
(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}
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}
Herbie found 10 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}
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}
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x)))
(t_1 (* t_0 (fabs x)))
(t_2 (pow (fabs x) 10.0)))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1000000.0)
(*
(/
(fma
t_2
0.0001789971
(fma
(fma
(fabs x)
(fma
t_1
(fma (* 0.0005064034 (fabs x)) (fabs x) 0.0072644182)
(* 0.0424060604 (fabs x)))
0.1049934947)
t_0
1.0))
(fma
(* 0.0003579942 t_2)
t_0
(fma
0.0008327945
t_2
(fma
t_0
(fma
(fabs x)
(fma
(* 0.0694555761 t_0)
(fabs x)
(* (* 0.0140005442 t_0) t_1))
(fma 0.2909738639 t_0 0.7715471019))
1.0))))
(fabs x))
(/ 0.5 (fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double t_1 = t_0 * fabs(x);
double t_2 = pow(fabs(x), 10.0);
double tmp;
if (fabs(x) <= 1000000.0) {
tmp = (fma(t_2, 0.0001789971, fma(fma(fabs(x), fma(t_1, fma((0.0005064034 * fabs(x)), fabs(x), 0.0072644182), (0.0424060604 * fabs(x))), 0.1049934947), t_0, 1.0)) / fma((0.0003579942 * t_2), t_0, fma(0.0008327945, t_2, fma(t_0, fma(fabs(x), fma((0.0694555761 * t_0), fabs(x), ((0.0140005442 * t_0) * t_1)), fma(0.2909738639, t_0, 0.7715471019)), 1.0)))) * fabs(x);
} else {
tmp = 0.5 / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) t_1 = Float64(t_0 * abs(x)) t_2 = abs(x) ^ 10.0 tmp = 0.0 if (abs(x) <= 1000000.0) tmp = Float64(Float64(fma(t_2, 0.0001789971, fma(fma(abs(x), fma(t_1, fma(Float64(0.0005064034 * abs(x)), abs(x), 0.0072644182), Float64(0.0424060604 * abs(x))), 0.1049934947), t_0, 1.0)) / fma(Float64(0.0003579942 * t_2), t_0, fma(0.0008327945, t_2, fma(t_0, fma(abs(x), fma(Float64(0.0694555761 * t_0), abs(x), Float64(Float64(0.0140005442 * t_0) * t_1)), fma(0.2909738639, t_0, 0.7715471019)), 1.0)))) * abs(x)); else tmp = Float64(0.5 / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Abs[x], $MachinePrecision], 10.0], $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 1000000.0], N[(N[(N[(t$95$2 * 0.0001789971 + N[(N[(N[Abs[x], $MachinePrecision] * N[(t$95$1 * N[(N[(0.0005064034 * N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision] + 0.0072644182), $MachinePrecision] + N[(0.0424060604 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 0.1049934947), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision]), $MachinePrecision] / N[(N[(0.0003579942 * t$95$2), $MachinePrecision] * t$95$0 + N[(0.0008327945 * t$95$2 + N[(t$95$0 * N[(N[Abs[x], $MachinePrecision] * N[(N[(0.0694555761 * t$95$0), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(N[(0.0140005442 * t$95$0), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.2909738639 * t$95$0 + 0.7715471019), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision], N[(0.5 / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]]]
\begin{array}{l}
t_0 := \left|x\right| \cdot \left|x\right|\\
t_1 := t\_0 \cdot \left|x\right|\\
t_2 := {\left(\left|x\right|\right)}^{10}\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1000000:\\
\;\;\;\;\frac{\mathsf{fma}\left(t\_2, 0.0001789971, \mathsf{fma}\left(\mathsf{fma}\left(\left|x\right|, \mathsf{fma}\left(t\_1, \mathsf{fma}\left(0.0005064034 \cdot \left|x\right|, \left|x\right|, 0.0072644182\right), 0.0424060604 \cdot \left|x\right|\right), 0.1049934947\right), t\_0, 1\right)\right)}{\mathsf{fma}\left(0.0003579942 \cdot t\_2, t\_0, \mathsf{fma}\left(0.0008327945, t\_2, \mathsf{fma}\left(t\_0, \mathsf{fma}\left(\left|x\right|, \mathsf{fma}\left(0.0694555761 \cdot t\_0, \left|x\right|, \left(0.0140005442 \cdot t\_0\right) \cdot t\_1\right), \mathsf{fma}\left(0.2909738639, t\_0, 0.7715471019\right)\right), 1\right)\right)\right)} \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1e6Initial program 53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Applied rewrites53.6%
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6453.6%
Applied rewrites53.5%
if 1e6 < x Initial program 53.5%
Taylor expanded in x around inf
lower-/.f6452.2%
Applied rewrites52.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x)))
(t_1 (* t_0 (fabs x)))
(t_2 (pow (fabs x) 10.0)))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1000000.0)
(*
(fma
0.0001789971
t_2
(fma
(fma
(fabs x)
(fma
t_1
(fma (* 0.0005064034 (fabs x)) (fabs x) 0.0072644182)
(* 0.0424060604 (fabs x)))
0.1049934947)
t_0
1.0))
(/
(fabs x)
(fma
(* t_2 (* 0.0003579942 (fabs x)))
(fabs x)
(fma
0.0008327945
t_2
(fma
(fma
(fabs x)
(fma
t_1
(fma (* 0.0140005442 (fabs x)) (fabs x) 0.0694555761)
(* 0.2909738639 (fabs x)))
0.7715471019)
t_0
1.0)))))
(/ 0.5 (fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double t_1 = t_0 * fabs(x);
double t_2 = pow(fabs(x), 10.0);
double tmp;
if (fabs(x) <= 1000000.0) {
tmp = fma(0.0001789971, t_2, fma(fma(fabs(x), fma(t_1, fma((0.0005064034 * fabs(x)), fabs(x), 0.0072644182), (0.0424060604 * fabs(x))), 0.1049934947), t_0, 1.0)) * (fabs(x) / fma((t_2 * (0.0003579942 * fabs(x))), fabs(x), fma(0.0008327945, t_2, fma(fma(fabs(x), fma(t_1, fma((0.0140005442 * fabs(x)), fabs(x), 0.0694555761), (0.2909738639 * fabs(x))), 0.7715471019), t_0, 1.0))));
} else {
tmp = 0.5 / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) t_1 = Float64(t_0 * abs(x)) t_2 = abs(x) ^ 10.0 tmp = 0.0 if (abs(x) <= 1000000.0) tmp = Float64(fma(0.0001789971, t_2, fma(fma(abs(x), fma(t_1, fma(Float64(0.0005064034 * abs(x)), abs(x), 0.0072644182), Float64(0.0424060604 * abs(x))), 0.1049934947), t_0, 1.0)) * Float64(abs(x) / fma(Float64(t_2 * Float64(0.0003579942 * abs(x))), abs(x), fma(0.0008327945, t_2, fma(fma(abs(x), fma(t_1, fma(Float64(0.0140005442 * abs(x)), abs(x), 0.0694555761), Float64(0.2909738639 * abs(x))), 0.7715471019), t_0, 1.0))))); else tmp = Float64(0.5 / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Abs[x], $MachinePrecision], 10.0], $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 1000000.0], N[(N[(0.0001789971 * t$95$2 + N[(N[(N[Abs[x], $MachinePrecision] * N[(t$95$1 * N[(N[(0.0005064034 * N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision] + 0.0072644182), $MachinePrecision] + N[(0.0424060604 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 0.1049934947), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision]), $MachinePrecision] * N[(N[Abs[x], $MachinePrecision] / N[(N[(t$95$2 * N[(0.0003579942 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(0.0008327945 * t$95$2 + N[(N[(N[Abs[x], $MachinePrecision] * N[(t$95$1 * N[(N[(0.0140005442 * N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision] + 0.0694555761), $MachinePrecision] + N[(0.2909738639 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 0.7715471019), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(0.5 / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]]]
\begin{array}{l}
t_0 := \left|x\right| \cdot \left|x\right|\\
t_1 := t\_0 \cdot \left|x\right|\\
t_2 := {\left(\left|x\right|\right)}^{10}\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1000000:\\
\;\;\;\;\mathsf{fma}\left(0.0001789971, t\_2, \mathsf{fma}\left(\mathsf{fma}\left(\left|x\right|, \mathsf{fma}\left(t\_1, \mathsf{fma}\left(0.0005064034 \cdot \left|x\right|, \left|x\right|, 0.0072644182\right), 0.0424060604 \cdot \left|x\right|\right), 0.1049934947\right), t\_0, 1\right)\right) \cdot \frac{\left|x\right|}{\mathsf{fma}\left(t\_2 \cdot \left(0.0003579942 \cdot \left|x\right|\right), \left|x\right|, \mathsf{fma}\left(0.0008327945, t\_2, \mathsf{fma}\left(\mathsf{fma}\left(\left|x\right|, \mathsf{fma}\left(t\_1, \mathsf{fma}\left(0.0140005442 \cdot \left|x\right|, \left|x\right|, 0.0694555761\right), 0.2909738639 \cdot \left|x\right|\right), 0.7715471019\right), t\_0, 1\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1e6Initial program 53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Applied rewrites53.6%
Applied rewrites53.5%
if 1e6 < x Initial program 53.5%
Taylor expanded in x around inf
lower-/.f6452.2%
Applied rewrites52.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x)))
(t_1
(fma
(fma -0.0732490286039007 t_0 0.265709700396151)
t_0
-0.6665536072)))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.5)
(*
(/ (* (fma t_1 t_0 1.0) (fma t_1 t_0 -1.0)) (- (* t_1 t_0) 1.0))
(fabs x))
(/
(+
0.5
(+
(/ 0.15298196345929074 (pow (fabs x) 4.0))
(fma
0.2514179000665374
(/ 1.0 (pow (fabs x) 2.0))
(* 11.259630434457211 (/ 1.0 (pow (fabs x) 6.0))))))
(fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double t_1 = fma(fma(-0.0732490286039007, t_0, 0.265709700396151), t_0, -0.6665536072);
double tmp;
if (fabs(x) <= 1.5) {
tmp = ((fma(t_1, t_0, 1.0) * fma(t_1, t_0, -1.0)) / ((t_1 * t_0) - 1.0)) * fabs(x);
} else {
tmp = (0.5 + ((0.15298196345929074 / pow(fabs(x), 4.0)) + fma(0.2514179000665374, (1.0 / pow(fabs(x), 2.0)), (11.259630434457211 * (1.0 / pow(fabs(x), 6.0)))))) / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) t_1 = fma(fma(-0.0732490286039007, t_0, 0.265709700396151), t_0, -0.6665536072) tmp = 0.0 if (abs(x) <= 1.5) tmp = Float64(Float64(Float64(fma(t_1, t_0, 1.0) * fma(t_1, t_0, -1.0)) / Float64(Float64(t_1 * t_0) - 1.0)) * abs(x)); else tmp = Float64(Float64(0.5 + Float64(Float64(0.15298196345929074 / (abs(x) ^ 4.0)) + fma(0.2514179000665374, Float64(1.0 / (abs(x) ^ 2.0)), Float64(11.259630434457211 * Float64(1.0 / (abs(x) ^ 6.0)))))) / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(-0.0732490286039007 * t$95$0 + 0.265709700396151), $MachinePrecision] * t$95$0 + -0.6665536072), $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 1.5], N[(N[(N[(N[(t$95$1 * t$95$0 + 1.0), $MachinePrecision] * N[(t$95$1 * t$95$0 + -1.0), $MachinePrecision]), $MachinePrecision] / N[(N[(t$95$1 * t$95$0), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision], N[(N[(0.5 + N[(N[(0.15298196345929074 / N[Power[N[Abs[x], $MachinePrecision], 4.0], $MachinePrecision]), $MachinePrecision] + N[(0.2514179000665374 * N[(1.0 / N[Power[N[Abs[x], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] + N[(11.259630434457211 * N[(1.0 / N[Power[N[Abs[x], $MachinePrecision], 6.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]]
\begin{array}{l}
t_0 := \left|x\right| \cdot \left|x\right|\\
t_1 := \mathsf{fma}\left(\mathsf{fma}\left(-0.0732490286039007, t\_0, 0.265709700396151\right), t\_0, -0.6665536072\right)\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1.5:\\
\;\;\;\;\frac{\mathsf{fma}\left(t\_1, t\_0, 1\right) \cdot \mathsf{fma}\left(t\_1, t\_0, -1\right)}{t\_1 \cdot t\_0 - 1} \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5 + \left(\frac{0.15298196345929074}{{\left(\left|x\right|\right)}^{4}} + \mathsf{fma}\left(0.2514179000665374, \frac{1}{{\left(\left|x\right|\right)}^{2}}, 11.259630434457211 \cdot \frac{1}{{\left(\left|x\right|\right)}^{6}}\right)\right)}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1.5Initial program 53.5%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites49.6%
lift-+.f64N/A
+-commutativeN/A
flip-+N/A
lower-unsound-/.f64N/A
Applied rewrites49.1%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squares-revN/A
lift--.f64N/A
lower-*.f64N/A
lift-*.f64N/A
lower-fma.f6449.1%
lift--.f64N/A
sub-flipN/A
lift-*.f64N/A
Applied rewrites49.1%
if 1.5 < x Initial program 53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around inf
Applied rewrites51.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.5)
(*
(fma
(fma
(fma -0.0732490286039007 t_0 0.265709700396151)
t_0
-0.6665536072)
t_0
1.0)
(fabs x))
(/
(+
0.5
(+
(/ 0.15298196345929074 (pow (fabs x) 4.0))
(fma
0.2514179000665374
(/ 1.0 (pow (fabs x) 2.0))
(* 11.259630434457211 (/ 1.0 (pow (fabs x) 6.0))))))
(fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double tmp;
if (fabs(x) <= 1.5) {
tmp = fma(fma(fma(-0.0732490286039007, t_0, 0.265709700396151), t_0, -0.6665536072), t_0, 1.0) * fabs(x);
} else {
tmp = (0.5 + ((0.15298196345929074 / pow(fabs(x), 4.0)) + fma(0.2514179000665374, (1.0 / pow(fabs(x), 2.0)), (11.259630434457211 * (1.0 / pow(fabs(x), 6.0)))))) / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) tmp = 0.0 if (abs(x) <= 1.5) tmp = Float64(fma(fma(fma(-0.0732490286039007, t_0, 0.265709700396151), t_0, -0.6665536072), t_0, 1.0) * abs(x)); else tmp = Float64(Float64(0.5 + Float64(Float64(0.15298196345929074 / (abs(x) ^ 4.0)) + fma(0.2514179000665374, Float64(1.0 / (abs(x) ^ 2.0)), Float64(11.259630434457211 * Float64(1.0 / (abs(x) ^ 6.0)))))) / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 1.5], N[(N[(N[(N[(-0.0732490286039007 * t$95$0 + 0.265709700396151), $MachinePrecision] * t$95$0 + -0.6665536072), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision], N[(N[(0.5 + N[(N[(0.15298196345929074 / N[Power[N[Abs[x], $MachinePrecision], 4.0], $MachinePrecision]), $MachinePrecision] + N[(0.2514179000665374 * N[(1.0 / N[Power[N[Abs[x], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] + N[(11.259630434457211 * N[(1.0 / N[Power[N[Abs[x], $MachinePrecision], 6.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
t_0 := \left|x\right| \cdot \left|x\right|\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1.5:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0732490286039007, t\_0, 0.265709700396151\right), t\_0, -0.6665536072\right), t\_0, 1\right) \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5 + \left(\frac{0.15298196345929074}{{\left(\left|x\right|\right)}^{4}} + \mathsf{fma}\left(0.2514179000665374, \frac{1}{{\left(\left|x\right|\right)}^{2}}, 11.259630434457211 \cdot \frac{1}{{\left(\left|x\right|\right)}^{6}}\right)\right)}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1.5Initial program 53.5%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites49.6%
lift-+.f64N/A
+-commutativeN/A
flip-+N/A
lower-unsound-/.f64N/A
Applied rewrites49.1%
lower-unsound-*.f64N/A
lower-unsound--.f64N/A
lower-unsound-*.f64N/A
lower-unsound-/.f64N/A
lower-unsound--.f64N/A
flip-+N/A
Applied rewrites49.6%
if 1.5 < x Initial program 53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around 0
lower-pow.f6453.5%
Applied rewrites53.5%
Taylor expanded in x around inf
Applied rewrites51.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.5)
(*
(fma
(fma
(fma -0.0732490286039007 t_0 0.265709700396151)
t_0
-0.6665536072)
t_0
1.0)
(fabs x))
(/
(-
(-
(/ 0.15298196345929074 (* (* t_0 (fabs x)) (fabs x)))
(/ -0.2514179000665374 t_0))
-0.5)
(fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double tmp;
if (fabs(x) <= 1.5) {
tmp = fma(fma(fma(-0.0732490286039007, t_0, 0.265709700396151), t_0, -0.6665536072), t_0, 1.0) * fabs(x);
} else {
tmp = (((0.15298196345929074 / ((t_0 * fabs(x)) * fabs(x))) - (-0.2514179000665374 / t_0)) - -0.5) / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) tmp = 0.0 if (abs(x) <= 1.5) tmp = Float64(fma(fma(fma(-0.0732490286039007, t_0, 0.265709700396151), t_0, -0.6665536072), t_0, 1.0) * abs(x)); else tmp = Float64(Float64(Float64(Float64(0.15298196345929074 / Float64(Float64(t_0 * abs(x)) * abs(x))) - Float64(-0.2514179000665374 / t_0)) - -0.5) / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 1.5], N[(N[(N[(N[(-0.0732490286039007 * t$95$0 + 0.265709700396151), $MachinePrecision] * t$95$0 + -0.6665536072), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.15298196345929074 / N[(N[(t$95$0 * N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(-0.2514179000665374 / t$95$0), $MachinePrecision]), $MachinePrecision] - -0.5), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
t_0 := \left|x\right| \cdot \left|x\right|\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1.5:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0732490286039007, t\_0, 0.265709700396151\right), t\_0, -0.6665536072\right), t\_0, 1\right) \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\frac{0.15298196345929074}{\left(t\_0 \cdot \left|x\right|\right) \cdot \left|x\right|} - \frac{-0.2514179000665374}{t\_0}\right) - -0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1.5Initial program 53.5%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites49.6%
lift-+.f64N/A
+-commutativeN/A
flip-+N/A
lower-unsound-/.f64N/A
Applied rewrites49.1%
lower-unsound-*.f64N/A
lower-unsound--.f64N/A
lower-unsound-*.f64N/A
lower-unsound-/.f64N/A
lower-unsound--.f64N/A
flip-+N/A
Applied rewrites49.6%
if 1.5 < x Initial program 53.5%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites51.9%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
metadata-evalN/A
lower--.f6451.9%
Applied rewrites51.9%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.5)
(*
(fma
(fma
(fma -0.0732490286039007 t_0 0.265709700396151)
t_0
-0.6665536072)
t_0
1.0)
(fabs x))
(/ (- (/ 0.2514179000665374 t_0) -0.5) (fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double tmp;
if (fabs(x) <= 1.5) {
tmp = fma(fma(fma(-0.0732490286039007, t_0, 0.265709700396151), t_0, -0.6665536072), t_0, 1.0) * fabs(x);
} else {
tmp = ((0.2514179000665374 / t_0) - -0.5) / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) tmp = 0.0 if (abs(x) <= 1.5) tmp = Float64(fma(fma(fma(-0.0732490286039007, t_0, 0.265709700396151), t_0, -0.6665536072), t_0, 1.0) * abs(x)); else tmp = Float64(Float64(Float64(0.2514179000665374 / t_0) - -0.5) / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 1.5], N[(N[(N[(N[(-0.0732490286039007 * t$95$0 + 0.265709700396151), $MachinePrecision] * t$95$0 + -0.6665536072), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.2514179000665374 / t$95$0), $MachinePrecision] - -0.5), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
t_0 := \left|x\right| \cdot \left|x\right|\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1.5:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0732490286039007, t\_0, 0.265709700396151\right), t\_0, -0.6665536072\right), t\_0, 1\right) \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.2514179000665374}{t\_0} - -0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1.5Initial program 53.5%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites49.6%
lift-+.f64N/A
+-commutativeN/A
flip-+N/A
lower-unsound-/.f64N/A
Applied rewrites49.1%
lower-unsound-*.f64N/A
lower-unsound--.f64N/A
lower-unsound-*.f64N/A
lower-unsound-/.f64N/A
lower-unsound--.f64N/A
flip-+N/A
Applied rewrites49.6%
if 1.5 < x Initial program 53.5%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites52.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-pow.f64N/A
pow2N/A
lift-*.f64N/A
mult-flip-revN/A
lower-/.f64N/A
metadata-eval52.0%
Applied rewrites52.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.1)
(*
(fma (fma 0.265709700396151 t_0 -0.6665536072) t_0 1.0)
(fabs x))
(/ (- (/ 0.2514179000665374 t_0) -0.5) (fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double tmp;
if (fabs(x) <= 1.1) {
tmp = fma(fma(0.265709700396151, t_0, -0.6665536072), t_0, 1.0) * fabs(x);
} else {
tmp = ((0.2514179000665374 / t_0) - -0.5) / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) tmp = 0.0 if (abs(x) <= 1.1) tmp = Float64(fma(fma(0.265709700396151, t_0, -0.6665536072), t_0, 1.0) * abs(x)); else tmp = Float64(Float64(Float64(0.2514179000665374 / t_0) - -0.5) / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 1.1], N[(N[(N[(0.265709700396151 * t$95$0 + -0.6665536072), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.2514179000665374 / t$95$0), $MachinePrecision] - -0.5), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
t_0 := \left|x\right| \cdot \left|x\right|\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1.1:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.265709700396151, t\_0, -0.6665536072\right), t\_0, 1\right) \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.2514179000665374}{t\_0} - -0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1.1000000000000001Initial program 53.5%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites49.6%
lift-+.f64N/A
+-commutativeN/A
flip-+N/A
lower-unsound-/.f64N/A
Applied rewrites49.1%
lower-unsound-*.f64N/A
lower-unsound--.f64N/A
lower-unsound-*.f64N/A
lower-unsound-/.f64N/A
lower-unsound--.f64N/A
flip-+N/A
Applied rewrites49.6%
Taylor expanded in x around 0
Applied rewrites50.3%
if 1.1000000000000001 < x Initial program 53.5%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites52.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-pow.f64N/A
pow2N/A
lift-*.f64N/A
mult-flip-revN/A
lower-/.f64N/A
metadata-eval52.0%
Applied rewrites52.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.2)
(* (fma -0.6665536072 t_0 1.0) (fabs x))
(/ (- (/ 0.2514179000665374 t_0) -0.5) (fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double tmp;
if (fabs(x) <= 1.2) {
tmp = fma(-0.6665536072, t_0, 1.0) * fabs(x);
} else {
tmp = ((0.2514179000665374 / t_0) - -0.5) / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) tmp = 0.0 if (abs(x) <= 1.2) tmp = Float64(fma(-0.6665536072, t_0, 1.0) * abs(x)); else tmp = Float64(Float64(Float64(0.2514179000665374 / t_0) - -0.5) / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := Block[{t$95$0 = N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 1.2], N[(N[(-0.6665536072 * t$95$0 + 1.0), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.2514179000665374 / t$95$0), $MachinePrecision] - -0.5), $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
t_0 := \left|x\right| \cdot \left|x\right|\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1.2:\\
\;\;\;\;\mathsf{fma}\left(-0.6665536072, t\_0, 1\right) \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.2514179000665374}{t\_0} - -0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1.2Initial program 53.5%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites49.6%
lift-+.f64N/A
+-commutativeN/A
flip-+N/A
lower-unsound-/.f64N/A
Applied rewrites49.1%
lower-unsound-*.f64N/A
lower-unsound--.f64N/A
lower-unsound-*.f64N/A
lower-unsound-/.f64N/A
lower-unsound--.f64N/A
flip-+N/A
Applied rewrites49.6%
Taylor expanded in x around 0
Applied rewrites49.5%
if 1.2 < x Initial program 53.5%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites52.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-pow.f64N/A
pow2N/A
lift-*.f64N/A
mult-flip-revN/A
lower-/.f64N/A
metadata-eval52.0%
Applied rewrites52.0%
(FPCore (x) :precision binary64 (* (copysign 1.0 x) (if (<= (fabs x) 0.78) (* (fma -0.6665536072 (* (fabs x) (fabs x)) 1.0) (fabs x)) (/ 0.5 (fabs x)))))
double code(double x) {
double tmp;
if (fabs(x) <= 0.78) {
tmp = fma(-0.6665536072, (fabs(x) * fabs(x)), 1.0) * fabs(x);
} else {
tmp = 0.5 / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) tmp = 0.0 if (abs(x) <= 0.78) tmp = Float64(fma(-0.6665536072, Float64(abs(x) * abs(x)), 1.0) * abs(x)); else tmp = Float64(0.5 / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
code[x_] := N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x], $MachinePrecision], 0.78], N[(N[(-0.6665536072 * N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision], N[(0.5 / N[Abs[x], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 0.78:\\
\;\;\;\;\mathsf{fma}\left(-0.6665536072, \left|x\right| \cdot \left|x\right|, 1\right) \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\left|x\right|}\\
\end{array}
if x < 0.78000000000000003Initial program 53.5%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites49.6%
lift-+.f64N/A
+-commutativeN/A
flip-+N/A
lower-unsound-/.f64N/A
Applied rewrites49.1%
lower-unsound-*.f64N/A
lower-unsound--.f64N/A
lower-unsound-*.f64N/A
lower-unsound-/.f64N/A
lower-unsound--.f64N/A
flip-+N/A
Applied rewrites49.6%
Taylor expanded in x around 0
Applied rewrites49.5%
if 0.78000000000000003 < x Initial program 53.5%
Taylor expanded in x around inf
lower-/.f6452.2%
Applied rewrites52.2%
(FPCore (x) :precision binary64 (/ 0.5 x))
double code(double x) {
return 0.5 / 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
code = 0.5d0 / x
end function
public static double code(double x) {
return 0.5 / x;
}
def code(x): return 0.5 / x
function code(x) return Float64(0.5 / x) end
function tmp = code(x) tmp = 0.5 / x; end
code[x_] := N[(0.5 / x), $MachinePrecision]
\frac{0.5}{x}
Initial program 53.5%
Taylor expanded in x around inf
lower-/.f6452.2%
Applied rewrites52.2%
herbie shell --seed 2025210
(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))