
(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))));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x)
use fmin_fmax_functions
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))));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x)
use fmin_fmax_functions
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 (pow (exp x_m) (- x_m)))
(t_1 (* (- (* -0.37545125292247583 x_m) 0.00011824294398844343) x_m))
(t_2
(+
(/
(fma
(fma x_m 0.3275911 -1.0)
(/
(+
1.421413741
(/
(+ (/ -1.061405429 (fma -0.3275911 x_m -1.0)) -1.453152027)
(fma x_m 0.3275911 1.0)))
(fma 0.10731592879921 (* x_m x_m) -1.0))
-0.284496736)
(fma x_m 0.3275911 1.0))
0.254829592))
(t_3 (- 1.0 (* (/ t_2 (fma -0.3275911 x_m -1.0)) t_0))))
(if (<= x_m 0.0006)
(fma
(/ (- (pow t_1 2.0) 1.2732557730789702) (- t_1 1.128386358070218))
x_m
1e-9)
(-
(/ 1.0 t_3)
(/ (pow (* (/ t_2 (fma x_m 0.3275911 1.0)) t_0) 2.0) t_3)))))x_m = fabs(x);
double code(double x_m) {
double t_0 = pow(exp(x_m), -x_m);
double t_1 = ((-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m;
double t_2 = (fma(fma(x_m, 0.3275911, -1.0), ((1.421413741 + (((-1.061405429 / fma(-0.3275911, x_m, -1.0)) + -1.453152027) / fma(x_m, 0.3275911, 1.0))) / fma(0.10731592879921, (x_m * x_m), -1.0)), -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592;
double t_3 = 1.0 - ((t_2 / fma(-0.3275911, x_m, -1.0)) * t_0);
double tmp;
if (x_m <= 0.0006) {
tmp = fma(((pow(t_1, 2.0) - 1.2732557730789702) / (t_1 - 1.128386358070218)), x_m, 1e-9);
} else {
tmp = (1.0 / t_3) - (pow(((t_2 / fma(x_m, 0.3275911, 1.0)) * t_0), 2.0) / t_3);
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = exp(x_m) ^ Float64(-x_m) t_1 = Float64(Float64(Float64(-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m) t_2 = Float64(Float64(fma(fma(x_m, 0.3275911, -1.0), Float64(Float64(1.421413741 + Float64(Float64(Float64(-1.061405429 / fma(-0.3275911, x_m, -1.0)) + -1.453152027) / fma(x_m, 0.3275911, 1.0))) / fma(0.10731592879921, Float64(x_m * x_m), -1.0)), -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) t_3 = Float64(1.0 - Float64(Float64(t_2 / fma(-0.3275911, x_m, -1.0)) * t_0)) tmp = 0.0 if (x_m <= 0.0006) tmp = fma(Float64(Float64((t_1 ^ 2.0) - 1.2732557730789702) / Float64(t_1 - 1.128386358070218)), x_m, 1e-9); else tmp = Float64(Float64(1.0 / t_3) - Float64((Float64(Float64(t_2 / fma(x_m, 0.3275911, 1.0)) * t_0) ^ 2.0) / t_3)); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[Power[N[Exp[x$95$m], $MachinePrecision], (-x$95$m)], $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(-0.37545125292247583 * x$95$m), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision] * x$95$m), $MachinePrecision]}, Block[{t$95$2 = N[(N[(N[(N[(x$95$m * 0.3275911 + -1.0), $MachinePrecision] * N[(N[(1.421413741 + N[(N[(N[(-1.061405429 / N[(-0.3275911 * x$95$m + -1.0), $MachinePrecision]), $MachinePrecision] + -1.453152027), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.10731592879921 * N[(x$95$m * x$95$m), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision] + -0.284496736), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + 0.254829592), $MachinePrecision]}, Block[{t$95$3 = N[(1.0 - N[(N[(t$95$2 / N[(-0.3275911 * x$95$m + -1.0), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 0.0006], N[(N[(N[(N[Power[t$95$1, 2.0], $MachinePrecision] - 1.2732557730789702), $MachinePrecision] / N[(t$95$1 - 1.128386358070218), $MachinePrecision]), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], N[(N[(1.0 / t$95$3), $MachinePrecision] - N[(N[Power[N[(N[(t$95$2 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision], 2.0], $MachinePrecision] / t$95$3), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := {\left(e^{x\_m}\right)}^{\left(-x\_m\right)}\\
t_1 := \left(-0.37545125292247583 \cdot x\_m - 0.00011824294398844343\right) \cdot x\_m\\
t_2 := \frac{\mathsf{fma}\left(\mathsf{fma}\left(x\_m, 0.3275911, -1\right), \frac{1.421413741 + \frac{\frac{-1.061405429}{\mathsf{fma}\left(-0.3275911, x\_m, -1\right)} + -1.453152027}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(0.10731592879921, x\_m \cdot x\_m, -1\right)}, -0.284496736\right)}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + 0.254829592\\
t_3 := 1 - \frac{t\_2}{\mathsf{fma}\left(-0.3275911, x\_m, -1\right)} \cdot t\_0\\
\mathbf{if}\;x\_m \leq 0.0006:\\
\;\;\;\;\mathsf{fma}\left(\frac{{t\_1}^{2} - 1.2732557730789702}{t\_1 - 1.128386358070218}, x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{t\_3} - \frac{{\left(\frac{t\_2}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} \cdot t\_0\right)}^{2}}{t\_3}\\
\end{array}
\end{array}
if x < 5.99999999999999947e-4Initial program 73.8%
Applied rewrites72.9%
Applied rewrites73.0%
Taylor expanded in x around 0
Applied rewrites63.2%
Applied rewrites62.5%
if 5.99999999999999947e-4 < x Initial program 99.8%
Applied rewrites99.8%
Applied rewrites99.8%
Applied rewrites99.9%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x_m))))))
(if (<=
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+ 1.421413741 (* t_0 (+ -1.453152027 (* t_0 1.061405429)))))))))
(exp (* (- x_m) x_m)))
0.0)
1.0
(fma 1.128386358070218 x_m 1e-9))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 / (1.0 + (0.3275911 * fabs(x_m)));
double tmp;
if (((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp((-x_m * x_m))) <= 0.0) {
tmp = 1.0;
} else {
tmp = fma(1.128386358070218, x_m, 1e-9);
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 / Float64(1.0 + Float64(0.3275911 * abs(x_m)))) tmp = 0.0 if (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(-x_m) * x_m))) <= 0.0) tmp = 1.0; else tmp = fma(1.128386358070218, x_m, 1e-9); 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[(0.3275911 * N[Abs[x$95$m], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[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[((-x$95$m) * x$95$m), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], 0.0], 1.0, N[(1.128386358070218 * x$95$m + 1e-9), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \frac{1}{1 + 0.3275911 \cdot \left|x\_m\right|}\\
\mathbf{if}\;\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\_m\right) \cdot x\_m} \leq 0:\\
\;\;\;\;1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(1.128386358070218, x\_m, 10^{-9}\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) (+.f64 #s(literal 31853699/125000000 binary64) (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) (+.f64 #s(literal -8890523/31250000 binary64) (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) (+.f64 #s(literal 1421413741/1000000000 binary64) (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) (+.f64 #s(literal -1453152027/1000000000 binary64) (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) #s(literal 1061405429/1000000000 binary64)))))))))) (exp.f64 (neg.f64 (*.f64 (fabs.f64 x) (fabs.f64 x))))) < 0.0Initial program 100.0%
Applied rewrites0.0%
Taylor expanded in x around inf
Applied rewrites100.0%
if 0.0 < (*.f64 (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) (+.f64 #s(literal 31853699/125000000 binary64) (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) (+.f64 #s(literal -8890523/31250000 binary64) (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) (+.f64 #s(literal 1421413741/1000000000 binary64) (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) (+.f64 #s(literal -1453152027/1000000000 binary64) (*.f64 (/.f64 #s(literal 1 binary64) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 3275911/10000000 binary64) (fabs.f64 x)))) #s(literal 1061405429/1000000000 binary64)))))))))) (exp.f64 (neg.f64 (*.f64 (fabs.f64 x) (fabs.f64 x))))) Initial program 59.0%
Applied rewrites56.6%
Taylor expanded in x around 0
Applied rewrites96.7%
Final simplification98.4%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (- (* -0.37545125292247583 x_m) 0.00011824294398844343) x_m)))
(if (<= x_m 0.0006)
(fma
(/ (- (pow t_0 2.0) 1.2732557730789702) (- t_0 1.128386358070218))
x_m
1e-9)
(-
1.0
(*
(/
(+
(/
(fma
(/
(+
(+ 1.421413741 (/ -1.453152027 (fma 0.3275911 x_m 1.0)))
(/
(/ 1.061405429 (fma 0.3275911 x_m 1.0))
(fma 0.3275911 x_m 1.0)))
(fma 0.10731592879921 (* x_m x_m) -1.0))
(fma 0.3275911 x_m -1.0)
-0.284496736)
(fma x_m 0.3275911 1.0))
0.254829592)
(fma x_m 0.3275911 1.0))
(exp (* (- x_m) x_m)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = ((-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m;
double tmp;
if (x_m <= 0.0006) {
tmp = fma(((pow(t_0, 2.0) - 1.2732557730789702) / (t_0 - 1.128386358070218)), x_m, 1e-9);
} else {
tmp = 1.0 - ((((fma((((1.421413741 + (-1.453152027 / fma(0.3275911, x_m, 1.0))) + ((1.061405429 / fma(0.3275911, x_m, 1.0)) / fma(0.3275911, x_m, 1.0))) / fma(0.10731592879921, (x_m * x_m), -1.0)), fma(0.3275911, x_m, -1.0), -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) / fma(x_m, 0.3275911, 1.0)) * exp((-x_m * x_m)));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(Float64(Float64(-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m) tmp = 0.0 if (x_m <= 0.0006) tmp = fma(Float64(Float64((t_0 ^ 2.0) - 1.2732557730789702) / Float64(t_0 - 1.128386358070218)), x_m, 1e-9); else tmp = Float64(1.0 - Float64(Float64(Float64(Float64(fma(Float64(Float64(Float64(1.421413741 + Float64(-1.453152027 / fma(0.3275911, x_m, 1.0))) + Float64(Float64(1.061405429 / fma(0.3275911, x_m, 1.0)) / fma(0.3275911, x_m, 1.0))) / fma(0.10731592879921, Float64(x_m * x_m), -1.0)), fma(0.3275911, x_m, -1.0), -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) / fma(x_m, 0.3275911, 1.0)) * exp(Float64(Float64(-x_m) * x_m)))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(N[(N[(-0.37545125292247583 * x$95$m), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision] * x$95$m), $MachinePrecision]}, If[LessEqual[x$95$m, 0.0006], N[(N[(N[(N[Power[t$95$0, 2.0], $MachinePrecision] - 1.2732557730789702), $MachinePrecision] / N[(t$95$0 - 1.128386358070218), $MachinePrecision]), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], N[(1.0 - N[(N[(N[(N[(N[(N[(N[(N[(1.421413741 + N[(-1.453152027 / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(1.061405429 / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.10731592879921 * N[(x$95$m * x$95$m), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision] * N[(0.3275911 * x$95$m + -1.0), $MachinePrecision] + -0.284496736), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + 0.254829592), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] * N[Exp[N[((-x$95$m) * x$95$m), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left(-0.37545125292247583 \cdot x\_m - 0.00011824294398844343\right) \cdot x\_m\\
\mathbf{if}\;x\_m \leq 0.0006:\\
\;\;\;\;\mathsf{fma}\left(\frac{{t\_0}^{2} - 1.2732557730789702}{t\_0 - 1.128386358070218}, x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{\frac{\mathsf{fma}\left(\frac{\left(1.421413741 + \frac{-1.453152027}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}\right) + \frac{\frac{1.061405429}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{\mathsf{fma}\left(0.10731592879921, x\_m \cdot x\_m, -1\right)}, \mathsf{fma}\left(0.3275911, x\_m, -1\right), -0.284496736\right)}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + 0.254829592}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} \cdot e^{\left(-x\_m\right) \cdot x\_m}\\
\end{array}
\end{array}
if x < 5.99999999999999947e-4Initial program 73.8%
Applied rewrites72.9%
Applied rewrites73.0%
Taylor expanded in x around 0
Applied rewrites63.2%
Applied rewrites62.5%
if 5.99999999999999947e-4 < x Initial program 99.8%
Applied rewrites99.8%
Applied rewrites99.8%
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f6499.8
Applied rewrites99.8%
lift-+.f64N/A
lift-/.f64N/A
lift-+.f64N/A
div-addN/A
lift-fma.f64N/A
*-commutativeN/A
lift-fma.f64N/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-/.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lift-fma.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lift-fma.f64N/A
lower-/.f6499.8
lift-fma.f64N/A
*-commutativeN/A
lift-fma.f6499.8
Applied rewrites99.8%
Final simplification71.4%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (- (* -0.37545125292247583 x_m) 0.00011824294398844343) x_m)))
(if (<= x_m 0.00055)
(fma
(/ (- (pow t_0 2.0) 1.2732557730789702) (- t_0 1.128386358070218))
x_m
1e-9)
(-
1.0
(*
(/
(+
(/
(+
(/
(+
(/
(fma
(/ 1.061405429 (fma 0.10731592879921 (* x_m x_m) -1.0))
(fma 0.3275911 x_m -1.0)
-1.453152027)
(fma x_m 0.3275911 1.0))
1.421413741)
(fma x_m 0.3275911 1.0))
-0.284496736)
(fma x_m 0.3275911 1.0))
0.254829592)
(fma x_m 0.3275911 1.0))
(exp (* (- x_m) x_m)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = ((-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m;
double tmp;
if (x_m <= 0.00055) {
tmp = fma(((pow(t_0, 2.0) - 1.2732557730789702) / (t_0 - 1.128386358070218)), x_m, 1e-9);
} else {
tmp = 1.0 - ((((((((fma((1.061405429 / fma(0.10731592879921, (x_m * x_m), -1.0)), fma(0.3275911, x_m, -1.0), -1.453152027) / fma(x_m, 0.3275911, 1.0)) + 1.421413741) / fma(x_m, 0.3275911, 1.0)) + -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) / fma(x_m, 0.3275911, 1.0)) * exp((-x_m * x_m)));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(Float64(Float64(-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m) tmp = 0.0 if (x_m <= 0.00055) tmp = fma(Float64(Float64((t_0 ^ 2.0) - 1.2732557730789702) / Float64(t_0 - 1.128386358070218)), x_m, 1e-9); else tmp = Float64(1.0 - Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(fma(Float64(1.061405429 / fma(0.10731592879921, Float64(x_m * x_m), -1.0)), fma(0.3275911, x_m, -1.0), -1.453152027) / fma(x_m, 0.3275911, 1.0)) + 1.421413741) / fma(x_m, 0.3275911, 1.0)) + -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) / fma(x_m, 0.3275911, 1.0)) * exp(Float64(Float64(-x_m) * x_m)))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(N[(N[(-0.37545125292247583 * x$95$m), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision] * x$95$m), $MachinePrecision]}, If[LessEqual[x$95$m, 0.00055], N[(N[(N[(N[Power[t$95$0, 2.0], $MachinePrecision] - 1.2732557730789702), $MachinePrecision] / N[(t$95$0 - 1.128386358070218), $MachinePrecision]), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], N[(1.0 - N[(N[(N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / N[(0.10731592879921 * N[(x$95$m * x$95$m), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision] * N[(0.3275911 * x$95$m + -1.0), $MachinePrecision] + -1.453152027), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + 1.421413741), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + -0.284496736), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + 0.254829592), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] * N[Exp[N[((-x$95$m) * x$95$m), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left(-0.37545125292247583 \cdot x\_m - 0.00011824294398844343\right) \cdot x\_m\\
\mathbf{if}\;x\_m \leq 0.00055:\\
\;\;\;\;\mathsf{fma}\left(\frac{{t\_0}^{2} - 1.2732557730789702}{t\_0 - 1.128386358070218}, x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{\frac{\frac{\frac{\mathsf{fma}\left(\frac{1.061405429}{\mathsf{fma}\left(0.10731592879921, x\_m \cdot x\_m, -1\right)}, \mathsf{fma}\left(0.3275911, x\_m, -1\right), -1.453152027\right)}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + 1.421413741}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + -0.284496736}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + 0.254829592}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} \cdot e^{\left(-x\_m\right) \cdot x\_m}\\
\end{array}
\end{array}
if x < 5.50000000000000033e-4Initial program 73.8%
Applied rewrites72.9%
Applied rewrites73.0%
Taylor expanded in x around 0
Applied rewrites63.2%
Applied rewrites62.5%
if 5.50000000000000033e-4 < x Initial program 99.8%
Applied rewrites99.8%
Applied rewrites99.8%
Final simplification71.4%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (- (* -0.37545125292247583 x_m) 0.00011824294398844343) x_m)))
(if (<= x_m 0.0006)
(fma
(/ (- (pow t_0 2.0) 1.2732557730789702) (- t_0 1.128386358070218))
x_m
1e-9)
(-
1.0
(*
(/
(+
(/
(fma
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma 0.3275911 x_m 1.0)))
(fma 0.3275911 x_m 1.0)))
(fma 0.10731592879921 (* x_m x_m) -1.0))
(fma 0.3275911 x_m -1.0)
-0.284496736)
(fma x_m 0.3275911 1.0))
0.254829592)
(fma x_m 0.3275911 1.0))
(exp (* (- x_m) x_m)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = ((-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m;
double tmp;
if (x_m <= 0.0006) {
tmp = fma(((pow(t_0, 2.0) - 1.2732557730789702) / (t_0 - 1.128386358070218)), x_m, 1e-9);
} else {
tmp = 1.0 - ((((fma(((1.421413741 + ((-1.453152027 + (1.061405429 / fma(0.3275911, x_m, 1.0))) / fma(0.3275911, x_m, 1.0))) / fma(0.10731592879921, (x_m * x_m), -1.0)), fma(0.3275911, x_m, -1.0), -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) / fma(x_m, 0.3275911, 1.0)) * exp((-x_m * x_m)));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(Float64(Float64(-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m) tmp = 0.0 if (x_m <= 0.0006) tmp = fma(Float64(Float64((t_0 ^ 2.0) - 1.2732557730789702) / Float64(t_0 - 1.128386358070218)), x_m, 1e-9); else tmp = Float64(1.0 - Float64(Float64(Float64(Float64(fma(Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(0.3275911, x_m, 1.0))) / fma(0.3275911, x_m, 1.0))) / fma(0.10731592879921, Float64(x_m * x_m), -1.0)), fma(0.3275911, x_m, -1.0), -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) / fma(x_m, 0.3275911, 1.0)) * exp(Float64(Float64(-x_m) * x_m)))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(N[(N[(-0.37545125292247583 * x$95$m), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision] * x$95$m), $MachinePrecision]}, If[LessEqual[x$95$m, 0.0006], N[(N[(N[(N[Power[t$95$0, 2.0], $MachinePrecision] - 1.2732557730789702), $MachinePrecision] / N[(t$95$0 - 1.128386358070218), $MachinePrecision]), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], N[(1.0 - N[(N[(N[(N[(N[(N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.10731592879921 * N[(x$95$m * x$95$m), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision] * N[(0.3275911 * x$95$m + -1.0), $MachinePrecision] + -0.284496736), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + 0.254829592), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] * N[Exp[N[((-x$95$m) * x$95$m), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left(-0.37545125292247583 \cdot x\_m - 0.00011824294398844343\right) \cdot x\_m\\
\mathbf{if}\;x\_m \leq 0.0006:\\
\;\;\;\;\mathsf{fma}\left(\frac{{t\_0}^{2} - 1.2732557730789702}{t\_0 - 1.128386358070218}, x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{\frac{\mathsf{fma}\left(\frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}}{\mathsf{fma}\left(0.10731592879921, x\_m \cdot x\_m, -1\right)}, \mathsf{fma}\left(0.3275911, x\_m, -1\right), -0.284496736\right)}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + 0.254829592}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} \cdot e^{\left(-x\_m\right) \cdot x\_m}\\
\end{array}
\end{array}
if x < 5.99999999999999947e-4Initial program 73.8%
Applied rewrites72.9%
Applied rewrites73.0%
Taylor expanded in x around 0
Applied rewrites63.2%
Applied rewrites62.5%
if 5.99999999999999947e-4 < x Initial program 99.8%
Applied rewrites99.8%
Applied rewrites99.8%
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-abs-revN/A
lift-*.f6499.8
Applied rewrites99.8%
Final simplification71.4%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (- (* -0.37545125292247583 x_m) 0.00011824294398844343) x_m)))
(if (<= x_m 0.0007)
(fma
(/ (- (pow t_0 2.0) 1.2732557730789702) (- t_0 1.128386358070218))
x_m
1e-9)
(-
1.0
(*
(/
(+
(/
(+
(/
(+
(/
(+ (/ 1.061405429 (fma x_m 0.3275911 1.0)) -1.453152027)
(fma x_m 0.3275911 1.0))
1.421413741)
(fma x_m 0.3275911 1.0))
-0.284496736)
(fma x_m 0.3275911 1.0))
0.254829592)
(fma x_m 0.3275911 1.0))
(exp (* (- x_m) x_m)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = ((-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m;
double tmp;
if (x_m <= 0.0007) {
tmp = fma(((pow(t_0, 2.0) - 1.2732557730789702) / (t_0 - 1.128386358070218)), x_m, 1e-9);
} else {
tmp = 1.0 - ((((((((((1.061405429 / fma(x_m, 0.3275911, 1.0)) + -1.453152027) / fma(x_m, 0.3275911, 1.0)) + 1.421413741) / fma(x_m, 0.3275911, 1.0)) + -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) / fma(x_m, 0.3275911, 1.0)) * exp((-x_m * x_m)));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(Float64(Float64(-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m) tmp = 0.0 if (x_m <= 0.0007) tmp = fma(Float64(Float64((t_0 ^ 2.0) - 1.2732557730789702) / Float64(t_0 - 1.128386358070218)), x_m, 1e-9); else tmp = Float64(1.0 - Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / fma(x_m, 0.3275911, 1.0)) + -1.453152027) / fma(x_m, 0.3275911, 1.0)) + 1.421413741) / fma(x_m, 0.3275911, 1.0)) + -0.284496736) / fma(x_m, 0.3275911, 1.0)) + 0.254829592) / fma(x_m, 0.3275911, 1.0)) * exp(Float64(Float64(-x_m) * x_m)))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(N[(N[(-0.37545125292247583 * x$95$m), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision] * x$95$m), $MachinePrecision]}, If[LessEqual[x$95$m, 0.0007], N[(N[(N[(N[Power[t$95$0, 2.0], $MachinePrecision] - 1.2732557730789702), $MachinePrecision] / N[(t$95$0 - 1.128386358070218), $MachinePrecision]), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], N[(1.0 - N[(N[(N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + -1.453152027), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + 1.421413741), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + -0.284496736), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + 0.254829592), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] * N[Exp[N[((-x$95$m) * x$95$m), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left(-0.37545125292247583 \cdot x\_m - 0.00011824294398844343\right) \cdot x\_m\\
\mathbf{if}\;x\_m \leq 0.0007:\\
\;\;\;\;\mathsf{fma}\left(\frac{{t\_0}^{2} - 1.2732557730789702}{t\_0 - 1.128386358070218}, x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{\frac{\frac{\frac{\frac{1.061405429}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + -1.453152027}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + 1.421413741}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + -0.284496736}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} + 0.254829592}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} \cdot e^{\left(-x\_m\right) \cdot x\_m}\\
\end{array}
\end{array}
if x < 6.99999999999999993e-4Initial program 73.8%
Applied rewrites72.9%
Applied rewrites73.0%
Taylor expanded in x around 0
Applied rewrites63.2%
Applied rewrites62.5%
if 6.99999999999999993e-4 < x Initial program 99.8%
Applied rewrites99.8%
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-absN/A
lower-*.f6499.8
Applied rewrites99.8%
Final simplification71.4%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (- (* -0.37545125292247583 x_m) 0.00011824294398844343) x_m)))
(if (<= x_m 1.05)
(fma
(/ (- (pow t_0 2.0) 1.2732557730789702) (- t_0 1.128386358070218))
x_m
1e-9)
1.0)))x_m = fabs(x);
double code(double x_m) {
double t_0 = ((-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m;
double tmp;
if (x_m <= 1.05) {
tmp = fma(((pow(t_0, 2.0) - 1.2732557730789702) / (t_0 - 1.128386358070218)), x_m, 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(Float64(Float64(-0.37545125292247583 * x_m) - 0.00011824294398844343) * x_m) tmp = 0.0 if (x_m <= 1.05) tmp = fma(Float64(Float64((t_0 ^ 2.0) - 1.2732557730789702) / Float64(t_0 - 1.128386358070218)), x_m, 1e-9); else tmp = 1.0; end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(N[(N[(-0.37545125292247583 * x$95$m), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision] * x$95$m), $MachinePrecision]}, If[LessEqual[x$95$m, 1.05], N[(N[(N[(N[Power[t$95$0, 2.0], $MachinePrecision] - 1.2732557730789702), $MachinePrecision] / N[(t$95$0 - 1.128386358070218), $MachinePrecision]), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], 1.0]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left(-0.37545125292247583 \cdot x\_m - 0.00011824294398844343\right) \cdot x\_m\\
\mathbf{if}\;x\_m \leq 1.05:\\
\;\;\;\;\mathsf{fma}\left(\frac{{t\_0}^{2} - 1.2732557730789702}{t\_0 - 1.128386358070218}, x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 1.05000000000000004Initial program 74.0%
Applied rewrites73.1%
Applied rewrites73.2%
Taylor expanded in x around 0
Applied rewrites63.1%
Applied rewrites62.4%
if 1.05000000000000004 < x Initial program 100.0%
Applied rewrites0.0%
Taylor expanded in x around inf
Applied rewrites100.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 1.05)
(fma
(fma
(fma -0.37545125292247583 x_m -0.00011824294398844343)
x_m
1.128386358070218)
x_m
1e-9)
1.0))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.05) {
tmp = fma(fma(fma(-0.37545125292247583, x_m, -0.00011824294398844343), x_m, 1.128386358070218), x_m, 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.05) tmp = fma(fma(fma(-0.37545125292247583, x_m, -0.00011824294398844343), x_m, 1.128386358070218), x_m, 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, 1.05], N[(N[(N[(-0.37545125292247583 * x$95$m + -0.00011824294398844343), $MachinePrecision] * x$95$m + 1.128386358070218), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.05:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.37545125292247583, x\_m, -0.00011824294398844343\right), x\_m, 1.128386358070218\right), x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 1.05000000000000004Initial program 74.0%
Applied rewrites73.1%
Applied rewrites73.2%
Applied rewrites74.1%
Taylor expanded in x around 0
Applied rewrites63.1%
if 1.05000000000000004 < x Initial program 100.0%
Applied rewrites0.0%
Taylor expanded in x around inf
Applied rewrites100.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 1.05) (fma (fma (* -0.37545125292247583 x_m) x_m 1.128386358070218) x_m 1e-9) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.05) {
tmp = fma(fma((-0.37545125292247583 * x_m), x_m, 1.128386358070218), x_m, 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.05) tmp = fma(fma(Float64(-0.37545125292247583 * x_m), x_m, 1.128386358070218), x_m, 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, 1.05], N[(N[(N[(-0.37545125292247583 * x$95$m), $MachinePrecision] * x$95$m + 1.128386358070218), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 1.05:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-0.37545125292247583 \cdot x\_m, x\_m, 1.128386358070218\right), x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 1.05000000000000004Initial program 74.0%
Applied rewrites73.1%
Applied rewrites73.2%
Taylor expanded in x around 0
Applied rewrites63.1%
Taylor expanded in x around inf
Applied rewrites62.8%
if 1.05000000000000004 < x Initial program 100.0%
Applied rewrites0.0%
Taylor expanded in x around inf
Applied rewrites100.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.88) (fma (fma -0.00011824361065510943 x_m 1.128386358070218) x_m 1e-9) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = fma(fma(-0.00011824361065510943, x_m, 1.128386358070218), x_m, 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.88) tmp = fma(fma(-0.00011824361065510943, x_m, 1.128386358070218), x_m, 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, 0.88], N[(N[(-0.00011824361065510943 * x$95$m + 1.128386358070218), $MachinePrecision] * x$95$m + 1e-9), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.88:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-0.00011824361065510943, x\_m, 1.128386358070218\right), x\_m, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 74.0%
Applied rewrites35.9%
Taylor expanded in x around 0
Applied rewrites61.7%
if 0.880000000000000004 < x Initial program 100.0%
Applied rewrites0.0%
Taylor expanded in x around inf
Applied rewrites100.0%
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 = private
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x_m)
use fmin_fmax_functions
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 73.7%
Applied rewrites35.8%
Taylor expanded in x around 0
Applied rewrites65.4%
if 2.79999999999999996e-5 < x Initial program 99.4%
Applied rewrites2.1%
Taylor expanded in x around inf
Applied rewrites95.9%
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 = private
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x_m)
use fmin_fmax_functions
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 80.0%
Applied rewrites27.6%
Taylor expanded in x around 0
Applied rewrites52.3%
herbie shell --seed 2025019
(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)))))))