
(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 9 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}
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= (fabs x_m) 2e-7)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(fma
(cbrt
(log1p
(expm1
(pow
(-
-0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
3.0))))
(/ (pow (exp x_m) (- x_m)) (fma 0.3275911 (fabs x_m) 1.0))
1.0)))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (fabs(x_m) <= 2e-7) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = fma(cbrt(log1p(expm1(pow((-0.254829592 - ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))), 3.0)))), (pow(exp(x_m), -x_m) / fma(0.3275911, fabs(x_m), 1.0)), 1.0);
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (abs(x_m) <= 2e-7) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = fma(cbrt(log1p(expm1((Float64(-0.254829592 - Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) ^ 3.0)))), Float64((exp(x_m) ^ Float64(-x_m)) / fma(0.3275911, abs(x_m), 1.0)), 1.0); end return tmp end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 2e-7], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[Power[N[Log[1 + N[(Exp[N[Power[N[(-0.254829592 - N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision]] - 1), $MachinePrecision]], $MachinePrecision], 1/3], $MachinePrecision] * N[(N[Power[N[Exp[x$95$m], $MachinePrecision], (-x$95$m)], $MachinePrecision] / N[(0.3275911 * N[Abs[x$95$m], $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;\left|x\_m\right| \leq 2 \cdot 10^{-7}:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\sqrt[3]{\mathsf{log1p}\left(\mathsf{expm1}\left({\left(-0.254829592 - \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}\right)}^{3}\right)\right)}, \frac{{\left(e^{x\_m}\right)}^{\left(-x\_m\right)}}{\mathsf{fma}\left(0.3275911, \left|x\_m\right|, 1\right)}, 1\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.9999999999999999e-7Initial program 57.7%
Simplified57.7%
Applied egg-rr56.9%
Simplified56.9%
Taylor expanded in x around 0 97.5%
if 1.9999999999999999e-7 < (fabs.f64 x) Initial program 99.8%
Simplified99.8%
add-cbrt-cube99.8%
pow399.8%
Applied egg-rr98.3%
log1p-expm1-u98.3%
Applied egg-rr98.3%
Final simplification97.9%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* (fabs x_m) 0.3275911)))))
(if (<= (fabs x_m) 2e-7)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
(/ 1.0 (+ 1.0 (* x_m 0.3275911)))
(-
(*
(+
-0.284496736
(*
t_0
(+
1.421413741
(*
t_0
(+
-1.453152027
(/
1.061405429
(/
(- 1.0 (pow (* x_m 0.3275911) 2.0))
(- 1.0 (* x_m 0.3275911)))))))))
(/ -1.0 (+ 1.0 (* 0.3275911 (log (exp x_m))))))
0.254829592)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 / (1.0 + (fabs(x_m) * 0.3275911));
double tmp;
if (fabs(x_m) <= 2e-7) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * ((1.0 / (1.0 + (x_m * 0.3275911))) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / ((1.0 - pow((x_m * 0.3275911), 2.0)) / (1.0 - (x_m * 0.3275911))))))))) * (-1.0 / (1.0 + (0.3275911 * log(exp(x_m)))))) - 0.254829592)));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: t_0
real(8) :: tmp
t_0 = 1.0d0 / (1.0d0 + (abs(x_m) * 0.3275911d0))
if (abs(x_m) <= 2d-7) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0 + (exp((x_m * -x_m)) * ((1.0d0 / (1.0d0 + (x_m * 0.3275911d0))) * ((((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (1.061405429d0 / ((1.0d0 - ((x_m * 0.3275911d0) ** 2.0d0)) / (1.0d0 - (x_m * 0.3275911d0))))))))) * ((-1.0d0) / (1.0d0 + (0.3275911d0 * log(exp(x_m)))))) - 0.254829592d0)))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double t_0 = 1.0 / (1.0 + (Math.abs(x_m) * 0.3275911));
double tmp;
if (Math.abs(x_m) <= 2e-7) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (Math.exp((x_m * -x_m)) * ((1.0 / (1.0 + (x_m * 0.3275911))) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / ((1.0 - Math.pow((x_m * 0.3275911), 2.0)) / (1.0 - (x_m * 0.3275911))))))))) * (-1.0 / (1.0 + (0.3275911 * Math.log(Math.exp(x_m)))))) - 0.254829592)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 / (1.0 + (math.fabs(x_m) * 0.3275911)) tmp = 0 if math.fabs(x_m) <= 2e-7: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 + (math.exp((x_m * -x_m)) * ((1.0 / (1.0 + (x_m * 0.3275911))) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / ((1.0 - math.pow((x_m * 0.3275911), 2.0)) / (1.0 - (x_m * 0.3275911))))))))) * (-1.0 / (1.0 + (0.3275911 * math.log(math.exp(x_m)))))) - 0.254829592))) return tmp
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 / Float64(1.0 + Float64(abs(x_m) * 0.3275911))) tmp = 0.0 if (abs(x_m) <= 2e-7) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(Float64(1.0 / Float64(1.0 + Float64(x_m * 0.3275911))) * Float64(Float64(Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(1.061405429 / Float64(Float64(1.0 - (Float64(x_m * 0.3275911) ^ 2.0)) / Float64(1.0 - Float64(x_m * 0.3275911))))))))) * Float64(-1.0 / Float64(1.0 + Float64(0.3275911 * log(exp(x_m)))))) - 0.254829592)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 / (1.0 + (abs(x_m) * 0.3275911)); tmp = 0.0; if (abs(x_m) <= 2e-7) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0 + (exp((x_m * -x_m)) * ((1.0 / (1.0 + (x_m * 0.3275911))) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / ((1.0 - ((x_m * 0.3275911) ^ 2.0)) / (1.0 - (x_m * 0.3275911))))))))) * (-1.0 / (1.0 + (0.3275911 * log(exp(x_m)))))) - 0.254829592))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 2e-7], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(N[(1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(1.061405429 / N[(N[(1.0 - N[Power[N[(x$95$m * 0.3275911), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 - N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / N[(1.0 + N[(0.3275911 * N[Log[N[Exp[x$95$m], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \frac{1}{1 + \left|x\_m\right| \cdot 0.3275911}\\
\mathbf{if}\;\left|x\_m\right| \leq 2 \cdot 10^{-7}:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x\_m \cdot \left(-x\_m\right)} \cdot \left(\frac{1}{1 + x\_m \cdot 0.3275911} \cdot \left(\left(-0.284496736 + t\_0 \cdot \left(1.421413741 + t\_0 \cdot \left(-1.453152027 + \frac{1.061405429}{\frac{1 - {\left(x\_m \cdot 0.3275911\right)}^{2}}{1 - x\_m \cdot 0.3275911}}\right)\right)\right) \cdot \frac{-1}{1 + 0.3275911 \cdot \log \left(e^{x\_m}\right)} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.9999999999999999e-7Initial program 57.7%
Simplified57.7%
Applied egg-rr56.9%
Simplified56.9%
Taylor expanded in x around 0 97.5%
if 1.9999999999999999e-7 < (fabs.f64 x) Initial program 99.8%
Simplified99.8%
expm1-log1p-u99.8%
log1p-define99.8%
+-commutative99.8%
fma-undefine99.8%
expm1-undefine99.8%
add-exp-log99.8%
add-sqr-sqrt47.0%
fabs-sqr47.0%
add-sqr-sqrt98.6%
Applied egg-rr98.6%
fma-undefine98.6%
associate--l+98.6%
metadata-eval98.6%
metadata-eval98.6%
distribute-lft-in98.6%
+-rgt-identity98.6%
*-commutative98.6%
Simplified98.6%
expm1-log1p-u99.8%
log1p-define99.8%
+-commutative99.8%
fma-undefine99.8%
expm1-undefine99.8%
add-exp-log99.8%
add-sqr-sqrt47.0%
fabs-sqr47.0%
add-sqr-sqrt98.6%
Applied egg-rr98.3%
fma-undefine98.3%
*-commutative98.3%
+-commutative98.3%
add-exp-log47.1%
expm1-define47.1%
log1p-define47.1%
expm1-log1p-u98.3%
flip-+98.3%
metadata-eval98.3%
pow298.3%
Applied egg-rr98.3%
add-sqr-sqrt47.0%
fabs-sqr47.0%
add-sqr-sqrt98.3%
add-log-exp98.3%
Applied egg-rr98.3%
Final simplification97.9%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* x_m 0.3275911)))))
(if (<= x_m 0.0004)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
t_0
(-
(*
t_0
(-
(*
(+
1.421413741
(+
(/ 1.061405429 (pow (fma x_m 0.3275911 1.0) 2.0))
(/ -1.453152027 (fma x_m 0.3275911 1.0))))
(/ 1.0 (- -1.0 (* x_m 0.3275911))))
-0.284496736))
0.254829592)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 / (1.0 + (x_m * 0.3275911));
double tmp;
if (x_m <= 0.0004) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * (t_0 * ((t_0 * (((1.421413741 + ((1.061405429 / pow(fma(x_m, 0.3275911, 1.0), 2.0)) + (-1.453152027 / fma(x_m, 0.3275911, 1.0)))) * (1.0 / (-1.0 - (x_m * 0.3275911)))) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 / Float64(1.0 + Float64(x_m * 0.3275911))) tmp = 0.0 if (x_m <= 0.0004) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(t_0 * Float64(Float64(t_0 * Float64(Float64(Float64(1.421413741 + Float64(Float64(1.061405429 / (fma(x_m, 0.3275911, 1.0) ^ 2.0)) + Float64(-1.453152027 / fma(x_m, 0.3275911, 1.0)))) * Float64(1.0 / Float64(-1.0 - Float64(x_m * 0.3275911)))) - -0.284496736)) - 0.254829592)))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 0.0004], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(t$95$0 * N[(N[(t$95$0 * N[(N[(N[(1.421413741 + N[(N[(1.061405429 / N[Power[N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] + N[(-1.453152027 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(1.0 / N[(-1.0 - N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \frac{1}{1 + x\_m \cdot 0.3275911}\\
\mathbf{if}\;x\_m \leq 0.0004:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x\_m \cdot \left(-x\_m\right)} \cdot \left(t\_0 \cdot \left(t\_0 \cdot \left(\left(1.421413741 + \left(\frac{1.061405429}{{\left(\mathsf{fma}\left(x\_m, 0.3275911, 1\right)\right)}^{2}} + \frac{-1.453152027}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}\right)\right) \cdot \frac{1}{-1 - x\_m \cdot 0.3275911} - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 4.00000000000000019e-4Initial program 70.9%
Simplified70.9%
Applied egg-rr69.5%
Simplified69.5%
Taylor expanded in x around 0 68.0%
if 4.00000000000000019e-4 < x Initial program 99.9%
Simplified99.9%
Taylor expanded in x around 0 99.9%
associate--l+99.9%
sub-neg99.9%
associate-*r/99.9%
metadata-eval99.9%
+-commutative99.9%
*-commutative99.9%
fma-define99.9%
rem-square-sqrt99.9%
fabs-sqr99.9%
rem-square-sqrt99.9%
associate-*r/99.9%
metadata-eval99.9%
distribute-neg-frac99.9%
metadata-eval99.9%
+-commutative99.9%
*-commutative99.9%
fma-define100.0%
Simplified100.0%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt99.9%
fabs-sqr99.9%
add-sqr-sqrt99.9%
Applied egg-rr100.0%
fma-undefine99.9%
associate--l+99.9%
metadata-eval99.9%
metadata-eval99.9%
distribute-lft-in99.9%
+-rgt-identity99.9%
*-commutative99.9%
Simplified100.0%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt99.9%
fabs-sqr99.9%
add-sqr-sqrt99.9%
Applied egg-rr100.0%
fma-undefine99.9%
associate--l+99.9%
metadata-eval99.9%
metadata-eval99.9%
distribute-lft-in99.9%
+-rgt-identity99.9%
*-commutative99.9%
Simplified100.0%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt99.9%
fabs-sqr99.9%
add-sqr-sqrt99.9%
Applied egg-rr100.0%
fma-undefine99.9%
associate--l+99.9%
metadata-eval99.9%
metadata-eval99.9%
distribute-lft-in99.9%
+-rgt-identity99.9%
*-commutative99.9%
Simplified100.0%
Final simplification75.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 1.1)
(fma
x_m
(fma
x_m
(fma x_m -0.37545125292247583 -0.00011824294398844343)
1.128386358070218)
1e-9)
1.0))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.1) {
tmp = fma(x_m, fma(x_m, fma(x_m, -0.37545125292247583, -0.00011824294398844343), 1.128386358070218), 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.1) tmp = fma(x_m, fma(x_m, fma(x_m, -0.37545125292247583, -0.00011824294398844343), 1.128386358070218), 1e-9); else tmp = 1.0; end return tmp end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.1], N[(x$95$m * N[(x$95$m * N[(x$95$m * -0.37545125292247583 + -0.00011824294398844343), $MachinePrecision] + 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.1:\\
\;\;\;\;\mathsf{fma}\left(x\_m, \mathsf{fma}\left(x\_m, \mathsf{fma}\left(x\_m, -0.37545125292247583, -0.00011824294398844343\right), 1.128386358070218\right), 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 1.1000000000000001Initial program 71.1%
Simplified71.1%
Applied egg-rr69.6%
Simplified69.6%
Taylor expanded in x around 0 67.8%
+-commutative67.8%
fma-define67.8%
+-commutative67.8%
fma-define67.8%
*-commutative67.8%
fmm-def67.8%
metadata-eval67.8%
Simplified67.8%
if 1.1000000000000001 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 1.1)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
1.0))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.1) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 1.1d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 1.1) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 1.1: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.1) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 1.1) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.1], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.1:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 1.1000000000000001Initial program 71.1%
Simplified71.1%
Applied egg-rr69.6%
Simplified69.6%
Taylor expanded in x around 0 67.8%
if 1.1000000000000001 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification74.7%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.88) (+ 1e-9 (* x_m (+ 1.128386358070218 (* x_m -0.00011824294398844343)))) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.88d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * (-0.00011824294398844343d0))))
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.88: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.88) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * -0.00011824294398844343)))); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.88) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.88], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.88:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 71.1%
Simplified71.1%
Applied egg-rr69.6%
Simplified69.6%
Taylor expanded in x around 0 66.9%
*-commutative66.9%
Simplified66.9%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.88) (+ 1e-9 (* x_m 1.128386358070218)) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.88d0) then
tmp = 1d-9 + (x_m * 1.128386358070218d0)
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.88: tmp = 1e-9 + (x_m * 1.128386358070218) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.88) tmp = Float64(1e-9 + Float64(x_m * 1.128386358070218)); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.88) tmp = 1e-9 + (x_m * 1.128386358070218); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.88], N[(1e-9 + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.88:\\
\;\;\;\;10^{-9} + x\_m \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 71.1%
Simplified71.1%
Applied egg-rr69.6%
Simplified69.6%
Taylor expanded in x around 0 66.8%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification74.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 2.8e-5) 1e-9 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 2.8d-5) then
tmp = 1d-9
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 2.8e-5: tmp = 1e-9 else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 2.8e-5], 1e-9, 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 2.8 \cdot 10^{-5}:\\
\;\;\;\;10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 2.79999999999999996e-5Initial program 70.9%
Simplified70.9%
Applied egg-rr69.5%
Simplified69.5%
Taylor expanded in x around 0 69.0%
if 2.79999999999999996e-5 < x Initial program 99.9%
Simplified99.9%
Applied egg-rr99.9%
Simplified99.9%
Taylor expanded in x around inf 98.5%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 1e-9)
x_m = fabs(x);
double code(double x_m) {
return 1e-9;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
code = 1d-9
end function
x_m = Math.abs(x);
public static double code(double x_m) {
return 1e-9;
}
x_m = math.fabs(x) def code(x_m): return 1e-9
x_m = abs(x) function code(x_m) return 1e-9 end
x_m = abs(x); function tmp = code(x_m) tmp = 1e-9; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := 1e-9
\begin{array}{l}
x_m = \left|x\right|
\\
10^{-9}
\end{array}
Initial program 77.3%
Simplified77.3%
Applied egg-rr76.1%
Simplified76.1%
Taylor expanded in x around 0 56.3%
herbie shell --seed 2024188
(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)))))))