
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) (* x x)))
(t_1 (* t_0 (* x x)))
(t_2 (* t_1 (* x x)))
(t_3 (* t_2 (* x x))))
(*
(/
(+
(+
(+
(+ (+ 1.0 (* 0.1049934947 (* x x))) (* 0.0424060604 t_0))
(* 0.0072644182 t_1))
(* 0.0005064034 t_2))
(* 0.0001789971 t_3))
(+
(+
(+
(+
(+ (+ 1.0 (* 0.7715471019 (* x x))) (* 0.2909738639 t_0))
(* 0.0694555761 t_1))
(* 0.0140005442 t_2))
(* 0.0008327945 t_3))
(* (* 2.0 0.0001789971) (* t_3 (* x x)))))
x)))
double code(double x) {
double t_0 = (x * x) * (x * x);
double t_1 = t_0 * (x * x);
double t_2 = t_1 * (x * x);
double t_3 = t_2 * (x * x);
return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * 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
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
t_0 = (x * x) * (x * x)
t_1 = t_0 * (x * x)
t_2 = t_1 * (x * x)
t_3 = t_2 * (x * x)
code = ((((((1.0d0 + (0.1049934947d0 * (x * x))) + (0.0424060604d0 * t_0)) + (0.0072644182d0 * t_1)) + (0.0005064034d0 * t_2)) + (0.0001789971d0 * t_3)) / ((((((1.0d0 + (0.7715471019d0 * (x * x))) + (0.2909738639d0 * t_0)) + (0.0694555761d0 * t_1)) + (0.0140005442d0 * t_2)) + (0.0008327945d0 * t_3)) + ((2.0d0 * 0.0001789971d0) * (t_3 * (x * x))))) * x
end function
public static double code(double x) {
double t_0 = (x * x) * (x * x);
double t_1 = t_0 * (x * x);
double t_2 = t_1 * (x * x);
double t_3 = t_2 * (x * x);
return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x;
}
def code(x): t_0 = (x * x) * (x * x) t_1 = t_0 * (x * x) t_2 = t_1 * (x * x) t_3 = t_2 * (x * x) return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x
function code(x) t_0 = Float64(Float64(x * x) * Float64(x * x)) t_1 = Float64(t_0 * Float64(x * x)) t_2 = Float64(t_1 * Float64(x * x)) t_3 = Float64(t_2 * Float64(x * x)) return Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.1049934947 * Float64(x * x))) + Float64(0.0424060604 * t_0)) + Float64(0.0072644182 * t_1)) + Float64(0.0005064034 * t_2)) + Float64(0.0001789971 * t_3)) / Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.7715471019 * Float64(x * x))) + Float64(0.2909738639 * t_0)) + Float64(0.0694555761 * t_1)) + Float64(0.0140005442 * t_2)) + Float64(0.0008327945 * t_3)) + Float64(Float64(2.0 * 0.0001789971) * Float64(t_3 * Float64(x * x))))) * x) end
function tmp = code(x) t_0 = (x * x) * (x * x); t_1 = t_0 * (x * x); t_2 = t_1 * (x * x); t_3 = t_2 * (x * x); tmp = ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x; end
code[x_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[(N[(N[(1.0 + N[(0.1049934947 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.0424060604 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0072644182 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0005064034 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0001789971 * t$95$3), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(N[(N[(1.0 + N[(0.7715471019 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.2909738639 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0694555761 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0140005442 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0008327945 * t$95$3), $MachinePrecision]), $MachinePrecision] + N[(N[(2.0 * 0.0001789971), $MachinePrecision] * N[(t$95$3 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
t_1 := t\_0 \cdot \left(x \cdot x\right)\\
t_2 := t\_1 \cdot \left(x \cdot x\right)\\
t_3 := t\_2 \cdot \left(x \cdot x\right)\\
\frac{\left(\left(\left(\left(1 + 0.1049934947 \cdot \left(x \cdot x\right)\right) + 0.0424060604 \cdot t\_0\right) + 0.0072644182 \cdot t\_1\right) + 0.0005064034 \cdot t\_2\right) + 0.0001789971 \cdot t\_3}{\left(\left(\left(\left(\left(1 + 0.7715471019 \cdot \left(x \cdot x\right)\right) + 0.2909738639 \cdot t\_0\right) + 0.0694555761 \cdot t\_1\right) + 0.0140005442 \cdot t\_2\right) + 0.0008327945 \cdot t\_3\right) + \left(2 \cdot 0.0001789971\right) \cdot \left(t\_3 \cdot \left(x \cdot x\right)\right)} \cdot x
\end{array}
\end{array}
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) (* x x)))
(t_1 (* t_0 (* x x)))
(t_2 (* t_1 (* x x)))
(t_3 (* t_2 (* x x))))
(*
(/
(+
(+
(+
(+ (+ 1.0 (* 0.1049934947 (* x x))) (* 0.0424060604 t_0))
(* 0.0072644182 t_1))
(* 0.0005064034 t_2))
(* 0.0001789971 t_3))
(+
(+
(+
(+
(+ (+ 1.0 (* 0.7715471019 (* x x))) (* 0.2909738639 t_0))
(* 0.0694555761 t_1))
(* 0.0140005442 t_2))
(* 0.0008327945 t_3))
(* (* 2.0 0.0001789971) (* t_3 (* x x)))))
x)))
double code(double x) {
double t_0 = (x * x) * (x * x);
double t_1 = t_0 * (x * x);
double t_2 = t_1 * (x * x);
double t_3 = t_2 * (x * x);
return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * 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
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
t_0 = (x * x) * (x * x)
t_1 = t_0 * (x * x)
t_2 = t_1 * (x * x)
t_3 = t_2 * (x * x)
code = ((((((1.0d0 + (0.1049934947d0 * (x * x))) + (0.0424060604d0 * t_0)) + (0.0072644182d0 * t_1)) + (0.0005064034d0 * t_2)) + (0.0001789971d0 * t_3)) / ((((((1.0d0 + (0.7715471019d0 * (x * x))) + (0.2909738639d0 * t_0)) + (0.0694555761d0 * t_1)) + (0.0140005442d0 * t_2)) + (0.0008327945d0 * t_3)) + ((2.0d0 * 0.0001789971d0) * (t_3 * (x * x))))) * x
end function
public static double code(double x) {
double t_0 = (x * x) * (x * x);
double t_1 = t_0 * (x * x);
double t_2 = t_1 * (x * x);
double t_3 = t_2 * (x * x);
return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x;
}
def code(x): t_0 = (x * x) * (x * x) t_1 = t_0 * (x * x) t_2 = t_1 * (x * x) t_3 = t_2 * (x * x) return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x
function code(x) t_0 = Float64(Float64(x * x) * Float64(x * x)) t_1 = Float64(t_0 * Float64(x * x)) t_2 = Float64(t_1 * Float64(x * x)) t_3 = Float64(t_2 * Float64(x * x)) return Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.1049934947 * Float64(x * x))) + Float64(0.0424060604 * t_0)) + Float64(0.0072644182 * t_1)) + Float64(0.0005064034 * t_2)) + Float64(0.0001789971 * t_3)) / Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.7715471019 * Float64(x * x))) + Float64(0.2909738639 * t_0)) + Float64(0.0694555761 * t_1)) + Float64(0.0140005442 * t_2)) + Float64(0.0008327945 * t_3)) + Float64(Float64(2.0 * 0.0001789971) * Float64(t_3 * Float64(x * x))))) * x) end
function tmp = code(x) t_0 = (x * x) * (x * x); t_1 = t_0 * (x * x); t_2 = t_1 * (x * x); t_3 = t_2 * (x * x); tmp = ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x; end
code[x_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[(N[(N[(1.0 + N[(0.1049934947 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.0424060604 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0072644182 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0005064034 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0001789971 * t$95$3), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(N[(N[(1.0 + N[(0.7715471019 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.2909738639 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0694555761 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0140005442 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0008327945 * t$95$3), $MachinePrecision]), $MachinePrecision] + N[(N[(2.0 * 0.0001789971), $MachinePrecision] * N[(t$95$3 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
t_1 := t\_0 \cdot \left(x \cdot x\right)\\
t_2 := t\_1 \cdot \left(x \cdot x\right)\\
t_3 := t\_2 \cdot \left(x \cdot x\right)\\
\frac{\left(\left(\left(\left(1 + 0.1049934947 \cdot \left(x \cdot x\right)\right) + 0.0424060604 \cdot t\_0\right) + 0.0072644182 \cdot t\_1\right) + 0.0005064034 \cdot t\_2\right) + 0.0001789971 \cdot t\_3}{\left(\left(\left(\left(\left(1 + 0.7715471019 \cdot \left(x \cdot x\right)\right) + 0.2909738639 \cdot t\_0\right) + 0.0694555761 \cdot t\_1\right) + 0.0140005442 \cdot t\_2\right) + 0.0008327945 \cdot t\_3\right) + \left(2 \cdot 0.0001789971\right) \cdot \left(t\_3 \cdot \left(x \cdot x\right)\right)} \cdot x
\end{array}
\end{array}
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(let* ((t_0 (* (* x_m x_m) (* x_m x_m)))
(t_1 (* t_0 (* x_m x_m)))
(t_2 (* t_1 (* x_m x_m)))
(t_3 (* t_2 (* x_m x_m))))
(*
x_s
(if (<= x_m 2000000.0)
(*
(/
(+
(+
(+
(+ (+ 1.0 (* 0.1049934947 (* x_m x_m))) (* 0.0424060604 t_0))
(* 0.0072644182 t_1))
(* 0.0005064034 t_2))
(* 0.0001789971 t_3))
(+
(+
(+
(fma
(fma
(fma (* x_m x_m) 0.0694555761 0.2909738639)
(* x_m x_m)
0.7715471019)
(* x_m x_m)
1.0)
(* 0.0140005442 t_2))
(* 0.0008327945 t_3))
(* (* 2.0 0.0001789971) (* t_3 (* x_m x_m)))))
x_m)
(/ (fma (pow x_m -2.0) 0.2514179000665374 0.5) x_m)))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double t_0 = (x_m * x_m) * (x_m * x_m);
double t_1 = t_0 * (x_m * x_m);
double t_2 = t_1 * (x_m * x_m);
double t_3 = t_2 * (x_m * x_m);
double tmp;
if (x_m <= 2000000.0) {
tmp = ((((((1.0 + (0.1049934947 * (x_m * x_m))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / (((fma(fma(fma((x_m * x_m), 0.0694555761, 0.2909738639), (x_m * x_m), 0.7715471019), (x_m * x_m), 1.0) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x_m * x_m))))) * x_m;
} else {
tmp = fma(pow(x_m, -2.0), 0.2514179000665374, 0.5) / x_m;
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) t_0 = Float64(Float64(x_m * x_m) * Float64(x_m * x_m)) t_1 = Float64(t_0 * Float64(x_m * x_m)) t_2 = Float64(t_1 * Float64(x_m * x_m)) t_3 = Float64(t_2 * Float64(x_m * x_m)) tmp = 0.0 if (x_m <= 2000000.0) tmp = Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.1049934947 * Float64(x_m * x_m))) + Float64(0.0424060604 * t_0)) + Float64(0.0072644182 * t_1)) + Float64(0.0005064034 * t_2)) + Float64(0.0001789971 * t_3)) / Float64(Float64(Float64(fma(fma(fma(Float64(x_m * x_m), 0.0694555761, 0.2909738639), Float64(x_m * x_m), 0.7715471019), Float64(x_m * x_m), 1.0) + Float64(0.0140005442 * t_2)) + Float64(0.0008327945 * t_3)) + Float64(Float64(2.0 * 0.0001789971) * Float64(t_3 * Float64(x_m * x_m))))) * x_m); else tmp = Float64(fma((x_m ^ -2.0), 0.2514179000665374, 0.5) / x_m); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := Block[{t$95$0 = N[(N[(x$95$m * x$95$m), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]}, N[(x$95$s * If[LessEqual[x$95$m, 2000000.0], N[(N[(N[(N[(N[(N[(N[(1.0 + N[(0.1049934947 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.0424060604 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0072644182 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0005064034 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0001789971 * t$95$3), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.0694555761 + 0.2909738639), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.7715471019), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision] + N[(0.0140005442 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0008327945 * t$95$3), $MachinePrecision]), $MachinePrecision] + N[(N[(2.0 * 0.0001789971), $MachinePrecision] * N[(t$95$3 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], N[(N[(N[Power[x$95$m, -2.0], $MachinePrecision] * 0.2514179000665374 + 0.5), $MachinePrecision] / x$95$m), $MachinePrecision]]), $MachinePrecision]]]]]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
\begin{array}{l}
t_0 := \left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right)\\
t_1 := t\_0 \cdot \left(x\_m \cdot x\_m\right)\\
t_2 := t\_1 \cdot \left(x\_m \cdot x\_m\right)\\
t_3 := t\_2 \cdot \left(x\_m \cdot x\_m\right)\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 2000000:\\
\;\;\;\;\frac{\left(\left(\left(\left(1 + 0.1049934947 \cdot \left(x\_m \cdot x\_m\right)\right) + 0.0424060604 \cdot t\_0\right) + 0.0072644182 \cdot t\_1\right) + 0.0005064034 \cdot t\_2\right) + 0.0001789971 \cdot t\_3}{\left(\left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.0694555761, 0.2909738639\right), x\_m \cdot x\_m, 0.7715471019\right), x\_m \cdot x\_m, 1\right) + 0.0140005442 \cdot t\_2\right) + 0.0008327945 \cdot t\_3\right) + \left(2 \cdot 0.0001789971\right) \cdot \left(t\_3 \cdot \left(x\_m \cdot x\_m\right)\right)} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left({x\_m}^{-2}, 0.2514179000665374, 0.5\right)}{x\_m}\\
\end{array}
\end{array}
\end{array}
if x < 2e6Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f64100.0
Applied rewrites100.0%
if 2e6 < x Initial program 6.7%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites100.0%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 1.45)
(*
(/
(+
(fma (pow x_m 4.0) 0.0424060604 (fma (* x_m x_m) 0.1049934947 1.0))
(*
0.0001789971
(*
(* (* (* (* x_m x_m) (* x_m x_m)) (* x_m x_m)) (* x_m x_m))
(* x_m x_m))))
(fma
(fma
(fma (* x_m x_m) 0.0694555761 0.2909738639)
(* x_m x_m)
0.7715471019)
(* x_m x_m)
1.0))
x_m)
(-
(/
(-
(-
(/
(fma 0.15298196345929074 (pow x_m -2.0) 0.2514179000665374)
(* x_m x_m)))
0.5)
x_m)))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 1.45) {
tmp = ((fma(pow(x_m, 4.0), 0.0424060604, fma((x_m * x_m), 0.1049934947, 1.0)) + (0.0001789971 * (((((x_m * x_m) * (x_m * x_m)) * (x_m * x_m)) * (x_m * x_m)) * (x_m * x_m)))) / fma(fma(fma((x_m * x_m), 0.0694555761, 0.2909738639), (x_m * x_m), 0.7715471019), (x_m * x_m), 1.0)) * x_m;
} else {
tmp = -((-(fma(0.15298196345929074, pow(x_m, -2.0), 0.2514179000665374) / (x_m * x_m)) - 0.5) / x_m);
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 1.45) tmp = Float64(Float64(Float64(fma((x_m ^ 4.0), 0.0424060604, fma(Float64(x_m * x_m), 0.1049934947, 1.0)) + Float64(0.0001789971 * Float64(Float64(Float64(Float64(Float64(x_m * x_m) * Float64(x_m * x_m)) * Float64(x_m * x_m)) * Float64(x_m * x_m)) * Float64(x_m * x_m)))) / fma(fma(fma(Float64(x_m * x_m), 0.0694555761, 0.2909738639), Float64(x_m * x_m), 0.7715471019), Float64(x_m * x_m), 1.0)) * x_m); else tmp = Float64(-Float64(Float64(Float64(-Float64(fma(0.15298196345929074, (x_m ^ -2.0), 0.2514179000665374) / Float64(x_m * x_m))) - 0.5) / x_m)); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 1.45], N[(N[(N[(N[(N[Power[x$95$m, 4.0], $MachinePrecision] * 0.0424060604 + N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.1049934947 + 1.0), $MachinePrecision]), $MachinePrecision] + N[(0.0001789971 * N[(N[(N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.0694555761 + 0.2909738639), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.7715471019), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], (-N[(N[((-N[(N[(0.15298196345929074 * N[Power[x$95$m, -2.0], $MachinePrecision] + 0.2514179000665374), $MachinePrecision] / N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]) - 0.5), $MachinePrecision] / x$95$m), $MachinePrecision])]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 1.45:\\
\;\;\;\;\frac{\mathsf{fma}\left({x\_m}^{4}, 0.0424060604, \mathsf{fma}\left(x\_m \cdot x\_m, 0.1049934947, 1\right)\right) + 0.0001789971 \cdot \left(\left(\left(\left(\left(x\_m \cdot x\_m\right) \cdot \left(x\_m \cdot x\_m\right)\right) \cdot \left(x\_m \cdot x\_m\right)\right) \cdot \left(x\_m \cdot x\_m\right)\right) \cdot \left(x\_m \cdot x\_m\right)\right)}{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.0694555761, 0.2909738639\right), x\_m \cdot x\_m, 0.7715471019\right), x\_m \cdot x\_m, 1\right)} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;-\frac{\left(-\frac{\mathsf{fma}\left(0.15298196345929074, {x\_m}^{-2}, 0.2514179000665374\right)}{x\_m \cdot x\_m}\right) - 0.5}{x\_m}\\
\end{array}
\end{array}
if x < 1.44999999999999996Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.8%
Taylor expanded in x around 0
pow2N/A
distribute-rgt-inN/A
pow2N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-+l+N/A
+-commutativeN/A
Applied rewrites99.7%
if 1.44999999999999996 < x Initial program 8.5%
Taylor expanded in x around -inf
Applied rewrites99.6%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 1.95)
(*
(/
(fma (pow x_m 4.0) 0.0424060604 (fma (* x_m x_m) 0.1049934947 1.0))
(fma
(fma
(fma (* x_m x_m) 0.0694555761 0.2909738639)
(* x_m x_m)
0.7715471019)
(* x_m x_m)
1.0))
x_m)
(-
(/
(-
(-
(/
(fma 0.15298196345929074 (pow x_m -2.0) 0.2514179000665374)
(* x_m x_m)))
0.5)
x_m)))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 1.95) {
tmp = (fma(pow(x_m, 4.0), 0.0424060604, fma((x_m * x_m), 0.1049934947, 1.0)) / fma(fma(fma((x_m * x_m), 0.0694555761, 0.2909738639), (x_m * x_m), 0.7715471019), (x_m * x_m), 1.0)) * x_m;
} else {
tmp = -((-(fma(0.15298196345929074, pow(x_m, -2.0), 0.2514179000665374) / (x_m * x_m)) - 0.5) / x_m);
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 1.95) tmp = Float64(Float64(fma((x_m ^ 4.0), 0.0424060604, fma(Float64(x_m * x_m), 0.1049934947, 1.0)) / fma(fma(fma(Float64(x_m * x_m), 0.0694555761, 0.2909738639), Float64(x_m * x_m), 0.7715471019), Float64(x_m * x_m), 1.0)) * x_m); else tmp = Float64(-Float64(Float64(Float64(-Float64(fma(0.15298196345929074, (x_m ^ -2.0), 0.2514179000665374) / Float64(x_m * x_m))) - 0.5) / x_m)); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 1.95], N[(N[(N[(N[Power[x$95$m, 4.0], $MachinePrecision] * 0.0424060604 + N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.1049934947 + 1.0), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.0694555761 + 0.2909738639), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.7715471019), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], (-N[(N[((-N[(N[(0.15298196345929074 * N[Power[x$95$m, -2.0], $MachinePrecision] + 0.2514179000665374), $MachinePrecision] / N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]) - 0.5), $MachinePrecision] / x$95$m), $MachinePrecision])]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 1.95:\\
\;\;\;\;\frac{\mathsf{fma}\left({x\_m}^{4}, 0.0424060604, \mathsf{fma}\left(x\_m \cdot x\_m, 0.1049934947, 1\right)\right)}{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.0694555761, 0.2909738639\right), x\_m \cdot x\_m, 0.7715471019\right), x\_m \cdot x\_m, 1\right)} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;-\frac{\left(-\frac{\mathsf{fma}\left(0.15298196345929074, {x\_m}^{-2}, 0.2514179000665374\right)}{x\_m \cdot x\_m}\right) - 0.5}{x\_m}\\
\end{array}
\end{array}
if x < 1.94999999999999996Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.7%
Taylor expanded in x around 0
pow2N/A
distribute-rgt-inN/A
pow2N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-+l+N/A
Applied rewrites99.6%
if 1.94999999999999996 < x Initial program 8.4%
Taylor expanded in x around -inf
Applied rewrites99.7%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 1.4)
(*
(/
(fma
(fma
(fma 0.0072644182 (* x_m x_m) 0.0424060604)
(* x_m x_m)
0.1049934947)
(* x_m x_m)
1.0)
(fma
(fma
(fma (* x_m x_m) 0.0694555761 0.2909738639)
(* x_m x_m)
0.7715471019)
(* x_m x_m)
1.0))
x_m)
(-
(/
(-
(-
(/
(fma 0.15298196345929074 (pow x_m -2.0) 0.2514179000665374)
(* x_m x_m)))
0.5)
x_m)))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 1.4) {
tmp = (fma(fma(fma(0.0072644182, (x_m * x_m), 0.0424060604), (x_m * x_m), 0.1049934947), (x_m * x_m), 1.0) / fma(fma(fma((x_m * x_m), 0.0694555761, 0.2909738639), (x_m * x_m), 0.7715471019), (x_m * x_m), 1.0)) * x_m;
} else {
tmp = -((-(fma(0.15298196345929074, pow(x_m, -2.0), 0.2514179000665374) / (x_m * x_m)) - 0.5) / x_m);
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 1.4) tmp = Float64(Float64(fma(fma(fma(0.0072644182, Float64(x_m * x_m), 0.0424060604), Float64(x_m * x_m), 0.1049934947), Float64(x_m * x_m), 1.0) / fma(fma(fma(Float64(x_m * x_m), 0.0694555761, 0.2909738639), Float64(x_m * x_m), 0.7715471019), Float64(x_m * x_m), 1.0)) * x_m); else tmp = Float64(-Float64(Float64(Float64(-Float64(fma(0.15298196345929074, (x_m ^ -2.0), 0.2514179000665374) / Float64(x_m * x_m))) - 0.5) / x_m)); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 1.4], N[(N[(N[(N[(N[(0.0072644182 * N[(x$95$m * x$95$m), $MachinePrecision] + 0.0424060604), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.1049934947), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision] / N[(N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.0694555761 + 0.2909738639), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.7715471019), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], (-N[(N[((-N[(N[(0.15298196345929074 * N[Power[x$95$m, -2.0], $MachinePrecision] + 0.2514179000665374), $MachinePrecision] / N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]) - 0.5), $MachinePrecision] / x$95$m), $MachinePrecision])]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 1.4:\\
\;\;\;\;\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.0072644182, x\_m \cdot x\_m, 0.0424060604\right), x\_m \cdot x\_m, 0.1049934947\right), x\_m \cdot x\_m, 1\right)}{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.0694555761, 0.2909738639\right), x\_m \cdot x\_m, 0.7715471019\right), x\_m \cdot x\_m, 1\right)} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;-\frac{\left(-\frac{\mathsf{fma}\left(0.15298196345929074, {x\_m}^{-2}, 0.2514179000665374\right)}{x\_m \cdot x\_m}\right) - 0.5}{x\_m}\\
\end{array}
\end{array}
if x < 1.3999999999999999Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.8%
Taylor expanded in x around 0
+-commutativeN/A
pow2N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.8%
if 1.3999999999999999 < x Initial program 8.5%
Taylor expanded in x around -inf
Applied rewrites99.6%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 1.3)
(*
(/
(fma
(fma
(fma 0.0072644182 (* x_m x_m) 0.0424060604)
(* x_m x_m)
0.1049934947)
(* x_m x_m)
1.0)
(fma
(fma
(fma (* x_m x_m) 0.0694555761 0.2909738639)
(* x_m x_m)
0.7715471019)
(* x_m x_m)
1.0))
x_m)
(/ (fma (pow x_m -2.0) 0.2514179000665374 0.5) x_m))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 1.3) {
tmp = (fma(fma(fma(0.0072644182, (x_m * x_m), 0.0424060604), (x_m * x_m), 0.1049934947), (x_m * x_m), 1.0) / fma(fma(fma((x_m * x_m), 0.0694555761, 0.2909738639), (x_m * x_m), 0.7715471019), (x_m * x_m), 1.0)) * x_m;
} else {
tmp = fma(pow(x_m, -2.0), 0.2514179000665374, 0.5) / x_m;
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 1.3) tmp = Float64(Float64(fma(fma(fma(0.0072644182, Float64(x_m * x_m), 0.0424060604), Float64(x_m * x_m), 0.1049934947), Float64(x_m * x_m), 1.0) / fma(fma(fma(Float64(x_m * x_m), 0.0694555761, 0.2909738639), Float64(x_m * x_m), 0.7715471019), Float64(x_m * x_m), 1.0)) * x_m); else tmp = Float64(fma((x_m ^ -2.0), 0.2514179000665374, 0.5) / x_m); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 1.3], N[(N[(N[(N[(N[(0.0072644182 * N[(x$95$m * x$95$m), $MachinePrecision] + 0.0424060604), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.1049934947), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision] / N[(N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.0694555761 + 0.2909738639), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.7715471019), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], N[(N[(N[Power[x$95$m, -2.0], $MachinePrecision] * 0.2514179000665374 + 0.5), $MachinePrecision] / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 1.3:\\
\;\;\;\;\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.0072644182, x\_m \cdot x\_m, 0.0424060604\right), x\_m \cdot x\_m, 0.1049934947\right), x\_m \cdot x\_m, 1\right)}{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.0694555761, 0.2909738639\right), x\_m \cdot x\_m, 0.7715471019\right), x\_m \cdot x\_m, 1\right)} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left({x\_m}^{-2}, 0.2514179000665374, 0.5\right)}{x\_m}\\
\end{array}
\end{array}
if x < 1.30000000000000004Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.8%
Taylor expanded in x around 0
+-commutativeN/A
pow2N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.8%
if 1.30000000000000004 < x Initial program 8.5%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites99.5%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 1.85)
(*
(/
(fma
(fma
(fma 0.0072644182 (* x_m x_m) 0.0424060604)
(* x_m x_m)
0.1049934947)
(* x_m x_m)
1.0)
(fma
(fma
(fma (* x_m x_m) 0.0694555761 0.2909738639)
(* x_m x_m)
0.7715471019)
(* x_m x_m)
1.0))
x_m)
(/ 0.5 x_m))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 1.85) {
tmp = (fma(fma(fma(0.0072644182, (x_m * x_m), 0.0424060604), (x_m * x_m), 0.1049934947), (x_m * x_m), 1.0) / fma(fma(fma((x_m * x_m), 0.0694555761, 0.2909738639), (x_m * x_m), 0.7715471019), (x_m * x_m), 1.0)) * x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 1.85) tmp = Float64(Float64(fma(fma(fma(0.0072644182, Float64(x_m * x_m), 0.0424060604), Float64(x_m * x_m), 0.1049934947), Float64(x_m * x_m), 1.0) / fma(fma(fma(Float64(x_m * x_m), 0.0694555761, 0.2909738639), Float64(x_m * x_m), 0.7715471019), Float64(x_m * x_m), 1.0)) * x_m); else tmp = Float64(0.5 / x_m); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 1.85], N[(N[(N[(N[(N[(0.0072644182 * N[(x$95$m * x$95$m), $MachinePrecision] + 0.0424060604), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.1049934947), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision] / N[(N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.0694555761 + 0.2909738639), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 0.7715471019), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], N[(0.5 / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 1.85:\\
\;\;\;\;\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.0072644182, x\_m \cdot x\_m, 0.0424060604\right), x\_m \cdot x\_m, 0.1049934947\right), x\_m \cdot x\_m, 1\right)}{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(x\_m \cdot x\_m, 0.0694555761, 0.2909738639\right), x\_m \cdot x\_m, 0.7715471019\right), x\_m \cdot x\_m, 1\right)} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 1.8500000000000001Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.7%
Taylor expanded in x around 0
+-commutativeN/A
pow2N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.7%
if 1.8500000000000001 < x Initial program 8.5%
Taylor expanded in x around inf
lower-/.f6499.1
Applied rewrites99.1%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 1.25)
(*
(fma
(*
(fma
(fma -0.0732490286039007 (* x_m x_m) 0.265709700396151)
(* x_m x_m)
-0.6665536072)
x_m)
x_m
1.0)
x_m)
(/ 0.5 x_m))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 1.25) {
tmp = fma((fma(fma(-0.0732490286039007, (x_m * x_m), 0.265709700396151), (x_m * x_m), -0.6665536072) * x_m), x_m, 1.0) * x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 1.25) tmp = Float64(fma(Float64(fma(fma(-0.0732490286039007, Float64(x_m * x_m), 0.265709700396151), Float64(x_m * x_m), -0.6665536072) * x_m), x_m, 1.0) * x_m); else tmp = Float64(0.5 / x_m); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 1.25], N[(N[(N[(N[(N[(-0.0732490286039007 * N[(x$95$m * x$95$m), $MachinePrecision] + 0.265709700396151), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + -0.6665536072), $MachinePrecision] * x$95$m), $MachinePrecision] * x$95$m + 1.0), $MachinePrecision] * x$95$m), $MachinePrecision], N[(0.5 / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 1.25:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0732490286039007, x\_m \cdot x\_m, 0.265709700396151\right), x\_m \cdot x\_m, -0.6665536072\right) \cdot x\_m, x\_m, 1\right) \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 1.25Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
Applied rewrites99.7%
Taylor expanded in x around 0
+-commutativeN/A
Applied rewrites99.8%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f6499.8
Applied rewrites99.8%
if 1.25 < x Initial program 8.5%
Taylor expanded in x around inf
lower-/.f6499.0
Applied rewrites99.0%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 0.88)
(*
(fma (- (* 0.265709700396151 (* x_m x_m)) 0.6665536072) (* x_m x_m) 1.0)
x_m)
(/ 0.5 x_m))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = fma(((0.265709700396151 * (x_m * x_m)) - 0.6665536072), (x_m * x_m), 1.0) * x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 0.88) tmp = Float64(fma(Float64(Float64(0.265709700396151 * Float64(x_m * x_m)) - 0.6665536072), Float64(x_m * x_m), 1.0) * x_m); else tmp = Float64(0.5 / x_m); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 0.88], N[(N[(N[(N[(0.265709700396151 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] - 0.6665536072), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision] * x$95$m), $MachinePrecision], N[(0.5 / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 0.88:\\
\;\;\;\;\mathsf{fma}\left(0.265709700396151 \cdot \left(x\_m \cdot x\_m\right) - 0.6665536072, x\_m \cdot x\_m, 1\right) \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
Applied rewrites99.8%
if 0.880000000000000004 < x Initial program 8.6%
Taylor expanded in x around inf
lower-/.f6499.0
Applied rewrites99.0%
x\_m = (fabs.f64 x) x\_s = (copysign.f64 #s(literal 1 binary64) x) (FPCore (x_s x_m) :precision binary64 (* x_s (if (<= x_m 0.78) (* (fma (* x_m x_m) -0.6665536072 1.0) x_m) (/ 0.5 x_m))))
x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.78) {
tmp = fma((x_m * x_m), -0.6665536072, 1.0) * x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 0.78) tmp = Float64(fma(Float64(x_m * x_m), -0.6665536072, 1.0) * x_m); else tmp = Float64(0.5 / x_m); end return Float64(x_s * tmp) end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 0.78], N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * -0.6665536072 + 1.0), $MachinePrecision] * x$95$m), $MachinePrecision], N[(0.5 / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 0.78:\\
\;\;\;\;\mathsf{fma}\left(x\_m \cdot x\_m, -0.6665536072, 1\right) \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.78000000000000003Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.6%
if 0.78000000000000003 < x Initial program 8.6%
Taylor expanded in x around inf
lower-/.f6499.0
Applied rewrites99.0%
x\_m = (fabs.f64 x) x\_s = (copysign.f64 #s(literal 1 binary64) x) (FPCore (x_s x_m) :precision binary64 (* x_s (if (<= x_m 0.7) x_m (/ 0.5 x_m))))
x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.7) {
tmp = x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = private
x\_s = 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_s, x_m)
use fmin_fmax_functions
real(8), intent (in) :: x_s
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.7d0) then
tmp = x_m
else
tmp = 0.5d0 / x_m
end if
code = x_s * tmp
end function
x\_m = Math.abs(x);
x\_s = Math.copySign(1.0, x);
public static double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.7) {
tmp = x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): tmp = 0 if x_m <= 0.7: tmp = x_m else: tmp = 0.5 / x_m return x_s * tmp
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 0.7) tmp = x_m; else tmp = Float64(0.5 / x_m); end return Float64(x_s * tmp) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp_2 = code(x_s, x_m) tmp = 0.0; if (x_m <= 0.7) tmp = x_m; else tmp = 0.5 / x_m; end tmp_2 = x_s * tmp; end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 0.7], x$95$m, N[(0.5 / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 0.7:\\
\;\;\;\;x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.69999999999999996Initial program 100.0%
Taylor expanded in x around 0
Applied rewrites98.9%
if 0.69999999999999996 < x Initial program 8.6%
Taylor expanded in x around inf
lower-/.f6499.0
Applied rewrites99.0%
x\_m = (fabs.f64 x) x\_s = (copysign.f64 #s(literal 1 binary64) x) (FPCore (x_s x_m) :precision binary64 (* x_s x_m))
x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
return x_s * x_m;
}
x\_m = private
x\_s = 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_s, x_m)
use fmin_fmax_functions
real(8), intent (in) :: x_s
real(8), intent (in) :: x_m
code = x_s * x_m
end function
x\_m = Math.abs(x);
x\_s = Math.copySign(1.0, x);
public static double code(double x_s, double x_m) {
return x_s * x_m;
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): return x_s * x_m
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) return Float64(x_s * x_m) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp = code(x_s, x_m) tmp = x_s * x_m; end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * x$95$m), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot x\_m
\end{array}
Initial program 54.7%
Taylor expanded in x around 0
Applied rewrites51.8%
herbie shell --seed 2025091
(FPCore (x)
:name "Jmat.Real.dawson"
:precision binary64
(* (/ (+ (+ (+ (+ (+ 1.0 (* 0.1049934947 (* x x))) (* 0.0424060604 (* (* x x) (* x x)))) (* 0.0072644182 (* (* (* x x) (* x x)) (* x x)))) (* 0.0005064034 (* (* (* (* x x) (* x x)) (* x x)) (* x x)))) (* 0.0001789971 (* (* (* (* (* x x) (* x x)) (* x x)) (* x x)) (* x x)))) (+ (+ (+ (+ (+ (+ 1.0 (* 0.7715471019 (* x x))) (* 0.2909738639 (* (* x x) (* x x)))) (* 0.0694555761 (* (* (* x x) (* x x)) (* x x)))) (* 0.0140005442 (* (* (* (* x x) (* x x)) (* x x)) (* x x)))) (* 0.0008327945 (* (* (* (* (* x x) (* x x)) (* x x)) (* x x)) (* x x)))) (* (* 2.0 0.0001789971) (* (* (* (* (* (* x x) (* x x)) (* x x)) (* x x)) (* x x)) (* x x))))) x))