
(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}
Sampling outcomes in binary64 precision:
Herbie found 9 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
(fma
0.0003579942
(pow x_m 12.0)
(fma
0.0008327945
(pow x_m 10.0)
(fma
0.0140005442
(pow x_m 8.0)
(fma
0.0694555761
(pow x_m 6.0)
(fma
0.2909738639
(pow x_m 4.0)
(fma 0.7715471019 (* x_m x_m) 1.0))))))))
(*
x_s
(if (<= x_m 100000000.0)
(+
(*
(/
(fma
0.0005064034
(pow x_m 8.0)
(fma
0.0072644182
(pow x_m 6.0)
(fma
0.0424060604
(pow x_m 4.0)
(fma 0.1049934947 (* x_m x_m) 1.0))))
t_0)
x_m)
(* (* (pow x_m 10.0) (/ 0.0001789971 t_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 t_0 = fma(0.0003579942, pow(x_m, 12.0), fma(0.0008327945, pow(x_m, 10.0), fma(0.0140005442, pow(x_m, 8.0), fma(0.0694555761, pow(x_m, 6.0), fma(0.2909738639, pow(x_m, 4.0), fma(0.7715471019, (x_m * x_m), 1.0))))));
double tmp;
if (x_m <= 100000000.0) {
tmp = ((fma(0.0005064034, pow(x_m, 8.0), fma(0.0072644182, pow(x_m, 6.0), fma(0.0424060604, pow(x_m, 4.0), fma(0.1049934947, (x_m * x_m), 1.0)))) / t_0) * x_m) + ((pow(x_m, 10.0) * (0.0001789971 / t_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) t_0 = fma(0.0003579942, (x_m ^ 12.0), fma(0.0008327945, (x_m ^ 10.0), fma(0.0140005442, (x_m ^ 8.0), fma(0.0694555761, (x_m ^ 6.0), fma(0.2909738639, (x_m ^ 4.0), fma(0.7715471019, Float64(x_m * x_m), 1.0)))))) tmp = 0.0 if (x_m <= 100000000.0) tmp = Float64(Float64(Float64(fma(0.0005064034, (x_m ^ 8.0), fma(0.0072644182, (x_m ^ 6.0), fma(0.0424060604, (x_m ^ 4.0), fma(0.1049934947, Float64(x_m * x_m), 1.0)))) / t_0) * x_m) + Float64(Float64((x_m ^ 10.0) * Float64(0.0001789971 / t_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_] := Block[{t$95$0 = N[(0.0003579942 * N[Power[x$95$m, 12.0], $MachinePrecision] + N[(0.0008327945 * N[Power[x$95$m, 10.0], $MachinePrecision] + N[(0.0140005442 * N[Power[x$95$m, 8.0], $MachinePrecision] + N[(0.0694555761 * N[Power[x$95$m, 6.0], $MachinePrecision] + N[(0.2909738639 * N[Power[x$95$m, 4.0], $MachinePrecision] + N[(0.7715471019 * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(x$95$s * If[LessEqual[x$95$m, 100000000.0], N[(N[(N[(N[(0.0005064034 * N[Power[x$95$m, 8.0], $MachinePrecision] + N[(0.0072644182 * N[Power[x$95$m, 6.0], $MachinePrecision] + N[(0.0424060604 * N[Power[x$95$m, 4.0], $MachinePrecision] + N[(0.1049934947 * N[(x$95$m * x$95$m), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] * x$95$m), $MachinePrecision] + N[(N[(N[Power[x$95$m, 10.0], $MachinePrecision] * N[(0.0001789971 / t$95$0), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision]), $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)
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.0003579942, {x\_m}^{12}, \mathsf{fma}\left(0.0008327945, {x\_m}^{10}, \mathsf{fma}\left(0.0140005442, {x\_m}^{8}, \mathsf{fma}\left(0.0694555761, {x\_m}^{6}, \mathsf{fma}\left(0.2909738639, {x\_m}^{4}, \mathsf{fma}\left(0.7715471019, x\_m \cdot x\_m, 1\right)\right)\right)\right)\right)\right)\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 100000000:\\
\;\;\;\;\frac{\mathsf{fma}\left(0.0005064034, {x\_m}^{8}, \mathsf{fma}\left(0.0072644182, {x\_m}^{6}, \mathsf{fma}\left(0.0424060604, {x\_m}^{4}, \mathsf{fma}\left(0.1049934947, x\_m \cdot x\_m, 1\right)\right)\right)\right)}{t\_0} \cdot x\_m + \left({x\_m}^{10} \cdot \frac{0.0001789971}{t\_0}\right) \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
\end{array}
if x < 1e8Initial program 74.7%
Applied rewrites74.7%
if 1e8 < x Initial program 4.3%
Taylor expanded in x around inf
lower-/.f64100.0
Applied rewrites100.0%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(let* ((t_0
(fma
(pow x_m 12.0)
0.0003579942
(fma
(pow x_m 10.0)
0.0008327945
(fma
(pow x_m 8.0)
0.0140005442
(fma
(pow x_m 6.0)
0.0694555761
(fma
(* x_m x_m)
(fma (* x_m x_m) 0.2909738639 0.7715471019)
1.0)))))))
(*
x_s
(if (<= x_m 500000.0)
(+
(* (/ (* (pow x_m 10.0) 0.0001789971) t_0) x_m)
(*
(/
(fma
(pow x_m 8.0)
0.0005064034
(fma
(pow x_m 6.0)
0.0072644182
(fma (* x_m x_m) (fma (* x_m x_m) 0.0424060604 0.1049934947) 1.0)))
t_0)
x_m))
(+ (/ -0.2514179000665374 (* (* (- x_m) 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 t_0 = fma(pow(x_m, 12.0), 0.0003579942, fma(pow(x_m, 10.0), 0.0008327945, fma(pow(x_m, 8.0), 0.0140005442, fma(pow(x_m, 6.0), 0.0694555761, fma((x_m * x_m), fma((x_m * x_m), 0.2909738639, 0.7715471019), 1.0)))));
double tmp;
if (x_m <= 500000.0) {
tmp = (((pow(x_m, 10.0) * 0.0001789971) / t_0) * x_m) + ((fma(pow(x_m, 8.0), 0.0005064034, fma(pow(x_m, 6.0), 0.0072644182, fma((x_m * x_m), fma((x_m * x_m), 0.0424060604, 0.1049934947), 1.0))) / t_0) * x_m);
} else {
tmp = (-0.2514179000665374 / ((-x_m * 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) t_0 = fma((x_m ^ 12.0), 0.0003579942, fma((x_m ^ 10.0), 0.0008327945, fma((x_m ^ 8.0), 0.0140005442, fma((x_m ^ 6.0), 0.0694555761, fma(Float64(x_m * x_m), fma(Float64(x_m * x_m), 0.2909738639, 0.7715471019), 1.0))))) tmp = 0.0 if (x_m <= 500000.0) tmp = Float64(Float64(Float64(Float64((x_m ^ 10.0) * 0.0001789971) / t_0) * x_m) + Float64(Float64(fma((x_m ^ 8.0), 0.0005064034, fma((x_m ^ 6.0), 0.0072644182, fma(Float64(x_m * x_m), fma(Float64(x_m * x_m), 0.0424060604, 0.1049934947), 1.0))) / t_0) * x_m)); else tmp = Float64(Float64(-0.2514179000665374 / Float64(Float64(Float64(-x_m) * x_m) * x_m)) + 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_] := Block[{t$95$0 = N[(N[Power[x$95$m, 12.0], $MachinePrecision] * 0.0003579942 + N[(N[Power[x$95$m, 10.0], $MachinePrecision] * 0.0008327945 + N[(N[Power[x$95$m, 8.0], $MachinePrecision] * 0.0140005442 + N[(N[Power[x$95$m, 6.0], $MachinePrecision] * 0.0694555761 + N[(N[(x$95$m * x$95$m), $MachinePrecision] * N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.2909738639 + 0.7715471019), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(x$95$s * If[LessEqual[x$95$m, 500000.0], N[(N[(N[(N[(N[Power[x$95$m, 10.0], $MachinePrecision] * 0.0001789971), $MachinePrecision] / t$95$0), $MachinePrecision] * x$95$m), $MachinePrecision] + N[(N[(N[(N[Power[x$95$m, 8.0], $MachinePrecision] * 0.0005064034 + N[(N[Power[x$95$m, 6.0], $MachinePrecision] * 0.0072644182 + N[(N[(x$95$m * x$95$m), $MachinePrecision] * N[(N[(x$95$m * x$95$m), $MachinePrecision] * 0.0424060604 + 0.1049934947), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] * x$95$m), $MachinePrecision]), $MachinePrecision], N[(N[(-0.2514179000665374 / N[(N[((-x$95$m) * x$95$m), $MachinePrecision] * x$95$m), $MachinePrecision]), $MachinePrecision] + N[(0.5 / x$95$m), $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left({x\_m}^{12}, 0.0003579942, \mathsf{fma}\left({x\_m}^{10}, 0.0008327945, \mathsf{fma}\left({x\_m}^{8}, 0.0140005442, \mathsf{fma}\left({x\_m}^{6}, 0.0694555761, \mathsf{fma}\left(x\_m \cdot x\_m, \mathsf{fma}\left(x\_m \cdot x\_m, 0.2909738639, 0.7715471019\right), 1\right)\right)\right)\right)\right)\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 500000:\\
\;\;\;\;\frac{{x\_m}^{10} \cdot 0.0001789971}{t\_0} \cdot x\_m + \frac{\mathsf{fma}\left({x\_m}^{8}, 0.0005064034, \mathsf{fma}\left({x\_m}^{6}, 0.0072644182, \mathsf{fma}\left(x\_m \cdot x\_m, \mathsf{fma}\left(x\_m \cdot x\_m, 0.0424060604, 0.1049934947\right), 1\right)\right)\right)}{t\_0} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2514179000665374}{\left(\left(-x\_m\right) \cdot x\_m\right) \cdot x\_m} + \frac{0.5}{x\_m}\\
\end{array}
\end{array}
\end{array}
if x < 5e5Initial program 74.6%
Applied rewrites74.6%
Applied rewrites74.6%
if 5e5 < x Initial program 5.7%
Applied rewrites5.6%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Applied rewrites100.0%
Final simplification81.6%
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 20000000.0)
(*
(/
(+
(+
(+
(+ (+ 1.0 (* 0.1049934947 (* x_m x_m))) (* 0.0424060604 t_0))
(* 0.0072644182 t_1))
(* 0.0005064034 t_2))
(* 0.0001789971 t_3))
(+
(+
(+
(+
(+ (+ 1.0 (* 0.7715471019 (* x_m x_m))) (* 0.2909738639 t_0))
(* 0.0694555761 t_1))
(* 0.0140005442 t_2))
(* 0.0008327945 t_3))
(* (* 2.0 0.0001789971) (* t_3 (* x_m x_m)))))
x_m)
(+ (/ -0.2514179000665374 (* (* (- x_m) 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 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 <= 20000000.0) {
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)) / ((((((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x_m * x_m))))) * x_m;
} else {
tmp = (-0.2514179000665374 / ((-x_m * x_m) * x_m)) + (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) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
real(8) :: tmp
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)
if (x_m <= 20000000.0d0) then
tmp = ((((((1.0d0 + (0.1049934947d0 * (x_m * x_m))) + (0.0424060604d0 * t_0)) + (0.0072644182d0 * t_1)) + (0.0005064034d0 * t_2)) + (0.0001789971d0 * t_3)) / ((((((1.0d0 + (0.7715471019d0 * (x_m * x_m))) + (0.2909738639d0 * t_0)) + (0.0694555761d0 * t_1)) + (0.0140005442d0 * t_2)) + (0.0008327945d0 * t_3)) + ((2.0d0 * 0.0001789971d0) * (t_3 * (x_m * x_m))))) * x_m
else
tmp = ((-0.2514179000665374d0) / ((-x_m * x_m) * x_m)) + (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 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 <= 20000000.0) {
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)) / ((((((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x_m * x_m))))) * x_m;
} else {
tmp = (-0.2514179000665374 / ((-x_m * x_m) * x_m)) + (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): 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) tmp = 0 if x_m <= 20000000.0: 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)) / ((((((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x_m * x_m))))) * x_m else: tmp = (-0.2514179000665374 / ((-x_m * 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) 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 <= 20000000.0) 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(Float64(Float64(Float64(1.0 + Float64(0.7715471019 * Float64(x_m * x_m))) + 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_m * x_m))))) * x_m); else tmp = Float64(Float64(-0.2514179000665374 / Float64(Float64(Float64(-x_m) * x_m) * x_m)) + 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) 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); tmp = 0.0; if (x_m <= 20000000.0) 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)) / ((((((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x_m * x_m))))) * x_m; else tmp = (-0.2514179000665374 / ((-x_m * x_m) * x_m)) + (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_] := 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, 20000000.0], 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[(1.0 + N[(0.7715471019 * N[(x$95$m * x$95$m), $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$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], N[(N[(-0.2514179000665374 / N[(N[((-x$95$m) * x$95$m), $MachinePrecision] * x$95$m), $MachinePrecision]), $MachinePrecision] + N[(0.5 / x$95$m), $MachinePrecision]), $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 20000000:\\
\;\;\;\;\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(\left(\left(\left(1 + 0.7715471019 \cdot \left(x\_m \cdot x\_m\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\_m \cdot x\_m\right)\right)} \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2514179000665374}{\left(\left(-x\_m\right) \cdot x\_m\right) \cdot x\_m} + \frac{0.5}{x\_m}\\
\end{array}
\end{array}
\end{array}
if x < 2e7Initial program 74.7%
if 2e7 < x Initial program 4.3%
Applied rewrites4.3%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
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 1.0)
(fma (* (* x_m x_m) x_m) -0.6665536072 x_m)
(/ (/ -0.25 (- (/ 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 <= 1.0) {
tmp = fma(((x_m * x_m) * x_m), -0.6665536072, x_m);
} else {
tmp = (-0.25 / ((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 <= 1.0) tmp = fma(Float64(Float64(x_m * x_m) * x_m), -0.6665536072, x_m); else tmp = Float64(Float64(-0.25 / Float64(Float64(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, 1.0], N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * x$95$m), $MachinePrecision] * -0.6665536072 + x$95$m), $MachinePrecision], N[(N[(-0.25 / N[(N[(0.2514179000665374 / N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] - 0.5), $MachinePrecision]), $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:\\
\;\;\;\;\mathsf{fma}\left(\left(x\_m \cdot x\_m\right) \cdot x\_m, -0.6665536072, x\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{-0.25}{\frac{0.2514179000665374}{x\_m \cdot x\_m} - 0.5}}{x\_m}\\
\end{array}
\end{array}
if x < 1Initial program 74.4%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
fp-cancel-sign-sub-invN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
*-rgt-identityN/A
lower-fma.f64N/A
pow-plusN/A
lower-pow.f64N/A
metadata-eval73.7
Applied rewrites73.7%
Applied rewrites73.7%
if 1 < x Initial program 6.9%
Applied rewrites6.9%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
unpow2N/A
lower-*.f6498.9
Applied rewrites98.9%
Applied rewrites99.0%
Taylor expanded in x around inf
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 0.95)
(fma (* (* x_m x_m) x_m) -0.6665536072 x_m)
(+ (/ -0.2514179000665374 (* (* (- x_m) 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 <= 0.95) {
tmp = fma(((x_m * x_m) * x_m), -0.6665536072, x_m);
} else {
tmp = (-0.2514179000665374 / ((-x_m * 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 <= 0.95) tmp = fma(Float64(Float64(x_m * x_m) * x_m), -0.6665536072, x_m); else tmp = Float64(Float64(-0.2514179000665374 / Float64(Float64(Float64(-x_m) * x_m) * x_m)) + 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, 0.95], N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * x$95$m), $MachinePrecision] * -0.6665536072 + x$95$m), $MachinePrecision], N[(N[(-0.2514179000665374 / N[(N[((-x$95$m) * x$95$m), $MachinePrecision] * x$95$m), $MachinePrecision]), $MachinePrecision] + N[(0.5 / x$95$m), $MachinePrecision]), $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 0.95:\\
\;\;\;\;\mathsf{fma}\left(\left(x\_m \cdot x\_m\right) \cdot x\_m, -0.6665536072, x\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2514179000665374}{\left(\left(-x\_m\right) \cdot x\_m\right) \cdot x\_m} + \frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.94999999999999996Initial program 74.4%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
fp-cancel-sign-sub-invN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
*-rgt-identityN/A
lower-fma.f64N/A
pow-plusN/A
lower-pow.f64N/A
metadata-eval73.7
Applied rewrites73.7%
Applied rewrites73.7%
if 0.94999999999999996 < x Initial program 6.9%
Applied rewrites6.9%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
unpow2N/A
lower-*.f6498.9
Applied rewrites98.9%
Applied rewrites98.9%
Applied rewrites98.9%
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 0.95)
(fma (* (* x_m x_m) x_m) -0.6665536072 x_m)
(/ (+ (/ 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 <= 0.95) {
tmp = fma(((x_m * x_m) * x_m), -0.6665536072, x_m);
} else {
tmp = ((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 <= 0.95) tmp = fma(Float64(Float64(x_m * x_m) * x_m), -0.6665536072, x_m); else tmp = Float64(Float64(Float64(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, 0.95], N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * x$95$m), $MachinePrecision] * -0.6665536072 + x$95$m), $MachinePrecision], N[(N[(N[(0.2514179000665374 / 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 0.95:\\
\;\;\;\;\mathsf{fma}\left(\left(x\_m \cdot x\_m\right) \cdot x\_m, -0.6665536072, x\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.2514179000665374}{x\_m \cdot x\_m} + 0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.94999999999999996Initial program 74.4%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
fp-cancel-sign-sub-invN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
*-rgt-identityN/A
lower-fma.f64N/A
pow-plusN/A
lower-pow.f64N/A
metadata-eval73.7
Applied rewrites73.7%
Applied rewrites73.7%
if 0.94999999999999996 < x Initial program 6.9%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
unpow2N/A
lower-*.f6498.9
Applied rewrites98.9%
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) x_m) -0.6665536072 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) * x_m), -0.6665536072, 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 = fma(Float64(Float64(x_m * x_m) * x_m), -0.6665536072, 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] * x$95$m), $MachinePrecision] * -0.6665536072 + 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(\left(x\_m \cdot x\_m\right) \cdot x\_m, -0.6665536072, x\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.78000000000000003Initial program 74.4%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
fp-cancel-sign-sub-invN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
*-rgt-identityN/A
lower-fma.f64N/A
pow-plusN/A
lower-pow.f64N/A
metadata-eval73.7
Applied rewrites73.7%
Applied rewrites73.7%
if 0.78000000000000003 < x Initial program 6.9%
Taylor expanded in x around inf
lower-/.f6498.8
Applied rewrites98.8%
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) (* 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 <= 0.7) {
tmp = 1.0 * 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 = 1.0d0 * 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 = 1.0 * 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 = 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 <= 0.7) tmp = Float64(1.0 * 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 = 1.0 * 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], N[(1.0 * 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 0.7:\\
\;\;\;\;1 \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.69999999999999996Initial program 74.4%
Taylor expanded in x around 0
Applied rewrites74.0%
if 0.69999999999999996 < x Initial program 6.9%
Taylor expanded in x around inf
lower-/.f6498.8
Applied rewrites98.8%
x\_m = (fabs.f64 x) x\_s = (copysign.f64 #s(literal 1 binary64) x) (FPCore (x_s x_m) :precision binary64 (* x_s (* 1.0 x_m)))
x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
return x_s * (1.0 * 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 * (1.0d0 * 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 * (1.0 * x_m);
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): return x_s * (1.0 * x_m)
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) return Float64(x_s * Float64(1.0 * x_m)) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp = code(x_s, x_m) tmp = x_s * (1.0 * 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 * N[(1.0 * x$95$m), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \left(1 \cdot x\_m\right)
\end{array}
Initial program 55.5%
Taylor expanded in x around 0
Applied rewrites54.2%
herbie shell --seed 2025003
(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))