <= 5e-5) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x, 3.0)) + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = Math.cbrt((t_2 * (t_2 * t_2)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) t_1 = Float64(1.0 + Float64(x * 0.3275911)) t_2 = Float64(1.0 + Float64(Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.453152027 / t_0) - Float64(1.061405429 * (t_0 ^ -2.0))) - 1.421413741) / t_0) - -0.284496736) / t_1) - 0.254829592)) / t_1)) tmp = 0.0 if (abs(x) <= 5e-5) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = cbrt(Float64(t_2 * Float64(t_2 * t_2))); end return 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 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(1.0 + N[(N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(N[(N[(N[(N[(1.453152027 / t$95$0), $MachinePrecision] - N[(1.061405429 * N[Power[t$95$0, -2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] - -0.284496736), $MachinePrecision] / t$95$1), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 5e-5], 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[Power[N[(t$95$2 * N[(t$95$2 * t$95$2), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
t_1 := 1 + x \cdot 0.3275911\\
t_2 := 1 + \frac{e^{x \cdot \left(-x\right)} \cdot \left(\frac{\frac{\left(\frac{1.453152027}{t_0} - 1.061405429 \cdot {t_0}^{-2}\right) - 1.421413741}{t_0} - -0.284496736}{t_1} - 0.254829592\right)}{t_1}\\
\mathbf{if}\;\left|x\right| \leq 5 \cdot 10^{-5}:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt[3]{t_2 \cdot \left(t_2 \cdot t_2\right)}\\
\end{array}
\end{array}
if (fabs.f64 x) < 5.00000000000000024e-5Initial program 57.8%
Simplified57.9%
Taylor expanded in x around inf 54.3%
Simplified52.4%
Taylor expanded in x around 0 98.5%
if 5.00000000000000024e-5 < (fabs.f64 x) Initial program 99.8%
Simplified99.7%
pow199.7%
Applied egg-rr99.7%
unpow199.7%
*-commutative99.7%
unpow199.7%
sqr-pow50.9%
fabs-sqr50.9%
sqr-pow99.7%
unpow199.7%
Simplified99.7%
pow199.7%
Applied egg-rr99.7%
unpow199.7%
*-commutative99.7%
unpow199.7%
sqr-pow50.9%
fabs-sqr50.9%
sqr-pow99.7%
unpow199.7%
Simplified99.7%
Taylor expanded in x around 0 99.8%
Applied egg-rr99.9%
Final simplification99.2%
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 (* x 0.3275911))))
(if (<= (fabs x) 5e-5)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(+
1.0
(/
(*
(exp (* x (- x)))
(-
(/
(-
(/
(-
(- (/ 1.453152027 t_0) (* 1.061405429 (pow t_0 -2.0)))
1.421413741)
t_0)
-0.284496736)
t_1)
0.254829592))
t_1)))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double t_1 = 1.0 + (x * 0.3275911);
double tmp;
if (fabs(x) <= 5e-5) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + ((exp((x * -x)) * (((((((1.453152027 / t_0) - (1.061405429 * pow(t_0, -2.0))) - 1.421413741) / t_0) - -0.284496736) / t_1) - 0.254829592)) / t_1);
}
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 + (x * 0.3275911d0)
if (abs(x) <= 5d-5) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + ((exp((x * -x)) * (((((((1.453152027d0 / t_0) - (1.061405429d0 * (t_0 ** (-2.0d0)))) - 1.421413741d0) / t_0) - (-0.284496736d0)) / t_1) - 0.254829592d0)) / t_1)
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 + (x * 0.3275911);
double tmp;
if (Math.abs(x) <= 5e-5) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x, 3.0)) + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + ((Math.exp((x * -x)) * (((((((1.453152027 / t_0) - (1.061405429 * Math.pow(t_0, -2.0))) - 1.421413741) / t_0) - -0.284496736) / t_1) - 0.254829592)) / t_1);
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (math.fabs(x) * 0.3275911) t_1 = 1.0 + (x * 0.3275911) tmp = 0 if math.fabs(x) <= 5e-5: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x, 3.0)) + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + ((math.exp((x * -x)) * (((((((1.453152027 / t_0) - (1.061405429 * math.pow(t_0, -2.0))) - 1.421413741) / t_0) - -0.284496736) / t_1) - 0.254829592)) / t_1) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) t_1 = Float64(1.0 + Float64(x * 0.3275911)) tmp = 0.0 if (abs(x) <= 5e-5) 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(Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.453152027 / t_0) - Float64(1.061405429 * (t_0 ^ -2.0))) - 1.421413741) / t_0) - -0.284496736) / t_1) - 0.254829592)) / t_1)); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (abs(x) * 0.3275911); t_1 = 1.0 + (x * 0.3275911); tmp = 0.0; if (abs(x) <= 5e-5) tmp = 1e-9 + ((-0.37545125292247583 * (x ^ 3.0)) + ((-0.00011824294398844343 * (x ^ 2.0)) + (x * 1.128386358070218))); else tmp = 1.0 + ((exp((x * -x)) * (((((((1.453152027 / t_0) - (1.061405429 * (t_0 ^ -2.0))) - 1.421413741) / t_0) - -0.284496736) / t_1) - 0.254829592)) / t_1); 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 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 5e-5], 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[(N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(N[(N[(N[(N[(1.453152027 / t$95$0), $MachinePrecision] - N[(1.061405429 * N[Power[t$95$0, -2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] - -0.284496736), $MachinePrecision] / t$95$1), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
t_1 := 1 + x \cdot 0.3275911\\
\mathbf{if}\;\left|x\right| \leq 5 \cdot 10^{-5}:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{e^{x \cdot \left(-x\right)} \cdot \left(\frac{\frac{\left(\frac{1.453152027}{t_0} - 1.061405429 \cdot {t_0}^{-2}\right) - 1.421413741}{t_0} - -0.284496736}{t_1} - 0.254829592\right)}{t_1}\\
\end{array}
\end{array}
if (fabs.f64 x) < 5.00000000000000024e-5Initial program 57.8%
Simplified57.9%
Taylor expanded in x around inf 54.3%
Simplified52.4%
Taylor expanded in x around 0 98.5%
if 5.00000000000000024e-5 < (fabs.f64 x) Initial program 99.8%
Simplified99.7%
pow199.7%
Applied egg-rr99.7%
unpow199.7%
*-commutative99.7%
unpow199.7%
sqr-pow50.9%
fabs-sqr50.9%
sqr-pow99.7%
unpow199.7%
Simplified99.7%
pow199.7%
Applied egg-rr99.7%
unpow199.7%
*-commutative99.7%
unpow199.7%
sqr-pow50.9%
fabs-sqr50.9%
sqr-pow99.7%
unpow199.7%
Simplified99.7%
Taylor expanded in x around 0 99.8%
Applied egg-rr99.9%
Final simplification99.2%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x) 0.3275911))))
(if (<= x 0.0006)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(-
1.0
(*
(exp (* x (- x)))
(/
(+
0.254829592
(/
(+
-0.284496736
(/
(+ 1.421413741 (/ (+ -1.453152027 (/ 1.061405429 t_0)) t_0))
t_0))
t_0))
(+ 1.0 (* x 0.3275911))))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double tmp;
if (x <= 0.0006) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 - (exp((x * -x)) * ((0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / (1.0 + (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) :: tmp
t_0 = 1.0d0 + (abs(x) * 0.3275911d0)
if (x <= 0.0006d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 - (exp((x * -x)) * ((0.254829592d0 + (((-0.284496736d0) + ((1.421413741d0 + (((-1.453152027d0) + (1.061405429d0 / t_0)) / t_0)) / t_0)) / t_0)) / (1.0d0 + (x * 0.3275911d0))))
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 tmp;
if (x <= 0.0006) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x, 3.0)) + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 - (Math.exp((x * -x)) * ((0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / (1.0 + (x * 0.3275911))));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (math.fabs(x) * 0.3275911) tmp = 0 if x <= 0.0006: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x, 3.0)) + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1.0 - (math.exp((x * -x)) * ((0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / (1.0 + (x * 0.3275911)))) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) tmp = 0.0 if (x <= 0.0006) 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(exp(Float64(x * Float64(-x))) * Float64(Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / Float64(1.0 + Float64(x * 0.3275911))))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (abs(x) * 0.3275911); tmp = 0.0; if (x <= 0.0006) tmp = 1e-9 + ((-0.37545125292247583 * (x ^ 3.0)) + ((-0.00011824294398844343 * (x ^ 2.0)) + (x * 1.128386358070218))); else tmp = 1.0 - (exp((x * -x)) * ((0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / (1.0 + (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[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, 0.0006], 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[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
\mathbf{if}\;x \leq 0.0006:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - e^{x \cdot \left(-x\right)} \cdot \frac{0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{t_0}}{t_0}}{t_0}}{t_0}}{1 + x \cdot 0.3275911}\\
\end{array}
\end{array}
if x < 5.99999999999999947e-4Initial program 72.1%
Simplified72.1%
Taylor expanded in x around inf 69.8%
Simplified68.5%
Taylor expanded in x around 0 65.9%
if 5.99999999999999947e-4 < x Initial program 99.5%
Simplified99.5%
pow199.5%
Applied egg-rr99.5%
unpow199.5%
*-commutative99.5%
unpow199.5%
sqr-pow99.5%
fabs-sqr99.5%
sqr-pow99.5%
unpow199.5%
Simplified99.5%
add-log-exp99.6%
Applied egg-rr99.6%
Applied egg-rr99.5%
Final simplification74.7%
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 0.00062)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(-
1.0
(*
t_0
(*
(exp (* x (- x)))
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+
(+ 1.421413741 (* 1.061405429 (/ 1.0 (pow t_1 2.0))))
(* 1.453152027 (/ -1.0 t_1)))))))))))))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 <= 0.00062) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 - (t_0 * (exp((x * -x)) * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * ((1.421413741 + (1.061405429 * (1.0 / pow(t_1, 2.0)))) + (1.453152027 * (-1.0 / t_1)))))))));
}
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 / (1.0d0 + (x * 0.3275911d0))
t_1 = 1.0d0 + (abs(x) * 0.3275911d0)
if (x <= 0.00062d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 - (t_0 * (exp((x * -x)) * (0.254829592d0 + (t_0 * ((-0.284496736d0) + (t_0 * ((1.421413741d0 + (1.061405429d0 * (1.0d0 / (t_1 ** 2.0d0)))) + (1.453152027d0 * ((-1.0d0) / t_1)))))))))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (x * 0.3275911));
double t_1 = 1.0 + (Math.abs(x) * 0.3275911);
double tmp;
if (x <= 0.00062) {
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_0 * (Math.exp((x * -x)) * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * ((1.421413741 + (1.061405429 * (1.0 / Math.pow(t_1, 2.0)))) + (1.453152027 * (-1.0 / t_1)))))))));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 / (1.0 + (x * 0.3275911)) t_1 = 1.0 + (math.fabs(x) * 0.3275911) tmp = 0 if x <= 0.00062: 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_0 * (math.exp((x * -x)) * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * ((1.421413741 + (1.061405429 * (1.0 / math.pow(t_1, 2.0)))) + (1.453152027 * (-1.0 / t_1))))))))) 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 <= 0.00062) 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_0 * Float64(exp(Float64(x * Float64(-x))) * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * Float64(Float64(1.421413741 + Float64(1.061405429 * Float64(1.0 / (t_1 ^ 2.0)))) + Float64(1.453152027 * Float64(-1.0 / t_1)))))))))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 / (1.0 + (x * 0.3275911)); t_1 = 1.0 + (abs(x) * 0.3275911); tmp = 0.0; if (x <= 0.00062) tmp = 1e-9 + ((-0.37545125292247583 * (x ^ 3.0)) + ((-0.00011824294398844343 * (x ^ 2.0)) + (x * 1.128386358070218))); else tmp = 1.0 - (t_0 * (exp((x * -x)) * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * ((1.421413741 + (1.061405429 * (1.0 / (t_1 ^ 2.0)))) + (1.453152027 * (-1.0 / t_1))))))))); end tmp_2 = 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, 0.00062], 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$0 * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(t$95$0 * N[(N[(1.421413741 + N[(1.061405429 * N[(1.0 / N[Power[t$95$1, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(1.453152027 * N[(-1.0 / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $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 0.00062:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - t_0 \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(0.254829592 + t_0 \cdot \left(-0.284496736 + t_0 \cdot \left(\left(1.421413741 + 1.061405429 \cdot \frac{1}{{t_1}^{2}}\right) + 1.453152027 \cdot \frac{-1}{t_1}\right)\right)\right)\right)\\
\end{array}
\end{array}
if x < 6.2e-4Initial program 72.1%
Simplified72.1%
Taylor expanded in x around inf 69.8%
Simplified68.5%
Taylor expanded in x around 0 65.9%
if 6.2e-4 < x Initial program 99.5%
Simplified99.5%
pow199.5%
Applied egg-rr99.5%
unpow199.5%
*-commutative99.5%
unpow199.5%
sqr-pow99.5%
fabs-sqr99.5%
sqr-pow99.5%
unpow199.5%
Simplified99.5%
pow199.5%
Applied egg-rr99.5%
unpow199.5%
*-commutative99.5%
unpow199.5%
sqr-pow99.5%
fabs-sqr99.5%
sqr-pow99.5%
unpow199.5%
Simplified99.5%
Taylor expanded in x around 0 99.5%
pow199.5%
Applied egg-rr99.5%
unpow199.5%
*-commutative99.5%
unpow199.5%
sqr-pow99.5%
fabs-sqr99.5%
sqr-pow99.5%
unpow199.5%
Simplified99.5%
Final simplification74.7%
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))
(t_2 (+ 1.0 (* (fabs x) 0.3275911))))
(if (<= x 0.0006)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(+
1.0
(*
t_1
(*
(exp (* x (- x)))
(-
(*
(+
-0.284496736
(*
t_1
(+
1.421413741
(* (+ -1.453152027 (/ 1.061405429 t_2)) (/ 1.0 t_2)))))
(/ -1.0 t_0))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / t_0;
double t_2 = 1.0 + (fabs(x) * 0.3275911);
double tmp;
if (x <= 0.0006) {
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)) * (((-0.284496736 + (t_1 * (1.421413741 + ((-1.453152027 + (1.061405429 / t_2)) * (1.0 / t_2))))) * (-1.0 / t_0)) - 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) :: t_2
real(8) :: tmp
t_0 = 1.0d0 + (x * 0.3275911d0)
t_1 = 1.0d0 / t_0
t_2 = 1.0d0 + (abs(x) * 0.3275911d0)
if (x <= 0.0006d0) 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)) * ((((-0.284496736d0) + (t_1 * (1.421413741d0 + (((-1.453152027d0) + (1.061405429d0 / t_2)) * (1.0d0 / t_2))))) * ((-1.0d0) / t_0)) - 0.254829592d0)))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / t_0;
double t_2 = 1.0 + (Math.abs(x) * 0.3275911);
double tmp;
if (x <= 0.0006) {
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)) * (((-0.284496736 + (t_1 * (1.421413741 + ((-1.453152027 + (1.061405429 / t_2)) * (1.0 / t_2))))) * (-1.0 / t_0)) - 0.254829592)));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (x * 0.3275911) t_1 = 1.0 / t_0 t_2 = 1.0 + (math.fabs(x) * 0.3275911) tmp = 0 if x <= 0.0006: 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)) * (((-0.284496736 + (t_1 * (1.421413741 + ((-1.453152027 + (1.061405429 / t_2)) * (1.0 / t_2))))) * (-1.0 / t_0)) - 0.254829592))) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(x * 0.3275911)) t_1 = Float64(1.0 / t_0) t_2 = Float64(1.0 + Float64(abs(x) * 0.3275911)) tmp = 0.0 if (x <= 0.0006) 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(Float64(-0.284496736 + Float64(t_1 * Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / t_2)) * Float64(1.0 / t_2))))) * Float64(-1.0 / t_0)) - 0.254829592)))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (x * 0.3275911); t_1 = 1.0 / t_0; t_2 = 1.0 + (abs(x) * 0.3275911); tmp = 0.0; if (x <= 0.0006) 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)) * (((-0.284496736 + (t_1 * (1.421413741 + ((-1.453152027 + (1.061405429 / t_2)) * (1.0 / t_2))))) * (-1.0 / t_0)) - 0.254829592))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, 0.0006], 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[(N[(-0.284496736 + N[(t$95$1 * N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / t$95$2), $MachinePrecision]), $MachinePrecision] * N[(1.0 / t$95$2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + x \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
t_2 := 1 + \left|x\right| \cdot 0.3275911\\
\mathbf{if}\;x \leq 0.0006:\\
\;\;\;\;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(\left(-0.284496736 + t_1 \cdot \left(1.421413741 + \left(-1.453152027 + \frac{1.061405429}{t_2}\right) \cdot \frac{1}{t_2}\right)\right) \cdot \frac{-1}{t_0} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 5.99999999999999947e-4Initial program 72.1%
Simplified72.1%
Taylor expanded in x around inf 69.8%
Simplified68.5%
Taylor expanded in x around 0 65.9%
if 5.99999999999999947e-4 < x Initial program 99.5%
Simplified99.5%
pow199.5%
Applied egg-rr99.5%
unpow199.5%
*-commutative99.5%
unpow199.5%
sqr-pow99.5%
fabs-sqr99.5%
sqr-pow99.5%
unpow199.5%
Simplified99.5%
pow199.5%
Applied egg-rr99.5%
unpow199.5%
*-commutative99.5%
unpow199.5%
sqr-pow99.5%
fabs-sqr99.5%
sqr-pow99.5%
unpow199.5%
Simplified99.5%
pow199.5%
Applied egg-rr99.5%
unpow199.5%
*-commutative99.5%
unpow199.5%
sqr-pow99.5%
fabs-sqr99.5%
sqr-pow99.5%
unpow199.5%
Simplified99.5%
Final simplification74.7%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.1)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.1) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + ((-0.00011824294398844343 * pow(x, 2.0)) + (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 <= 1.1d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (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 <= 1.1) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x, 3.0)) + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 1.1: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x, 3.0)) + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.1) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + 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 <= 1.1) tmp = 1e-9 + ((-0.37545125292247583 * (x ^ 3.0)) + ((-0.00011824294398844343 * (x ^ 2.0)) + (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, 1.1], 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], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.1:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 1.1000000000000001Initial program 72.5%
Simplified72.5%
Taylor expanded in x around inf 70.3%
Simplified69.0%
Taylor expanded in x around 0 65.6%
if 1.1000000000000001 < x Initial program 100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
*-commutative100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
add-log-exp100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf 100.0%
Final simplification74.1%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.9) (+ 1e-9 (fma (* x x) -0.00011824294398844343 (* x 1.128386358070218))) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = 1e-9 + fma((x * x), -0.00011824294398844343, (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 + fma(Float64(x * x), -0.00011824294398844343, Float64(x * 1.128386358070218))); else tmp = 1.0; end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.9], N[(1e-9 + N[(N[(x * x), $MachinePrecision] * -0.00011824294398844343 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.9:\\
\;\;\;\;10^{-9} + \mathsf{fma}\left(x \cdot x, -0.00011824294398844343, x \cdot 1.128386358070218\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 72.5%
Simplified72.5%
Taylor expanded in x around inf 70.3%
Simplified69.0%
Taylor expanded in x around 0 64.7%
*-commutative64.7%
fma-def64.7%
unpow264.7%
*-commutative64.7%
Simplified64.7%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
*-commutative100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
add-log-exp100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf 100.0%
Final simplification73.4%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.9) (fma x 1.128386358070218 1e-9) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = fma(x, 1.128386358070218, 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.9) tmp = fma(x, 1.128386358070218, 1e-9); else tmp = 1.0; end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.9], N[(x * 1.128386358070218 + 1e-9), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.9:\\
\;\;\;\;\mathsf{fma}\left(x, 1.128386358070218, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 72.5%
Simplified72.5%
Taylor expanded in x around inf 70.3%
Simplified69.0%
Taylor expanded in x around 0 64.6%
+-commutative64.6%
*-commutative64.6%
fma-def64.6%
Simplified64.6%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
*-commutative100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
add-log-exp100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf 100.0%
Final simplification73.3%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.9) (+ 1e-9 (* x 1.128386358070218)) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 0.9d0) then
tmp = 1d-9 + (x * 1.128386358070218d0)
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.9) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.9: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.9) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.9) tmp = 1e-9 + (x * 1.128386358070218); else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.9], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.9:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 72.5%
Simplified72.5%
Taylor expanded in x around inf 70.3%
Simplified69.0%
Taylor expanded in x around 0 64.6%
*-commutative64.6%
Simplified64.6%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
pow1100.0%
Applied egg-rr100.0%
unpow1100.0%
*-commutative100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
add-log-exp100.0%
Applied egg-rr100.0%
Taylor expanded in x around inf 100.0%
Final simplification73.3%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 2.8e-5) 1e-9 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 2.8d-5) then
tmp = 1d-9
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 2.8e-5: tmp = 1e-9 else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 2.8e-5], 1e-9, 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.8 \cdot 10^{-5}:\\
\;\;\;\;10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 2.79999999999999996e-5Initial program 72.0%
Simplified72.0%
Taylor expanded in x around inf 69.8%
Simplified68.5%
Taylor expanded in x around 0 67.0%
if 2.79999999999999996e-5 < x Initial program 99.2%
Simplified99.2%
pow199.2%
Applied egg-rr99.2%
unpow199.2%
*-commutative99.2%
unpow199.2%
sqr-pow99.2%
fabs-sqr99.2%
sqr-pow99.2%
unpow199.2%
Simplified99.2%
add-log-exp99.3%
Applied egg-rr99.3%
Taylor expanded in x around inf 93.8%
Final simplification74.1%
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 79.2%
Simplified79.3%
Taylor expanded in x around inf 77.6%
Simplified76.7%
Taylor expanded in x around 0 52.1%
Final simplification52.1%
herbie shell --seed 2023292
(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)))))))