
(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}
Herbie found 14 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}
(FPCore (x)
:precision binary64
(let* ((t_0 (fma (fabs x) 0.3275911 1.0))
(t_1
(+
(/
(+
(/
(- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741)
t_0)
-0.284496736)
t_0)
0.254829592))
(t_2 (pow (exp x) x))
(t_3
(fma (/ t_1 (* t_0 t_2)) (fma (/ t_1 t_0) (exp (* (- x) x)) 1.0) 1.0))
(t_4 (/ t_1 (* t_2 t_0)))
(t_5 (+ (+ 1.0 (pow t_4 6.0)) (pow t_4 3.0))))
(- (/ (pow t_5 -1.0) t_3) (/ (/ (pow t_4 9.0) t_5) t_3))))
double code(double x) {
double t_0 = fma(fabs(x), 0.3275911, 1.0);
double t_1 = (((((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592;
double t_2 = pow(exp(x), x);
double t_3 = fma((t_1 / (t_0 * t_2)), fma((t_1 / t_0), exp((-x * x)), 1.0), 1.0);
double t_4 = t_1 / (t_2 * t_0);
double t_5 = (1.0 + pow(t_4, 6.0)) + pow(t_4, 3.0);
return (pow(t_5, -1.0) / t_3) - ((pow(t_4, 9.0) / t_5) / t_3);
}
function code(x) t_0 = fma(abs(x), 0.3275911, 1.0) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) t_2 = exp(x) ^ x t_3 = fma(Float64(t_1 / Float64(t_0 * t_2)), fma(Float64(t_1 / t_0), exp(Float64(Float64(-x) * x)), 1.0), 1.0) t_4 = Float64(t_1 / Float64(t_2 * t_0)) t_5 = Float64(Float64(1.0 + (t_4 ^ 6.0)) + (t_4 ^ 3.0)) return Float64(Float64((t_5 ^ -1.0) / t_3) - Float64(Float64((t_4 ^ 9.0) / t_5) / t_3)) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$0), $MachinePrecision] + 0.254829592), $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$3 = N[(N[(t$95$1 / N[(t$95$0 * t$95$2), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$1 / t$95$0), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]}, Block[{t$95$4 = N[(t$95$1 / N[(t$95$2 * t$95$0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$5 = N[(N[(1.0 + N[Power[t$95$4, 6.0], $MachinePrecision]), $MachinePrecision] + N[Power[t$95$4, 3.0], $MachinePrecision]), $MachinePrecision]}, N[(N[(N[Power[t$95$5, -1.0], $MachinePrecision] / t$95$3), $MachinePrecision] - N[(N[(N[Power[t$95$4, 9.0], $MachinePrecision] / t$95$5), $MachinePrecision] / t$95$3), $MachinePrecision]), $MachinePrecision]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
t_1 := \frac{\frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0} + -0.284496736}{t\_0} + 0.254829592\\
t_2 := {\left(e^{x}\right)}^{x}\\
t_3 := \mathsf{fma}\left(\frac{t\_1}{t\_0 \cdot t\_2}, \mathsf{fma}\left(\frac{t\_1}{t\_0}, e^{\left(-x\right) \cdot x}, 1\right), 1\right)\\
t_4 := \frac{t\_1}{t\_2 \cdot t\_0}\\
t_5 := \left(1 + {t\_4}^{6}\right) + {t\_4}^{3}\\
\frac{{t\_5}^{-1}}{t\_3} - \frac{\frac{{t\_4}^{9}}{t\_5}}{t\_3}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.3%
Applied rewrites79.4%
Applied rewrites80.5%
Applied rewrites83.4%
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* 0.3275911 (fabs x))))
(t_1 (fma (fabs x) 0.3275911 1.0))
(t_2
(+
(/
(+
(/
(- (/ (- (/ 1.061405429 t_1) 1.453152027) t_1) -1.421413741)
t_1)
-0.284496736)
t_1)
0.254829592))
(t_3 (pow (exp x) x))
(t_4 (* t_3 t_1))
(t_5 (/ t_2 t_4))
(t_6 (pow t_5 3.0)))
(/
(-
(/ 1.0 (+ (+ 1.0 (pow t_5 6.0)) t_6))
(/
(pow t_5 9.0)
(+
(+
1.0
(pow
(/
(+
(/
(+
(/
(-
(+ 1.421413741 (* 1.061405429 (pow t_0 -2.0)))
(* 1.453152027 (pow t_0 -1.0)))
t_1)
-0.284496736)
t_1)
0.254829592)
t_4)
6.0))
t_6)))
(fma (/ t_2 (* t_1 t_3)) (fma (/ t_2 t_1) (exp (* (- x) x)) 1.0) 1.0))))
double code(double x) {
double t_0 = 1.0 + (0.3275911 * fabs(x));
double t_1 = fma(fabs(x), 0.3275911, 1.0);
double t_2 = (((((((1.061405429 / t_1) - 1.453152027) / t_1) - -1.421413741) / t_1) + -0.284496736) / t_1) + 0.254829592;
double t_3 = pow(exp(x), x);
double t_4 = t_3 * t_1;
double t_5 = t_2 / t_4;
double t_6 = pow(t_5, 3.0);
return ((1.0 / ((1.0 + pow(t_5, 6.0)) + t_6)) - (pow(t_5, 9.0) / ((1.0 + pow((((((((1.421413741 + (1.061405429 * pow(t_0, -2.0))) - (1.453152027 * pow(t_0, -1.0))) / t_1) + -0.284496736) / t_1) + 0.254829592) / t_4), 6.0)) + t_6))) / fma((t_2 / (t_1 * t_3)), fma((t_2 / t_1), exp((-x * x)), 1.0), 1.0);
}
function code(x) t_0 = Float64(1.0 + Float64(0.3275911 * abs(x))) t_1 = fma(abs(x), 0.3275911, 1.0) t_2 = Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_1) - 1.453152027) / t_1) - -1.421413741) / t_1) + -0.284496736) / t_1) + 0.254829592) t_3 = exp(x) ^ x t_4 = Float64(t_3 * t_1) t_5 = Float64(t_2 / t_4) t_6 = t_5 ^ 3.0 return Float64(Float64(Float64(1.0 / Float64(Float64(1.0 + (t_5 ^ 6.0)) + t_6)) - Float64((t_5 ^ 9.0) / Float64(Float64(1.0 + (Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.421413741 + Float64(1.061405429 * (t_0 ^ -2.0))) - Float64(1.453152027 * (t_0 ^ -1.0))) / t_1) + -0.284496736) / t_1) + 0.254829592) / t_4) ^ 6.0)) + t_6))) / fma(Float64(t_2 / Float64(t_1 * t_3)), fma(Float64(t_2 / t_1), exp(Float64(Float64(-x) * x)), 1.0), 1.0)) end
code[x_] := Block[{t$95$0 = N[(1.0 + N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$1), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$1), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$1), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$1), $MachinePrecision] + 0.254829592), $MachinePrecision]}, Block[{t$95$3 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$4 = N[(t$95$3 * t$95$1), $MachinePrecision]}, Block[{t$95$5 = N[(t$95$2 / t$95$4), $MachinePrecision]}, Block[{t$95$6 = N[Power[t$95$5, 3.0], $MachinePrecision]}, N[(N[(N[(1.0 / N[(N[(1.0 + N[Power[t$95$5, 6.0], $MachinePrecision]), $MachinePrecision] + t$95$6), $MachinePrecision]), $MachinePrecision] - N[(N[Power[t$95$5, 9.0], $MachinePrecision] / N[(N[(1.0 + N[Power[N[(N[(N[(N[(N[(N[(N[(1.421413741 + N[(1.061405429 * N[Power[t$95$0, -2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(1.453152027 * N[Power[t$95$0, -1.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$1), $MachinePrecision] + 0.254829592), $MachinePrecision] / t$95$4), $MachinePrecision], 6.0], $MachinePrecision]), $MachinePrecision] + t$95$6), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(t$95$2 / N[(t$95$1 * t$95$3), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$2 / t$95$1), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 1 + 0.3275911 \cdot \left|x\right|\\
t_1 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
t_2 := \frac{\frac{\frac{\frac{1.061405429}{t\_1} - 1.453152027}{t\_1} - -1.421413741}{t\_1} + -0.284496736}{t\_1} + 0.254829592\\
t_3 := {\left(e^{x}\right)}^{x}\\
t_4 := t\_3 \cdot t\_1\\
t_5 := \frac{t\_2}{t\_4}\\
t_6 := {t\_5}^{3}\\
\frac{\frac{1}{\left(1 + {t\_5}^{6}\right) + t\_6} - \frac{{t\_5}^{9}}{\left(1 + {\left(\frac{\frac{\frac{\left(1.421413741 + 1.061405429 \cdot {t\_0}^{-2}\right) - 1.453152027 \cdot {t\_0}^{-1}}{t\_1} + -0.284496736}{t\_1} + 0.254829592}{t\_4}\right)}^{6}\right) + t\_6}}{\mathsf{fma}\left(\frac{t\_2}{t\_1 \cdot t\_3}, \mathsf{fma}\left(\frac{t\_2}{t\_1}, e^{\left(-x\right) \cdot x}, 1\right), 1\right)}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.3%
Applied rewrites79.4%
Applied rewrites80.5%
Taylor expanded in x around 0
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
pow-flipN/A
metadata-evalN/A
lower-pow.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lift-fabs.f64N/A
lower-*.f64N/A
inv-powN/A
lower-pow.f64N/A
Applied rewrites80.5%
(FPCore (x)
:precision binary64
(let* ((t_0 (fma (fabs x) 0.3275911 1.0))
(t_1
(+
(/
(+
(/
(- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741)
t_0)
-0.284496736)
t_0)
0.254829592))
(t_2 (pow (exp x) x))
(t_3 (/ t_1 (* t_2 t_0)))
(t_4 (+ 1.0 (pow t_3 6.0))))
(/
(-
(/
1.0
(+ t_4 (pow (/ t_1 (* (+ (cosh (* x x)) (sinh (* x x))) t_0)) 3.0)))
(/ (pow t_3 9.0) (+ t_4 (pow t_3 3.0))))
(fma (/ t_1 (* t_0 t_2)) (fma (/ t_1 t_0) (exp (* (- x) x)) 1.0) 1.0))))
double code(double x) {
double t_0 = fma(fabs(x), 0.3275911, 1.0);
double t_1 = (((((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592;
double t_2 = pow(exp(x), x);
double t_3 = t_1 / (t_2 * t_0);
double t_4 = 1.0 + pow(t_3, 6.0);
return ((1.0 / (t_4 + pow((t_1 / ((cosh((x * x)) + sinh((x * x))) * t_0)), 3.0))) - (pow(t_3, 9.0) / (t_4 + pow(t_3, 3.0)))) / fma((t_1 / (t_0 * t_2)), fma((t_1 / t_0), exp((-x * x)), 1.0), 1.0);
}
function code(x) t_0 = fma(abs(x), 0.3275911, 1.0) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) t_2 = exp(x) ^ x t_3 = Float64(t_1 / Float64(t_2 * t_0)) t_4 = Float64(1.0 + (t_3 ^ 6.0)) return Float64(Float64(Float64(1.0 / Float64(t_4 + (Float64(t_1 / Float64(Float64(cosh(Float64(x * x)) + sinh(Float64(x * x))) * t_0)) ^ 3.0))) - Float64((t_3 ^ 9.0) / Float64(t_4 + (t_3 ^ 3.0)))) / fma(Float64(t_1 / Float64(t_0 * t_2)), fma(Float64(t_1 / t_0), exp(Float64(Float64(-x) * x)), 1.0), 1.0)) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$0), $MachinePrecision] + 0.254829592), $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$3 = N[(t$95$1 / N[(t$95$2 * t$95$0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(1.0 + N[Power[t$95$3, 6.0], $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(1.0 / N[(t$95$4 + N[Power[N[(t$95$1 / N[(N[(N[Cosh[N[(x * x), $MachinePrecision]], $MachinePrecision] + N[Sinh[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[Power[t$95$3, 9.0], $MachinePrecision] / N[(t$95$4 + N[Power[t$95$3, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(t$95$1 / N[(t$95$0 * t$95$2), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$1 / t$95$0), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
t_1 := \frac{\frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0} + -0.284496736}{t\_0} + 0.254829592\\
t_2 := {\left(e^{x}\right)}^{x}\\
t_3 := \frac{t\_1}{t\_2 \cdot t\_0}\\
t_4 := 1 + {t\_3}^{6}\\
\frac{\frac{1}{t\_4 + {\left(\frac{t\_1}{\left(\cosh \left(x \cdot x\right) + \sinh \left(x \cdot x\right)\right) \cdot t\_0}\right)}^{3}} - \frac{{t\_3}^{9}}{t\_4 + {t\_3}^{3}}}{\mathsf{fma}\left(\frac{t\_1}{t\_0 \cdot t\_2}, \mathsf{fma}\left(\frac{t\_1}{t\_0}, e^{\left(-x\right) \cdot x}, 1\right), 1\right)}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.3%
Applied rewrites79.4%
Applied rewrites80.5%
lift-exp.f64N/A
lift-pow.f64N/A
pow-expN/A
pow2N/A
sinh-+-cosh-revN/A
lower-+.f64N/A
lower-cosh.f64N/A
pow2N/A
lift-*.f64N/A
lower-sinh.f64N/A
pow2N/A
lift-*.f6480.5
Applied rewrites80.5%
(FPCore (x)
:precision binary64
(let* ((t_0 (fma (fabs x) 0.3275911 1.0))
(t_1
(+
(/
(+
(/
(- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741)
t_0)
-0.284496736)
t_0)
0.254829592))
(t_2 (pow (exp x) x))
(t_3 (/ t_1 (* t_2 t_0)))
(t_4 (+ (+ 1.0 (pow t_3 6.0)) (pow t_3 3.0))))
(/
(- (/ 1.0 t_4) (/ (pow t_3 9.0) t_4))
(fma (/ t_1 (* t_0 t_2)) (fma (/ t_1 t_0) (exp (* (- x) x)) 1.0) 1.0))))
double code(double x) {
double t_0 = fma(fabs(x), 0.3275911, 1.0);
double t_1 = (((((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592;
double t_2 = pow(exp(x), x);
double t_3 = t_1 / (t_2 * t_0);
double t_4 = (1.0 + pow(t_3, 6.0)) + pow(t_3, 3.0);
return ((1.0 / t_4) - (pow(t_3, 9.0) / t_4)) / fma((t_1 / (t_0 * t_2)), fma((t_1 / t_0), exp((-x * x)), 1.0), 1.0);
}
function code(x) t_0 = fma(abs(x), 0.3275911, 1.0) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) t_2 = exp(x) ^ x t_3 = Float64(t_1 / Float64(t_2 * t_0)) t_4 = Float64(Float64(1.0 + (t_3 ^ 6.0)) + (t_3 ^ 3.0)) return Float64(Float64(Float64(1.0 / t_4) - Float64((t_3 ^ 9.0) / t_4)) / fma(Float64(t_1 / Float64(t_0 * t_2)), fma(Float64(t_1 / t_0), exp(Float64(Float64(-x) * x)), 1.0), 1.0)) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$0), $MachinePrecision] + 0.254829592), $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$3 = N[(t$95$1 / N[(t$95$2 * t$95$0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(N[(1.0 + N[Power[t$95$3, 6.0], $MachinePrecision]), $MachinePrecision] + N[Power[t$95$3, 3.0], $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(1.0 / t$95$4), $MachinePrecision] - N[(N[Power[t$95$3, 9.0], $MachinePrecision] / t$95$4), $MachinePrecision]), $MachinePrecision] / N[(N[(t$95$1 / N[(t$95$0 * t$95$2), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$1 / t$95$0), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
t_1 := \frac{\frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0} + -0.284496736}{t\_0} + 0.254829592\\
t_2 := {\left(e^{x}\right)}^{x}\\
t_3 := \frac{t\_1}{t\_2 \cdot t\_0}\\
t_4 := \left(1 + {t\_3}^{6}\right) + {t\_3}^{3}\\
\frac{\frac{1}{t\_4} - \frac{{t\_3}^{9}}{t\_4}}{\mathsf{fma}\left(\frac{t\_1}{t\_0 \cdot t\_2}, \mathsf{fma}\left(\frac{t\_1}{t\_0}, e^{\left(-x\right) \cdot x}, 1\right), 1\right)}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.3%
Applied rewrites79.4%
Applied rewrites80.5%
(FPCore (x)
:precision binary64
(let* ((t_0 (fma 0.3275911 (fabs x) 1.0))
(t_1 (pow (exp x) x))
(t_2
(pow
(/
(+
0.254829592
(/
(+
-0.284496736
(/
(- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741)
t_0))
t_0))
(* t_0 t_1))
3.0))
(t_3 (fma (fabs x) 0.3275911 1.0))
(t_4
(+
(/
(+
(/
(- (/ (- (/ 1.061405429 t_3) 1.453152027) t_3) -1.421413741)
t_3)
-0.284496736)
t_3)
0.254829592)))
(/
(/ (- 1.0 (pow t_2 3.0)) (+ 1.0 (fma t_2 t_2 (* 1.0 t_2))))
(fma (/ t_4 (* t_3 t_1)) (fma (/ t_4 t_3) (exp (* (- x) x)) 1.0) 1.0))))
double code(double x) {
double t_0 = fma(0.3275911, fabs(x), 1.0);
double t_1 = pow(exp(x), x);
double t_2 = pow(((0.254829592 + ((-0.284496736 + (((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0)) / t_0)) / (t_0 * t_1)), 3.0);
double t_3 = fma(fabs(x), 0.3275911, 1.0);
double t_4 = (((((((1.061405429 / t_3) - 1.453152027) / t_3) - -1.421413741) / t_3) + -0.284496736) / t_3) + 0.254829592;
return ((1.0 - pow(t_2, 3.0)) / (1.0 + fma(t_2, t_2, (1.0 * t_2)))) / fma((t_4 / (t_3 * t_1)), fma((t_4 / t_3), exp((-x * x)), 1.0), 1.0);
}
function code(x) t_0 = fma(0.3275911, abs(x), 1.0) t_1 = exp(x) ^ x t_2 = Float64(Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0)) / t_0)) / Float64(t_0 * t_1)) ^ 3.0 t_3 = fma(abs(x), 0.3275911, 1.0) t_4 = Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_3) - 1.453152027) / t_3) - -1.421413741) / t_3) + -0.284496736) / t_3) + 0.254829592) return Float64(Float64(Float64(1.0 - (t_2 ^ 3.0)) / Float64(1.0 + fma(t_2, t_2, Float64(1.0 * t_2)))) / fma(Float64(t_4 / Float64(t_3 * t_1)), fma(Float64(t_4 / t_3), exp(Float64(Float64(-x) * x)), 1.0), 1.0)) end
code[x_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x], $MachinePrecision] + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$2 = N[Power[N[(N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / N[(t$95$0 * t$95$1), $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision]}, Block[{t$95$3 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, Block[{t$95$4 = N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$3), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$3), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$3), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$3), $MachinePrecision] + 0.254829592), $MachinePrecision]}, N[(N[(N[(1.0 - N[Power[t$95$2, 3.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(t$95$2 * t$95$2 + N[(1.0 * t$95$2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(t$95$4 / N[(t$95$3 * t$95$1), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$4 / t$95$3), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.3275911, \left|x\right|, 1\right)\\
t_1 := {\left(e^{x}\right)}^{x}\\
t_2 := {\left(\frac{0.254829592 + \frac{-0.284496736 + \frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0}}{t\_0}}{t\_0 \cdot t\_1}\right)}^{3}\\
t_3 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
t_4 := \frac{\frac{\frac{\frac{1.061405429}{t\_3} - 1.453152027}{t\_3} - -1.421413741}{t\_3} + -0.284496736}{t\_3} + 0.254829592\\
\frac{\frac{1 - {t\_2}^{3}}{1 + \mathsf{fma}\left(t\_2, t\_2, 1 \cdot t\_2\right)}}{\mathsf{fma}\left(\frac{t\_4}{t\_3 \cdot t\_1}, \mathsf{fma}\left(\frac{t\_4}{t\_3}, e^{\left(-x\right) \cdot x}, 1\right), 1\right)}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.3%
Applied rewrites79.4%
(FPCore (x)
:precision binary64
(let* ((t_0 (fma (fabs x) 0.3275911 1.0))
(t_1
(+
(/
(+
(/
(- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741)
t_0)
-0.284496736)
t_0)
0.254829592))
(t_2 (pow (exp x) x))
(t_3 (/ t_1 (* t_2 t_0))))
(/
(/ (- 1.0 (pow t_3 9.0)) (+ (+ 1.0 (pow t_3 6.0)) (pow t_3 3.0)))
(fma (/ t_1 (* t_0 t_2)) (fma (/ t_1 t_0) (exp (* (- x) x)) 1.0) 1.0))))
double code(double x) {
double t_0 = fma(fabs(x), 0.3275911, 1.0);
double t_1 = (((((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592;
double t_2 = pow(exp(x), x);
double t_3 = t_1 / (t_2 * t_0);
return ((1.0 - pow(t_3, 9.0)) / ((1.0 + pow(t_3, 6.0)) + pow(t_3, 3.0))) / fma((t_1 / (t_0 * t_2)), fma((t_1 / t_0), exp((-x * x)), 1.0), 1.0);
}
function code(x) t_0 = fma(abs(x), 0.3275911, 1.0) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) t_2 = exp(x) ^ x t_3 = Float64(t_1 / Float64(t_2 * t_0)) return Float64(Float64(Float64(1.0 - (t_3 ^ 9.0)) / Float64(Float64(1.0 + (t_3 ^ 6.0)) + (t_3 ^ 3.0))) / fma(Float64(t_1 / Float64(t_0 * t_2)), fma(Float64(t_1 / t_0), exp(Float64(Float64(-x) * x)), 1.0), 1.0)) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$0), $MachinePrecision] + 0.254829592), $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$3 = N[(t$95$1 / N[(t$95$2 * t$95$0), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(1.0 - N[Power[t$95$3, 9.0], $MachinePrecision]), $MachinePrecision] / N[(N[(1.0 + N[Power[t$95$3, 6.0], $MachinePrecision]), $MachinePrecision] + N[Power[t$95$3, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(t$95$1 / N[(t$95$0 * t$95$2), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$1 / t$95$0), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
t_1 := \frac{\frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0} + -0.284496736}{t\_0} + 0.254829592\\
t_2 := {\left(e^{x}\right)}^{x}\\
t_3 := \frac{t\_1}{t\_2 \cdot t\_0}\\
\frac{\frac{1 - {t\_3}^{9}}{\left(1 + {t\_3}^{6}\right) + {t\_3}^{3}}}{\mathsf{fma}\left(\frac{t\_1}{t\_0 \cdot t\_2}, \mathsf{fma}\left(\frac{t\_1}{t\_0}, e^{\left(-x\right) \cdot x}, 1\right), 1\right)}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.3%
Applied rewrites79.4%
Applied rewrites79.4%
(FPCore (x)
:precision binary64
(let* ((t_0 (fma 0.3275911 (fabs x) 1.0))
(t_1 (fma (fabs x) 0.3275911 1.0))
(t_2
(+
(/
(+
(/
(- (/ (- (/ 1.061405429 t_1) 1.453152027) t_1) -1.421413741)
t_1)
-0.284496736)
t_1)
0.254829592))
(t_3 (pow (exp x) x))
(t_4
(pow
(/
(+
0.254829592
(/
(+
-0.284496736
(/
(- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741)
t_0))
t_0))
(* t_0 t_3))
3.0)))
(/
(/ (- 1.0 (* t_4 t_4)) (+ 1.0 t_4))
(fma (/ t_2 (* t_1 t_3)) (fma (/ t_2 t_1) (exp (* (- x) x)) 1.0) 1.0))))
double code(double x) {
double t_0 = fma(0.3275911, fabs(x), 1.0);
double t_1 = fma(fabs(x), 0.3275911, 1.0);
double t_2 = (((((((1.061405429 / t_1) - 1.453152027) / t_1) - -1.421413741) / t_1) + -0.284496736) / t_1) + 0.254829592;
double t_3 = pow(exp(x), x);
double t_4 = pow(((0.254829592 + ((-0.284496736 + (((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0)) / t_0)) / (t_0 * t_3)), 3.0);
return ((1.0 - (t_4 * t_4)) / (1.0 + t_4)) / fma((t_2 / (t_1 * t_3)), fma((t_2 / t_1), exp((-x * x)), 1.0), 1.0);
}
function code(x) t_0 = fma(0.3275911, abs(x), 1.0) t_1 = fma(abs(x), 0.3275911, 1.0) t_2 = Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_1) - 1.453152027) / t_1) - -1.421413741) / t_1) + -0.284496736) / t_1) + 0.254829592) t_3 = exp(x) ^ x t_4 = Float64(Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0)) / t_0)) / Float64(t_0 * t_3)) ^ 3.0 return Float64(Float64(Float64(1.0 - Float64(t_4 * t_4)) / Float64(1.0 + t_4)) / fma(Float64(t_2 / Float64(t_1 * t_3)), fma(Float64(t_2 / t_1), exp(Float64(Float64(-x) * x)), 1.0), 1.0)) end
code[x_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x], $MachinePrecision] + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$1), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$1), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$1), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$1), $MachinePrecision] + 0.254829592), $MachinePrecision]}, Block[{t$95$3 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$4 = N[Power[N[(N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / N[(t$95$0 * t$95$3), $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision]}, N[(N[(N[(1.0 - N[(t$95$4 * t$95$4), $MachinePrecision]), $MachinePrecision] / N[(1.0 + t$95$4), $MachinePrecision]), $MachinePrecision] / N[(N[(t$95$2 / N[(t$95$1 * t$95$3), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$2 / t$95$1), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.3275911, \left|x\right|, 1\right)\\
t_1 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
t_2 := \frac{\frac{\frac{\frac{1.061405429}{t\_1} - 1.453152027}{t\_1} - -1.421413741}{t\_1} + -0.284496736}{t\_1} + 0.254829592\\
t_3 := {\left(e^{x}\right)}^{x}\\
t_4 := {\left(\frac{0.254829592 + \frac{-0.284496736 + \frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0}}{t\_0}}{t\_0 \cdot t\_3}\right)}^{3}\\
\frac{\frac{1 - t\_4 \cdot t\_4}{1 + t\_4}}{\mathsf{fma}\left(\frac{t\_2}{t\_1 \cdot t\_3}, \mathsf{fma}\left(\frac{t\_2}{t\_1}, e^{\left(-x\right) \cdot x}, 1\right), 1\right)}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.3%
Applied rewrites79.3%
(FPCore (x)
:precision binary64
(let* ((t_0 (fma (fabs x) 0.3275911 1.0))
(t_1
(+
(/
(+
(/
(- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741)
t_0)
-0.284496736)
t_0)
0.254829592))
(t_2 (pow (exp x) x))
(t_3 (/ t_1 (* t_2 t_0))))
(/
(/ (- 1.0 (pow t_3 6.0)) (+ 1.0 (pow t_3 3.0)))
(fma (/ t_1 (* t_0 t_2)) (fma (/ t_1 t_0) (exp (* (- x) x)) 1.0) 1.0))))
double code(double x) {
double t_0 = fma(fabs(x), 0.3275911, 1.0);
double t_1 = (((((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592;
double t_2 = pow(exp(x), x);
double t_3 = t_1 / (t_2 * t_0);
return ((1.0 - pow(t_3, 6.0)) / (1.0 + pow(t_3, 3.0))) / fma((t_1 / (t_0 * t_2)), fma((t_1 / t_0), exp((-x * x)), 1.0), 1.0);
}
function code(x) t_0 = fma(abs(x), 0.3275911, 1.0) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) t_2 = exp(x) ^ x t_3 = Float64(t_1 / Float64(t_2 * t_0)) return Float64(Float64(Float64(1.0 - (t_3 ^ 6.0)) / Float64(1.0 + (t_3 ^ 3.0))) / fma(Float64(t_1 / Float64(t_0 * t_2)), fma(Float64(t_1 / t_0), exp(Float64(Float64(-x) * x)), 1.0), 1.0)) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$0), $MachinePrecision] + 0.254829592), $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$3 = N[(t$95$1 / N[(t$95$2 * t$95$0), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(1.0 - N[Power[t$95$3, 6.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[Power[t$95$3, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(t$95$1 / N[(t$95$0 * t$95$2), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$1 / t$95$0), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
t_1 := \frac{\frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0} + -0.284496736}{t\_0} + 0.254829592\\
t_2 := {\left(e^{x}\right)}^{x}\\
t_3 := \frac{t\_1}{t\_2 \cdot t\_0}\\
\frac{\frac{1 - {t\_3}^{6}}{1 + {t\_3}^{3}}}{\mathsf{fma}\left(\frac{t\_1}{t\_0 \cdot t\_2}, \mathsf{fma}\left(\frac{t\_1}{t\_0}, e^{\left(-x\right) \cdot x}, 1\right), 1\right)}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.3%
Applied rewrites79.4%
Applied rewrites79.3%
(FPCore (x)
:precision binary64
(let* ((t_0 (* 0.3275911 (fabs x))) (t_1 (fma (fabs x) 0.3275911 1.0)))
(-
1.0
(*
(*
(exp (* (log1p t_0) -1.0))
(+
0.254829592
(*
(/ 1.0 (+ 1.0 t_0))
(+
-0.284496736
(*
(/
(- (/ (- (/ 1.061405429 t_1) 1.453152027) t_1) -1.421413741)
(- 1.0 (* 0.10731592879921 (* x x))))
(- 1.0 (* (fabs x) 0.3275911)))))))
(exp (- (* (fabs x) (fabs x))))))))
double code(double x) {
double t_0 = 0.3275911 * fabs(x);
double t_1 = fma(fabs(x), 0.3275911, 1.0);
return 1.0 - ((exp((log1p(t_0) * -1.0)) * (0.254829592 + ((1.0 / (1.0 + t_0)) * (-0.284496736 + ((((((1.061405429 / t_1) - 1.453152027) / t_1) - -1.421413741) / (1.0 - (0.10731592879921 * (x * x)))) * (1.0 - (fabs(x) * 0.3275911))))))) * exp(-(fabs(x) * fabs(x))));
}
function code(x) t_0 = Float64(0.3275911 * abs(x)) t_1 = fma(abs(x), 0.3275911, 1.0) return Float64(1.0 - Float64(Float64(exp(Float64(log1p(t_0) * -1.0)) * Float64(0.254829592 + Float64(Float64(1.0 / Float64(1.0 + t_0)) * Float64(-0.284496736 + Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_1) - 1.453152027) / t_1) - -1.421413741) / Float64(1.0 - Float64(0.10731592879921 * Float64(x * x)))) * Float64(1.0 - Float64(abs(x) * 0.3275911))))))) * exp(Float64(-Float64(abs(x) * abs(x)))))) end
code[x_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, N[(1.0 - N[(N[(N[Exp[N[(N[Log[1 + t$95$0], $MachinePrecision] * -1.0), $MachinePrecision]], $MachinePrecision] * N[(0.254829592 + N[(N[(1.0 / N[(1.0 + t$95$0), $MachinePrecision]), $MachinePrecision] * N[(-0.284496736 + N[(N[(N[(N[(N[(N[(1.061405429 / t$95$1), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$1), $MachinePrecision] - -1.421413741), $MachinePrecision] / N[(1.0 - N[(0.10731592879921 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(1.0 - N[(N[Abs[x], $MachinePrecision] * 0.3275911), $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 := 0.3275911 \cdot \left|x\right|\\
t_1 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
1 - \left(e^{\mathsf{log1p}\left(t\_0\right) \cdot -1} \cdot \left(0.254829592 + \frac{1}{1 + t\_0} \cdot \left(-0.284496736 + \frac{\frac{\frac{1.061405429}{t\_1} - 1.453152027}{t\_1} - -1.421413741}{1 - 0.10731592879921 \cdot \left(x \cdot x\right)} \cdot \left(1 - \left|x\right| \cdot 0.3275911\right)\right)\right)\right) \cdot e^{-\left|x\right| \cdot \left|x\right|}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.2%
lift-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
inv-powN/A
pow-to-expN/A
lower-exp.f64N/A
lower-*.f64N/A
lower-log1p.f64N/A
lift-fabs.f64N/A
lift-*.f6479.3
Applied rewrites79.3%
(FPCore (x)
:precision binary64
(let* ((t_0 (* 0.3275911 (fabs x))) (t_1 (fma (fabs x) 0.3275911 1.0)))
(-
1.0
(/
(/
(+
(/
(+
(/ (- (/ (- (/ 1.061405429 t_1) 1.453152027) t_1) -1.421413741) t_1)
-0.284496736)
t_1)
0.254829592)
(/ (- (* t_0 t_0) 1.0) (- t_0 1.0)))
(pow (exp x) x)))))
double code(double x) {
double t_0 = 0.3275911 * fabs(x);
double t_1 = fma(fabs(x), 0.3275911, 1.0);
return 1.0 - ((((((((((1.061405429 / t_1) - 1.453152027) / t_1) - -1.421413741) / t_1) + -0.284496736) / t_1) + 0.254829592) / (((t_0 * t_0) - 1.0) / (t_0 - 1.0))) / pow(exp(x), x));
}
function code(x) t_0 = Float64(0.3275911 * abs(x)) t_1 = fma(abs(x), 0.3275911, 1.0) return Float64(1.0 - Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_1) - 1.453152027) / t_1) - -1.421413741) / t_1) + -0.284496736) / t_1) + 0.254829592) / Float64(Float64(Float64(t_0 * t_0) - 1.0) / Float64(t_0 - 1.0))) / (exp(x) ^ x))) end
code[x_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, N[(1.0 - N[(N[(N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$1), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$1), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$1), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$1), $MachinePrecision] + 0.254829592), $MachinePrecision] / N[(N[(N[(t$95$0 * t$95$0), $MachinePrecision] - 1.0), $MachinePrecision] / N[(t$95$0 - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 0.3275911 \cdot \left|x\right|\\
t_1 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
1 - \frac{\frac{\frac{\frac{\frac{\frac{1.061405429}{t\_1} - 1.453152027}{t\_1} - -1.421413741}{t\_1} + -0.284496736}{t\_1} + 0.254829592}{\frac{t\_0 \cdot t\_0 - 1}{t\_0 - 1}}}{{\left(e^{x}\right)}^{x}}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.2%
lift-fma.f64N/A
lift-*.f64N/A
flip-+N/A
lower-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-fabs.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-fabs.f64N/A
metadata-evalN/A
lower--.f64N/A
lower-*.f64N/A
lift-fabs.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-fabs.f64N/A
Applied rewrites79.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (fma (fabs x) 0.3275911 1.0)))
(-
1.0
(/
(/
(+
(/
(+
(/ (- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741) t_0)
-0.284496736)
t_0)
0.254829592)
t_0)
(pow (exp x) x)))))
double code(double x) {
double t_0 = fma(fabs(x), 0.3275911, 1.0);
return 1.0 - ((((((((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) / t_0) / pow(exp(x), x));
}
function code(x) t_0 = fma(abs(x), 0.3275911, 1.0) return Float64(1.0 - Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) / t_0) / (exp(x) ^ x))) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, N[(1.0 - N[(N[(N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$0), $MachinePrecision] + 0.254829592), $MachinePrecision] / t$95$0), $MachinePrecision] / N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
1 - \frac{\frac{\frac{\frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0} + -0.284496736}{t\_0} + 0.254829592}{t\_0}}{{\left(e^{x}\right)}^{x}}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (fma (fabs x) 0.3275911 1.0)))
(-
1.0
(/
(/
(+
(/
(+
(/ (- (/ (- (/ 1.061405429 t_0) 1.453152027) t_0) -1.421413741) t_0)
-0.284496736)
t_0)
0.254829592)
t_0)
1.0))))
double code(double x) {
double t_0 = fma(fabs(x), 0.3275911, 1.0);
return 1.0 - ((((((((((1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) / t_0) / 1.0);
}
function code(x) t_0 = fma(abs(x), 0.3275911, 1.0) return Float64(1.0 - Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.061405429 / t_0) - 1.453152027) / t_0) - -1.421413741) / t_0) + -0.284496736) / t_0) + 0.254829592) / t_0) / 1.0)) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]}, N[(1.0 - N[(N[(N[(N[(N[(N[(N[(N[(N[(N[(1.061405429 / t$95$0), $MachinePrecision] - 1.453152027), $MachinePrecision] / t$95$0), $MachinePrecision] - -1.421413741), $MachinePrecision] / t$95$0), $MachinePrecision] + -0.284496736), $MachinePrecision] / t$95$0), $MachinePrecision] + 0.254829592), $MachinePrecision] / t$95$0), $MachinePrecision] / 1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)\\
1 - \frac{\frac{\frac{\frac{\frac{\frac{1.061405429}{t\_0} - 1.453152027}{t\_0} - -1.421413741}{t\_0} + -0.284496736}{t\_0} + 0.254829592}{t\_0}}{1}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.2%
Taylor expanded in x around 0
Applied rewrites77.6%
(FPCore (x) :precision binary64 (let* ((t_0 (fma 0.3275911 (fabs x) 1.0))) (- 1.0 (/ (* (- 0.254829592 (/ 0.284496736 t_0)) (exp (* (- x) x))) t_0))))
double code(double x) {
double t_0 = fma(0.3275911, fabs(x), 1.0);
return 1.0 - (((0.254829592 - (0.284496736 / t_0)) * exp((-x * x))) / t_0);
}
function code(x) t_0 = fma(0.3275911, abs(x), 1.0) return Float64(1.0 - Float64(Float64(Float64(0.254829592 - Float64(0.284496736 / t_0)) * exp(Float64(Float64(-x) * x))) / t_0)) end
code[x_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x], $MachinePrecision] + 1.0), $MachinePrecision]}, N[(1.0 - N[(N[(N[(0.254829592 - N[(0.284496736 / t$95$0), $MachinePrecision]), $MachinePrecision] * N[Exp[N[((-x) * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.3275911, \left|x\right|, 1\right)\\
1 - \frac{\left(0.254829592 - \frac{0.284496736}{t\_0}\right) \cdot e^{\left(-x\right) \cdot x}}{t\_0}
\end{array}
\end{array}
Initial program 79.2%
Applied rewrites79.2%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites55.7%
(FPCore (x) :precision binary64 (- 1.0 (/ (- 0.254829592 (/ 0.284496736 (fma (fabs x) 0.3275911 1.0))) (fma 0.3275911 (fabs x) 1.0))))
double code(double x) {
return 1.0 - ((0.254829592 - (0.284496736 / fma(fabs(x), 0.3275911, 1.0))) / fma(0.3275911, fabs(x), 1.0));
}
function code(x) return Float64(1.0 - Float64(Float64(0.254829592 - Float64(0.284496736 / fma(abs(x), 0.3275911, 1.0))) / fma(0.3275911, abs(x), 1.0))) end
code[x_] := N[(1.0 - N[(N[(0.254829592 - N[(0.284496736 / N[(N[Abs[x], $MachinePrecision] * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * N[Abs[x], $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
1 - \frac{0.254829592 - \frac{0.284496736}{\mathsf{fma}\left(\left|x\right|, 0.3275911, 1\right)}}{\mathsf{fma}\left(0.3275911, \left|x\right|, 1\right)}
\end{array}
Initial program 79.2%
Applied rewrites79.2%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites55.7%
Taylor expanded in x around 0
lower--.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
*-commutativeN/A
lift-fma.f6454.7
Applied rewrites54.7%
herbie shell --seed 2025101
(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)))))))