
(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
(let* ((t_0 (/ 1.0 (+ 1.0 (* x_m 0.3275911))))
(t_1 (/ 1.0 (+ 1.0 (* (fabs x_m) 0.3275911)))))
(if (<= (fabs x_m) 0.0001)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(pow (sqrt (* x_m 1.128386358070218)) 2.0))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
t_1
(-
(*
t_1
(-
(*
t_0
(-
(*
t_0
(- (/ 1.061405429 (- -1.0 (* x_m 0.3275911))) -1.453152027))
1.421413741))
-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 t_1 = 1.0 / (1.0 + (fabs(x_m) * 0.3275911));
double tmp;
if (fabs(x_m) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + pow(sqrt((x_m * 1.128386358070218)), 2.0)));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429 / (-1.0 - (x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 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) :: t_1
real(8) :: tmp
t_0 = 1.0d0 / (1.0d0 + (x_m * 0.3275911d0))
t_1 = 1.0d0 / (1.0d0 + (abs(x_m) * 0.3275911d0))
if (abs(x_m) <= 0.0001d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x_m ** 3.0d0)) + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (sqrt((x_m * 1.128386358070218d0)) ** 2.0d0)))
else
tmp = 1.0d0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429d0 / ((-1.0d0) - (x_m * 0.3275911d0))) - (-1.453152027d0))) - 1.421413741d0)) - (-0.284496736d0))) - 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 + (x_m * 0.3275911));
double t_1 = 1.0 / (1.0 + (Math.abs(x_m) * 0.3275911));
double tmp;
if (Math.abs(x_m) <= 0.0001) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + Math.pow(Math.sqrt((x_m * 1.128386358070218)), 2.0)));
} else {
tmp = 1.0 + (Math.exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429 / (-1.0 - (x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 / (1.0 + (x_m * 0.3275911)) t_1 = 1.0 / (1.0 + (math.fabs(x_m) * 0.3275911)) tmp = 0 if math.fabs(x_m) <= 0.0001: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + math.pow(math.sqrt((x_m * 1.128386358070218)), 2.0))) else: tmp = 1.0 + (math.exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429 / (-1.0 - (x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -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))) t_1 = Float64(1.0 / Float64(1.0 + Float64(abs(x_m) * 0.3275911))) tmp = 0.0 if (abs(x_m) <= 0.0001) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + (sqrt(Float64(x_m * 1.128386358070218)) ^ 2.0)))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(t_1 * Float64(Float64(t_1 * Float64(Float64(t_0 * Float64(Float64(t_0 * Float64(Float64(1.061405429 / Float64(-1.0 - Float64(x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 / (1.0 + (x_m * 0.3275911)); t_1 = 1.0 / (1.0 + (abs(x_m) * 0.3275911)); tmp = 0.0; if (abs(x_m) <= 0.0001) tmp = 1e-9 + ((-0.37545125292247583 * (x_m ^ 3.0)) + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (sqrt((x_m * 1.128386358070218)) ^ 2.0))); else tmp = 1.0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429 / (-1.0 - (x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 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[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = 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], 0.0001], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[Power[N[Sqrt[N[(x$95$m * 1.128386358070218), $MachinePrecision]], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(t$95$1 * N[(N[(t$95$1 * N[(N[(t$95$0 * N[(N[(t$95$0 * N[(N[(1.061405429 / N[(-1.0 - N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - -1.453152027), $MachinePrecision]), $MachinePrecision] - 1.421413741), $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}\\
t_1 := \frac{1}{1 + \left|x\_m\right| \cdot 0.3275911}\\
\mathbf{if}\;\left|x\_m\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x\_m}^{3} + \left(-0.00011824294398844343 \cdot {x\_m}^{2} + {\left(\sqrt{x\_m \cdot 1.128386358070218}\right)}^{2}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x\_m \cdot \left(-x\_m\right)} \cdot \left(t\_1 \cdot \left(t\_1 \cdot \left(t\_0 \cdot \left(t\_0 \cdot \left(\frac{1.061405429}{-1 - x\_m \cdot 0.3275911} - -1.453152027\right) - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 58.1%
Simplified58.1%
Applied egg-rr55.5%
expm1-undefine53.3%
sub-neg53.3%
Simplified53.3%
Taylor expanded in x around 0 95.2%
add-sqr-sqrt49.2%
pow249.2%
*-commutative49.2%
Applied egg-rr49.2%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt40.4%
fabs-sqr40.4%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt40.4%
fabs-sqr40.4%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt40.4%
fabs-sqr40.4%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
Final simplification76.2%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* x_m 0.3275911))))
(t_1 (/ 1.0 (+ 1.0 (* (fabs x_m) 0.3275911)))))
(if (<= x_m 0.00052)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
t_1
(-
(*
t_1
(-
(*
t_0
(-
(*
t_0
(- (/ 1.061405429 (- -1.0 (* x_m 0.3275911))) -1.453152027))
1.421413741))
-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 t_1 = 1.0 / (1.0 + (fabs(x_m) * 0.3275911));
double tmp;
if (x_m <= 0.00052) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429 / (-1.0 - (x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 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) :: t_1
real(8) :: tmp
t_0 = 1.0d0 / (1.0d0 + (x_m * 0.3275911d0))
t_1 = 1.0d0 / (1.0d0 + (abs(x_m) * 0.3275911d0))
if (x_m <= 0.00052d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x_m ** 3.0d0)) + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (x_m * 1.128386358070218d0)))
else
tmp = 1.0d0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429d0 / ((-1.0d0) - (x_m * 0.3275911d0))) - (-1.453152027d0))) - 1.421413741d0)) - (-0.284496736d0))) - 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 + (x_m * 0.3275911));
double t_1 = 1.0 / (1.0 + (Math.abs(x_m) * 0.3275911));
double tmp;
if (x_m <= 0.00052) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (Math.exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429 / (-1.0 - (x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 / (1.0 + (x_m * 0.3275911)) t_1 = 1.0 / (1.0 + (math.fabs(x_m) * 0.3275911)) tmp = 0 if x_m <= 0.00052: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218))) else: tmp = 1.0 + (math.exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429 / (-1.0 - (x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -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))) t_1 = Float64(1.0 / Float64(1.0 + Float64(abs(x_m) * 0.3275911))) tmp = 0.0 if (x_m <= 0.00052) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(t_1 * Float64(Float64(t_1 * Float64(Float64(t_0 * Float64(Float64(t_0 * Float64(Float64(1.061405429 / Float64(-1.0 - Float64(x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 / (1.0 + (x_m * 0.3275911)); t_1 = 1.0 / (1.0 + (abs(x_m) * 0.3275911)); tmp = 0.0; if (x_m <= 0.00052) tmp = 1e-9 + ((-0.37545125292247583 * (x_m ^ 3.0)) + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (x_m * 1.128386358070218))); else tmp = 1.0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_0 * ((t_0 * ((1.061405429 / (-1.0 - (x_m * 0.3275911))) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 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[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 0.00052], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(t$95$1 * N[(N[(t$95$1 * N[(N[(t$95$0 * N[(N[(t$95$0 * N[(N[(1.061405429 / N[(-1.0 - N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - -1.453152027), $MachinePrecision]), $MachinePrecision] - 1.421413741), $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}\\
t_1 := \frac{1}{1 + \left|x\_m\right| \cdot 0.3275911}\\
\mathbf{if}\;x\_m \leq 0.00052:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x\_m}^{3} + \left(-0.00011824294398844343 \cdot {x\_m}^{2} + x\_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x\_m \cdot \left(-x\_m\right)} \cdot \left(t\_1 \cdot \left(t\_1 \cdot \left(t\_0 \cdot \left(t\_0 \cdot \left(\frac{1.061405429}{-1 - x\_m \cdot 0.3275911} - -1.453152027\right) - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 5.19999999999999954e-4Initial program 75.0%
Simplified75.0%
Applied egg-rr73.5%
expm1-undefine72.1%
sub-neg72.1%
Simplified72.1%
Taylor expanded in x around 0 58.0%
if 5.19999999999999954e-4 < x Initial program 100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
Final simplification67.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* (fabs x_m) 0.3275911)))))
(if (<= x_m 0.78)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
t_0
(-
(*
t_0
(- (* 1.029667143 (/ 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 + (fabs(x_m) * 0.3275911));
double tmp;
if (x_m <= 0.78) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * (t_0 * ((t_0 * ((1.029667143 * (1.0 / (-1.0 - (x_m * 0.3275911)))) - -0.284496736)) - 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 (x_m <= 0.78d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x_m ** 3.0d0)) + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (x_m * 1.128386358070218d0)))
else
tmp = 1.0d0 + (exp((x_m * -x_m)) * (t_0 * ((t_0 * ((1.029667143d0 * (1.0d0 / ((-1.0d0) - (x_m * 0.3275911d0)))) - (-0.284496736d0))) - 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 (x_m <= 0.78) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (Math.exp((x_m * -x_m)) * (t_0 * ((t_0 * ((1.029667143 * (1.0 / (-1.0 - (x_m * 0.3275911)))) - -0.284496736)) - 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 x_m <= 0.78: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218))) else: tmp = 1.0 + (math.exp((x_m * -x_m)) * (t_0 * ((t_0 * ((1.029667143 * (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(abs(x_m) * 0.3275911))) tmp = 0.0 if (x_m <= 0.78) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(t_0 * Float64(Float64(t_0 * Float64(Float64(1.029667143 * Float64(1.0 / Float64(-1.0 - Float64(x_m * 0.3275911)))) - -0.284496736)) - 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 (x_m <= 0.78) tmp = 1e-9 + ((-0.37545125292247583 * (x_m ^ 3.0)) + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (x_m * 1.128386358070218))); else tmp = 1.0 + (exp((x_m * -x_m)) * (t_0 * ((t_0 * ((1.029667143 * (1.0 / (-1.0 - (x_m * 0.3275911)))) - -0.284496736)) - 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[x$95$m, 0.78], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $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[(1.029667143 * 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 + \left|x\_m\right| \cdot 0.3275911}\\
\mathbf{if}\;x\_m \leq 0.78:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x\_m}^{3} + \left(-0.00011824294398844343 \cdot {x\_m}^{2} + x\_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x\_m \cdot \left(-x\_m\right)} \cdot \left(t\_0 \cdot \left(t\_0 \cdot \left(1.029667143 \cdot \frac{1}{-1 - x\_m \cdot 0.3275911} - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 0.78000000000000003Initial program 75.0%
Simplified75.0%
Applied egg-rr73.5%
expm1-undefine72.1%
sub-neg72.1%
Simplified72.1%
Taylor expanded in x around 0 58.0%
if 0.78000000000000003 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 100.0%
associate--l+100.0%
sub-neg100.0%
associate-*r/100.0%
metadata-eval100.0%
+-commutative100.0%
fma-define100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
associate-*r/100.0%
metadata-eval100.0%
distribute-neg-frac100.0%
metadata-eval100.0%
+-commutative100.0%
fma-define100.0%
Simplified100.0%
Taylor expanded in x around 0 99.3%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr99.3%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified99.3%
Final simplification66.9%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 1.05)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+ (* -0.00011824294398844343 (pow x_m 2.0)) (* x_m 1.128386358070218))))
(- 1.0 (/ 0.7778892405807117 (* x_m (exp (pow x_m 2.0)))))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.05) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 - (0.7778892405807117 / (x_m * exp(pow(x_m, 2.0))));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 1.05d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x_m ** 3.0d0)) + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (x_m * 1.128386358070218d0)))
else
tmp = 1.0d0 - (0.7778892405807117d0 / (x_m * exp((x_m ** 2.0d0))))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 1.05) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 - (0.7778892405807117 / (x_m * Math.exp(Math.pow(x_m, 2.0))));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 1.05: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218))) else: tmp = 1.0 - (0.7778892405807117 / (x_m * math.exp(math.pow(x_m, 2.0)))) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.05) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x_m * exp((x_m ^ 2.0))))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 1.05) tmp = 1e-9 + ((-0.37545125292247583 * (x_m ^ 3.0)) + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (x_m * 1.128386358070218))); else tmp = 1.0 - (0.7778892405807117 / (x_m * exp((x_m ^ 2.0)))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.05], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x$95$m * N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.05:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x\_m}^{3} + \left(-0.00011824294398844343 \cdot {x\_m}^{2} + x\_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x\_m \cdot e^{{x\_m}^{2}}}\\
\end{array}
\end{array}
if x < 1.05000000000000004Initial program 75.0%
Simplified75.0%
Applied egg-rr73.5%
expm1-undefine72.1%
sub-neg72.1%
Simplified72.1%
Taylor expanded in x around 0 58.0%
if 1.05000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
expm1-undefine100.0%
sub-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 99.2%
associate-*r/99.2%
metadata-eval99.2%
Simplified99.2%
Final simplification66.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 0.86)
(+
1e-9
(+ (* -0.00011824294398844343 (pow x_m 2.0)) (* x_m 1.128386358070218)))
(- 1.0 (/ 0.7778892405807117 (* x_m (exp (pow x_m 2.0)))))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.86) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218));
} else {
tmp = 1.0 - (0.7778892405807117 / (x_m * exp(pow(x_m, 2.0))));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.86d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (x_m * 1.128386358070218d0))
else
tmp = 1.0d0 - (0.7778892405807117d0 / (x_m * exp((x_m ** 2.0d0))))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 0.86) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218));
} else {
tmp = 1.0 - (0.7778892405807117 / (x_m * Math.exp(Math.pow(x_m, 2.0))));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.86: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)) else: tmp = 1.0 - (0.7778892405807117 / (x_m * math.exp(math.pow(x_m, 2.0)))) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.86) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x_m * exp((x_m ^ 2.0))))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.86) tmp = 1e-9 + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (x_m * 1.128386358070218)); else tmp = 1.0 - (0.7778892405807117 / (x_m * exp((x_m ^ 2.0)))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.86], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x$95$m * N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.86:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x\_m}^{2} + x\_m \cdot 1.128386358070218\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x\_m \cdot e^{{x\_m}^{2}}}\\
\end{array}
\end{array}
if x < 0.859999999999999987Initial program 75.0%
Simplified75.0%
Applied egg-rr73.5%
expm1-undefine72.1%
sub-neg72.1%
Simplified72.1%
Taylor expanded in x around 0 57.2%
if 0.859999999999999987 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
expm1-undefine100.0%
sub-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 99.2%
associate-*r/99.2%
metadata-eval99.2%
Simplified99.2%
Final simplification66.3%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 0.86)
(+
1e-9
(+ (* -0.00011824294398844343 (pow x_m 2.0)) (* x_m 1.128386358070218)))
1.0))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.86) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (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 <= 0.86d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (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 <= 0.86) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.86: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.86) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + 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 <= 0.86) tmp = 1e-9 + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (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, 0.86], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.86:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x\_m}^{2} + x\_m \cdot 1.128386358070218\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.859999999999999987Initial program 75.0%
Simplified75.0%
Applied egg-rr73.5%
expm1-undefine72.1%
sub-neg72.1%
Simplified72.1%
Taylor expanded in x around 0 57.2%
if 0.859999999999999987 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
expm1-undefine100.0%
sub-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 99.2%
Final simplification66.2%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.86) (+ 1e-9 (* x_m 1.128386358070218)) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.86) {
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 <= 0.86d0) 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 <= 0.86) {
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 <= 0.86: 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 <= 0.86) 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 <= 0.86) 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, 0.86], 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 0.86:\\
\;\;\;\;10^{-9} + x\_m \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.859999999999999987Initial program 75.0%
Simplified75.0%
Applied egg-rr34.4%
Taylor expanded in x around 0 57.2%
*-commutative57.2%
Simplified57.2%
if 0.859999999999999987 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
expm1-undefine100.0%
sub-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 99.2%
Final simplification66.2%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 2.85e-5) 1e-9 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 2.85e-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 <= 2.85d-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 <= 2.85e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 2.85e-5: tmp = 1e-9 else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 2.85e-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 <= 2.85e-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, 2.85e-5], 1e-9, 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 2.85 \cdot 10^{-5}:\\
\;\;\;\;10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 2.8500000000000002e-5Initial program 75.0%
Simplified75.0%
Applied egg-rr34.4%
Taylor expanded in x around 0 60.5%
if 2.8500000000000002e-5 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
expm1-undefine100.0%
sub-neg100.0%
Simplified100.0%
Taylor expanded in x around inf 99.2%
Final simplification68.8%
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 80.4%
Simplified80.4%
Applied egg-rr27.0%
Taylor expanded in x around 0 49.9%
Final simplification49.9%
herbie shell --seed 2024043
(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)))))))