
(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))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 2.4)
(*
(-
(*
(fma
(fma -5.617363329215147e-6 t_0 -1.879353107016537e-5)
t_0
0.0001789971)
(pow (fabs x) 10.0))
-1.0)
(*
(/
(fma
(fma
(fma
(* (* 0.0005064034 t_1) (fabs x))
(fabs x)
(* (* 0.0072644182 t_0) (fabs x)))
(fabs x)
(fma 0.0424060604 t_0 0.1049934947))
t_0
1.0)
(fma
(pow t_0 6.0)
0.0003579942
(fma
(pow t_0 5.0)
0.0008327945
(fma
(fma
(fma
(* (* 0.0140005442 t_1) (fabs x))
(fabs x)
(* (* 0.0694555761 t_0) (fabs x)))
(fabs x)
(fma 0.2909738639 t_0 0.7715471019))
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 t_1 = t_0 * fabs(x);
double tmp;
if (fabs(x) <= 2.4) {
tmp = ((fma(fma(-5.617363329215147e-6, t_0, -1.879353107016537e-5), t_0, 0.0001789971) * pow(fabs(x), 10.0)) - -1.0) * ((fma(fma(fma(((0.0005064034 * t_1) * fabs(x)), fabs(x), ((0.0072644182 * t_0) * fabs(x))), fabs(x), fma(0.0424060604, t_0, 0.1049934947)), t_0, 1.0) / fma(pow(t_0, 6.0), 0.0003579942, fma(pow(t_0, 5.0), 0.0008327945, fma(fma(fma(((0.0140005442 * t_1) * fabs(x)), fabs(x), ((0.0694555761 * t_0) * fabs(x))), fabs(x), fma(0.2909738639, t_0, 0.7715471019)), 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)) t_1 = Float64(t_0 * abs(x)) tmp = 0.0 if (abs(x) <= 2.4) tmp = Float64(Float64(Float64(fma(fma(-5.617363329215147e-6, t_0, -1.879353107016537e-5), t_0, 0.0001789971) * (abs(x) ^ 10.0)) - -1.0) * Float64(Float64(fma(fma(fma(Float64(Float64(0.0005064034 * t_1) * abs(x)), abs(x), Float64(Float64(0.0072644182 * t_0) * abs(x))), abs(x), fma(0.0424060604, t_0, 0.1049934947)), t_0, 1.0) / fma((t_0 ^ 6.0), 0.0003579942, fma((t_0 ^ 5.0), 0.0008327945, fma(fma(fma(Float64(Float64(0.0140005442 * t_1) * abs(x)), abs(x), Float64(Float64(0.0694555761 * t_0) * abs(x))), abs(x), fma(0.2909738639, t_0, 0.7715471019)), 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]}, Block[{t$95$1 = N[(t$95$0 * 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], 2.4], N[(N[(N[(N[(N[(-5.617363329215147e-6 * t$95$0 + -1.879353107016537e-5), $MachinePrecision] * t$95$0 + 0.0001789971), $MachinePrecision] * N[Power[N[Abs[x], $MachinePrecision], 10.0], $MachinePrecision]), $MachinePrecision] - -1.0), $MachinePrecision] * N[(N[(N[(N[(N[(N[(N[(0.0005064034 * t$95$1), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(N[(0.0072644182 * t$95$0), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(0.0424060604 * t$95$0 + 0.1049934947), $MachinePrecision]), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision] / N[(N[Power[t$95$0, 6.0], $MachinePrecision] * 0.0003579942 + N[(N[Power[t$95$0, 5.0], $MachinePrecision] * 0.0008327945 + N[(N[(N[(N[(N[(0.0140005442 * t$95$1), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(N[(0.0694555761 * t$95$0), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(0.2909738639 * t$95$0 + 0.7715471019), $MachinePrecision]), $MachinePrecision] * t$95$0 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $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|\\
t_1 := t\_0 \cdot \left|x\right|\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 2.4:\\
\;\;\;\;\left(\mathsf{fma}\left(\mathsf{fma}\left(-5.617363329215147 \cdot 10^{-6}, t\_0, -1.879353107016537 \cdot 10^{-5}\right), t\_0, 0.0001789971\right) \cdot {\left(\left|x\right|\right)}^{10} - -1\right) \cdot \left(\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(\left(0.0005064034 \cdot t\_1\right) \cdot \left|x\right|, \left|x\right|, \left(0.0072644182 \cdot t\_0\right) \cdot \left|x\right|\right), \left|x\right|, \mathsf{fma}\left(0.0424060604, t\_0, 0.1049934947\right)\right), t\_0, 1\right)}{\mathsf{fma}\left({t\_0}^{6}, 0.0003579942, \mathsf{fma}\left({t\_0}^{5}, 0.0008327945, \mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(\left(0.0140005442 \cdot t\_1\right) \cdot \left|x\right|, \left|x\right|, \left(0.0694555761 \cdot t\_0\right) \cdot \left|x\right|\right), \left|x\right|, \mathsf{fma}\left(0.2909738639, t\_0, 0.7715471019\right)\right), t\_0, 1\right)\right)\right)} \cdot \left|x\right|\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.2514179000665374}{t\_0} - -0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 2.3999999999999999Initial program 55.2%
Applied rewrites21.7%
Applied rewrites55.2%
Taylor expanded in x around 0
lower-*.f64N/A
lower-pow.f64N/A
lower-+.f64N/A
Applied rewrites51.0%
Applied rewrites51.0%
if 2.3999999999999999 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites50.2%
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-eval50.2%
Applied rewrites50.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x)))
(t_1 (pow t_0 5.0))
(t_2 (* t_0 (fabs x)))
(t_3
(fma
(pow t_0 6.0)
0.0003579942
(fma
0.0008327945
t_1
(fma
t_0
(fma
(fabs x)
(fma (* 0.0694555761 t_0) (fabs x) (* (* t_2 0.0140005442) t_0))
(fma t_0 0.2909738639 0.7715471019))
1.0))))
(t_4
(*
(/
(fma
t_0
(fma
(fabs x)
(fma (* 0.0072644182 t_0) (fabs x) (* (* t_2 0.0005064034) t_0))
(fma t_0 0.0424060604 0.1049934947))
1.0)
t_3)
(fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 50000.0)
(* (+ 1.0 (/ (* (* (/ 0.0001789971 t_3) t_1) (fabs x)) t_4)) t_4)
(/ 0.5 (fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double t_1 = pow(t_0, 5.0);
double t_2 = t_0 * fabs(x);
double t_3 = fma(pow(t_0, 6.0), 0.0003579942, fma(0.0008327945, t_1, fma(t_0, fma(fabs(x), fma((0.0694555761 * t_0), fabs(x), ((t_2 * 0.0140005442) * t_0)), fma(t_0, 0.2909738639, 0.7715471019)), 1.0)));
double t_4 = (fma(t_0, fma(fabs(x), fma((0.0072644182 * t_0), fabs(x), ((t_2 * 0.0005064034) * t_0)), fma(t_0, 0.0424060604, 0.1049934947)), 1.0) / t_3) * fabs(x);
double tmp;
if (fabs(x) <= 50000.0) {
tmp = (1.0 + ((((0.0001789971 / t_3) * t_1) * fabs(x)) / t_4)) * t_4;
} else {
tmp = 0.5 / fabs(x);
}
return copysign(1.0, x) * tmp;
}
function code(x) t_0 = Float64(abs(x) * abs(x)) t_1 = t_0 ^ 5.0 t_2 = Float64(t_0 * abs(x)) t_3 = fma((t_0 ^ 6.0), 0.0003579942, fma(0.0008327945, t_1, fma(t_0, fma(abs(x), fma(Float64(0.0694555761 * t_0), abs(x), Float64(Float64(t_2 * 0.0140005442) * t_0)), fma(t_0, 0.2909738639, 0.7715471019)), 1.0))) t_4 = Float64(Float64(fma(t_0, fma(abs(x), fma(Float64(0.0072644182 * t_0), abs(x), Float64(Float64(t_2 * 0.0005064034) * t_0)), fma(t_0, 0.0424060604, 0.1049934947)), 1.0) / t_3) * abs(x)) tmp = 0.0 if (abs(x) <= 50000.0) tmp = Float64(Float64(1.0 + Float64(Float64(Float64(Float64(0.0001789971 / t_3) * t_1) * abs(x)) / t_4)) * t_4); 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[Power[t$95$0, 5.0], $MachinePrecision]}, Block[{t$95$2 = N[(t$95$0 * N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[Power[t$95$0, 6.0], $MachinePrecision] * 0.0003579942 + N[(0.0008327945 * t$95$1 + N[(t$95$0 * N[(N[Abs[x], $MachinePrecision] * N[(N[(0.0694555761 * t$95$0), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(N[(t$95$2 * 0.0140005442), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(t$95$0 * 0.2909738639 + 0.7715471019), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(N[(N[(t$95$0 * N[(N[Abs[x], $MachinePrecision] * N[(N[(0.0072644182 * t$95$0), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(N[(t$95$2 * 0.0005064034), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(t$95$0 * 0.0424060604 + 0.1049934947), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / t$95$3), $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], 50000.0], N[(N[(1.0 + N[(N[(N[(N[(0.0001789971 / t$95$3), $MachinePrecision] * t$95$1), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision] / t$95$4), $MachinePrecision]), $MachinePrecision] * t$95$4), $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}^{5}\\
t_2 := t\_0 \cdot \left|x\right|\\
t_3 := \mathsf{fma}\left({t\_0}^{6}, 0.0003579942, \mathsf{fma}\left(0.0008327945, t\_1, \mathsf{fma}\left(t\_0, \mathsf{fma}\left(\left|x\right|, \mathsf{fma}\left(0.0694555761 \cdot t\_0, \left|x\right|, \left(t\_2 \cdot 0.0140005442\right) \cdot t\_0\right), \mathsf{fma}\left(t\_0, 0.2909738639, 0.7715471019\right)\right), 1\right)\right)\right)\\
t_4 := \frac{\mathsf{fma}\left(t\_0, \mathsf{fma}\left(\left|x\right|, \mathsf{fma}\left(0.0072644182 \cdot t\_0, \left|x\right|, \left(t\_2 \cdot 0.0005064034\right) \cdot t\_0\right), \mathsf{fma}\left(t\_0, 0.0424060604, 0.1049934947\right)\right), 1\right)}{t\_3} \cdot \left|x\right|\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 50000:\\
\;\;\;\;\left(1 + \frac{\left(\frac{0.0001789971}{t\_3} \cdot t\_1\right) \cdot \left|x\right|}{t\_4}\right) \cdot t\_4\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 5e4Initial program 55.2%
Applied rewrites21.7%
Applied rewrites55.2%
if 5e4 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f6450.4%
Applied rewrites50.4%
(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) 1.35)
(/
(*
(fma
t_2
0.0001789971
(fma
t_0
(fma
(fabs x)
(fma (* 0.0072644182 t_0) (fabs x) (* (* t_1 0.0005064034) t_0))
(fma t_0 0.0424060604 0.1049934947))
1.0))
(fabs x))
(fma
(pow t_0 6.0)
0.0003579942
(fma
0.0008327945
t_2
(fma
t_0
(fma
(fabs x)
(fma (* 0.0694555761 t_0) (fabs x) (* (* t_1 0.0140005442) t_0))
(fma t_0 0.2909738639 0.7715471019))
1.0))))
(/ (- (/ 0.2514179000665374 t_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) <= 1.35) {
tmp = (fma(t_2, 0.0001789971, fma(t_0, fma(fabs(x), fma((0.0072644182 * t_0), fabs(x), ((t_1 * 0.0005064034) * t_0)), fma(t_0, 0.0424060604, 0.1049934947)), 1.0)) * fabs(x)) / fma(pow(t_0, 6.0), 0.0003579942, fma(0.0008327945, t_2, fma(t_0, fma(fabs(x), fma((0.0694555761 * t_0), fabs(x), ((t_1 * 0.0140005442) * t_0)), fma(t_0, 0.2909738639, 0.7715471019)), 1.0)));
} 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)) t_1 = Float64(t_0 * abs(x)) t_2 = abs(x) ^ 10.0 tmp = 0.0 if (abs(x) <= 1.35) tmp = Float64(Float64(fma(t_2, 0.0001789971, fma(t_0, fma(abs(x), fma(Float64(0.0072644182 * t_0), abs(x), Float64(Float64(t_1 * 0.0005064034) * t_0)), fma(t_0, 0.0424060604, 0.1049934947)), 1.0)) * abs(x)) / fma((t_0 ^ 6.0), 0.0003579942, fma(0.0008327945, t_2, fma(t_0, fma(abs(x), fma(Float64(0.0694555761 * t_0), abs(x), Float64(Float64(t_1 * 0.0140005442) * t_0)), fma(t_0, 0.2909738639, 0.7715471019)), 1.0)))); 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]}, 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], 1.35], N[(N[(N[(t$95$2 * 0.0001789971 + N[(t$95$0 * N[(N[Abs[x], $MachinePrecision] * N[(N[(0.0072644182 * t$95$0), $MachinePrecision] * N[Abs[x], $MachinePrecision] + N[(N[(t$95$1 * 0.0005064034), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(t$95$0 * 0.0424060604 + 0.1049934947), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision] / N[(N[Power[t$95$0, 6.0], $MachinePrecision] * 0.0003579942 + 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[(t$95$1 * 0.0140005442), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(t$95$0 * 0.2909738639 + 0.7715471019), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $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|\\
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 1.35:\\
\;\;\;\;\frac{\mathsf{fma}\left(t\_2, 0.0001789971, \mathsf{fma}\left(t\_0, \mathsf{fma}\left(\left|x\right|, \mathsf{fma}\left(0.0072644182 \cdot t\_0, \left|x\right|, \left(t\_1 \cdot 0.0005064034\right) \cdot t\_0\right), \mathsf{fma}\left(t\_0, 0.0424060604, 0.1049934947\right)\right), 1\right)\right) \cdot \left|x\right|}{\mathsf{fma}\left({t\_0}^{6}, 0.0003579942, \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(t\_1 \cdot 0.0140005442\right) \cdot t\_0\right), \mathsf{fma}\left(t\_0, 0.2909738639, 0.7715471019\right)\right), 1\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.2514179000665374}{t\_0} - -0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1.3500000000000001Initial program 55.2%
Applied rewrites21.7%
Applied rewrites55.2%
Taylor expanded in x around 0
lower-pow.f6455.2%
Applied rewrites55.2%
Taylor expanded in x around 0
lower-pow.f6455.2%
Applied rewrites55.2%
if 1.3500000000000001 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites50.2%
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-eval50.2%
Applied rewrites50.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x)))
(t_1
(*
t_0
(fma
t_0
(fma t_0 -0.0732490286039007 0.265709700396151)
-0.6665536072))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.52)
(* (/ (- (* t_1 t_1) (* 1.0 1.0)) (- t_1 1.0)) (fabs x))
(/ (- (/ 0.2514179000665374 t_0) -0.5) (fabs x))))))double code(double x) {
double t_0 = fabs(x) * fabs(x);
double t_1 = t_0 * fma(t_0, fma(t_0, -0.0732490286039007, 0.265709700396151), -0.6665536072);
double tmp;
if (fabs(x) <= 1.52) {
tmp = (((t_1 * t_1) - (1.0 * 1.0)) / (t_1 - 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)) t_1 = Float64(t_0 * fma(t_0, fma(t_0, -0.0732490286039007, 0.265709700396151), -0.6665536072)) tmp = 0.0 if (abs(x) <= 1.52) tmp = Float64(Float64(Float64(Float64(t_1 * t_1) - Float64(1.0 * 1.0)) / Float64(t_1 - 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]}, Block[{t$95$1 = N[(t$95$0 * N[(t$95$0 * N[(t$95$0 * -0.0732490286039007 + 0.265709700396151), $MachinePrecision] + -0.6665536072), $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], 1.52], N[(N[(N[(N[(t$95$1 * t$95$1), $MachinePrecision] - N[(1.0 * 1.0), $MachinePrecision]), $MachinePrecision] / N[(t$95$1 - 1.0), $MachinePrecision]), $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|\\
t_1 := t\_0 \cdot \mathsf{fma}\left(t\_0, \mathsf{fma}\left(t\_0, -0.0732490286039007, 0.265709700396151\right), -0.6665536072\right)\\
\mathsf{copysign}\left(1, x\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x\right| \leq 1.52:\\
\;\;\;\;\frac{t\_1 \cdot t\_1 - 1 \cdot 1}{t\_1 - 1} \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.2514179000665374}{t\_0} - -0.5}{\left|x\right|}\\
\end{array}
\end{array}
if x < 1.52Initial program 55.2%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites51.5%
lift-+.f64N/A
+-commutativeN/A
flip-+N/A
lower-unsound-/.f64N/A
Applied rewrites51.0%
if 1.52 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites50.2%
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-eval50.2%
Applied rewrites50.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.52)
(*
(fma
(fma t_0 (fma t_0 -0.0732490286039007 0.265709700396151) -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) <= 1.52) {
tmp = fma(fma(t_0, fma(t_0, -0.0732490286039007, 0.265709700396151), -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) <= 1.52) tmp = Float64(fma(fma(t_0, fma(t_0, -0.0732490286039007, 0.265709700396151), -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], 1.52], N[(N[(N[(t$95$0 * N[(t$95$0 * -0.0732490286039007 + 0.265709700396151), $MachinePrecision] + -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 1.52:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(t\_0, \mathsf{fma}\left(t\_0, -0.0732490286039007, 0.265709700396151\right), -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 < 1.52Initial program 55.2%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites51.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-pow.f64N/A
pow2N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6451.5%
Applied rewrites51.5%
if 1.52 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites50.2%
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-eval50.2%
Applied rewrites50.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.1)
(* (fma (fma t_0 0.265709700396151 -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(t_0, 0.265709700396151, -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(t_0, 0.265709700396151, -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[(t$95$0 * 0.265709700396151 + -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(t\_0, 0.265709700396151, -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 55.2%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites51.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-pow.f64N/A
pow2N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6451.5%
Applied rewrites51.5%
Taylor expanded in x around 0
Applied rewrites52.2%
if 1.1000000000000001 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites50.2%
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-eval50.2%
Applied rewrites50.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (fabs x) (fabs x))))
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.22)
(* (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) <= 1.22) {
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) <= 1.22) 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], 1.22], 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 1.22:\\
\;\;\;\;\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 < 1.22Initial program 55.2%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites51.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-pow.f64N/A
pow2N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6451.5%
Applied rewrites51.5%
Taylor expanded in x around 0
Applied rewrites51.4%
if 1.22 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f64N/A
Applied rewrites50.2%
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-eval50.2%
Applied rewrites50.2%
(FPCore (x)
:precision binary64
(*
(copysign 1.0 x)
(if (<= (fabs x) 1.22)
(* (fma -0.6665536072 (* (fabs x) (fabs x)) 1.0) (fabs x))
(/ 0.5 (fabs x)))))double code(double x) {
double tmp;
if (fabs(x) <= 1.22) {
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) <= 1.22) 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], 1.22], 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 1.22:\\
\;\;\;\;\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 < 1.22Initial program 55.2%
Taylor expanded in x around 0
lower-+.f64N/A
Applied rewrites51.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-pow.f64N/A
pow2N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6451.5%
Applied rewrites51.5%
Taylor expanded in x around 0
Applied rewrites51.4%
if 1.22 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f6450.4%
Applied rewrites50.4%
(FPCore (x) :precision binary64 (* (copysign 1.0 x) (if (<= (fabs x) 0.7) (* 1.0 (fabs x)) (/ 0.5 (fabs x)))))
double code(double x) {
double tmp;
if (fabs(x) <= 0.7) {
tmp = 1.0 * fabs(x);
} else {
tmp = 0.5 / fabs(x);
}
return copysign(1.0, x) * tmp;
}
public static double code(double x) {
double tmp;
if (Math.abs(x) <= 0.7) {
tmp = 1.0 * Math.abs(x);
} else {
tmp = 0.5 / Math.abs(x);
}
return Math.copySign(1.0, x) * tmp;
}
def code(x): tmp = 0 if math.fabs(x) <= 0.7: tmp = 1.0 * math.fabs(x) else: tmp = 0.5 / math.fabs(x) return math.copysign(1.0, x) * tmp
function code(x) tmp = 0.0 if (abs(x) <= 0.7) tmp = Float64(1.0 * abs(x)); else tmp = Float64(0.5 / abs(x)); end return Float64(copysign(1.0, x) * tmp) end
function tmp_2 = code(x) tmp = 0.0; if (abs(x) <= 0.7) tmp = 1.0 * abs(x); else tmp = 0.5 / abs(x); end tmp_2 = (sign(x) * abs(1.0)) * 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], 0.7], N[(1.0 * 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 0.7:\\
\;\;\;\;1 \cdot \left|x\right|\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\left|x\right|}\\
\end{array}
if x < 0.69999999999999996Initial program 55.2%
Taylor expanded in x around inf
lower-/.f64N/A
lower-pow.f6427.6%
Applied rewrites27.6%
Taylor expanded in x around 0
Applied rewrites52.5%
if 0.69999999999999996 < x Initial program 55.2%
Taylor expanded in x around inf
lower-/.f6450.4%
Applied rewrites50.4%
(FPCore (x) :precision binary64 (* 1.0 x))
double code(double x) {
return 1.0 * 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 = 1.0d0 * x
end function
public static double code(double x) {
return 1.0 * x;
}
def code(x): return 1.0 * x
function code(x) return Float64(1.0 * x) end
function tmp = code(x) tmp = 1.0 * x; end
code[x_] := N[(1.0 * x), $MachinePrecision]
1 \cdot x
Initial program 55.2%
Taylor expanded in x around inf
lower-/.f64N/A
lower-pow.f6427.6%
Applied rewrites27.6%
Taylor expanded in x around 0
Applied rewrites52.5%
herbie shell --seed 2025209
(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))