
(FPCore (x.re x.im) :precision binary64 (+ (* (- (* x.re x.re) (* x.im x.im)) x.im) (* (+ (* x.re x.im) (* x.im x.re)) x.re)))
double code(double x_46_re, double x_46_im) {
return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
}
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_46re, x_46im)
use fmin_fmax_functions
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
code = (((x_46re * x_46re) - (x_46im * x_46im)) * x_46im) + (((x_46re * x_46im) + (x_46im * x_46re)) * x_46re)
end function
public static double code(double x_46_re, double x_46_im) {
return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
}
def code(x_46_re, x_46_im): return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re)
function code(x_46_re, x_46_im) return Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im * x_46_im)) * x_46_im) + Float64(Float64(Float64(x_46_re * x_46_im) + Float64(x_46_im * x_46_re)) * x_46_re)) end
function tmp = code(x_46_re, x_46_im) tmp = (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re); end
code[x$46$re_, x$46$im_] := N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision] * x$46$im), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im), $MachinePrecision] + N[(x$46$im * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x.re x.im) :precision binary64 (+ (* (- (* x.re x.re) (* x.im x.im)) x.im) (* (+ (* x.re x.im) (* x.im x.re)) x.re)))
double code(double x_46_re, double x_46_im) {
return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
}
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_46re, x_46im)
use fmin_fmax_functions
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
code = (((x_46re * x_46re) - (x_46im * x_46im)) * x_46im) + (((x_46re * x_46im) + (x_46im * x_46re)) * x_46re)
end function
public static double code(double x_46_re, double x_46_im) {
return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
}
def code(x_46_re, x_46_im): return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re)
function code(x_46_re, x_46_im) return Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im * x_46_im)) * x_46_im) + Float64(Float64(Float64(x_46_re * x_46_im) + Float64(x_46_im * x_46_re)) * x_46_re)) end
function tmp = code(x_46_re, x_46_im) tmp = (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re); end
code[x$46$re_, x$46$im_] := N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision] * x$46$im), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im), $MachinePrecision] + N[(x$46$im * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re
\end{array}
x.im\_m = (fabs.f64 x.im)
x.im\_s = (copysign.f64 #s(literal 1 binary64) x.im)
(FPCore (x.im_s x.re x.im_m)
:precision binary64
(let* ((t_0 (* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m))
(t_1 (+ t_0 (* (+ (* x.re x.im_m) (* x.im_m x.re)) x.re))))
(*
x.im_s
(if (<= t_1 1e+281)
(+ t_0 (* (* x.re (+ x.im_m x.im_m)) x.re))
(if (<= t_1 INFINITY)
(* 3.0 (* (* x.re x.im_m) x.re))
(* x.im_m (fma (+ x.re x.im_m) (- x.re x.im_m) 2.0)))))))x.im\_m = fabs(x_46_im);
x.im\_s = copysign(1.0, x_46_im);
double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double t_0 = ((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m;
double t_1 = t_0 + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
double tmp;
if (t_1 <= 1e+281) {
tmp = t_0 + ((x_46_re * (x_46_im_m + x_46_im_m)) * x_46_re);
} else if (t_1 <= ((double) INFINITY)) {
tmp = 3.0 * ((x_46_re * x_46_im_m) * x_46_re);
} else {
tmp = x_46_im_m * fma((x_46_re + x_46_im_m), (x_46_re - x_46_im_m), 2.0);
}
return x_46_im_s * tmp;
}
x.im\_m = abs(x_46_im) x.im\_s = copysign(1.0, x_46_im) function code(x_46_im_s, x_46_re, x_46_im_m) t_0 = Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m) t_1 = Float64(t_0 + Float64(Float64(Float64(x_46_re * x_46_im_m) + Float64(x_46_im_m * x_46_re)) * x_46_re)) tmp = 0.0 if (t_1 <= 1e+281) tmp = Float64(t_0 + Float64(Float64(x_46_re * Float64(x_46_im_m + x_46_im_m)) * x_46_re)); elseif (t_1 <= Inf) tmp = Float64(3.0 * Float64(Float64(x_46_re * x_46_im_m) * x_46_re)); else tmp = Float64(x_46_im_m * fma(Float64(x_46_re + x_46_im_m), Float64(x_46_re - x_46_im_m), 2.0)); end return Float64(x_46_im_s * tmp) end
x.im\_m = N[Abs[x$46$im], $MachinePrecision]
x.im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$46$im$95$s_, x$46$re_, x$46$im$95$m_] := Block[{t$95$0 = N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im$95$m * x$46$im$95$m), $MachinePrecision]), $MachinePrecision] * x$46$im$95$m), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 + N[(N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]}, N[(x$46$im$95$s * If[LessEqual[t$95$1, 1e+281], N[(t$95$0 + N[(N[(x$46$re * N[(x$46$im$95$m + x$46$im$95$m), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, Infinity], N[(3.0 * N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision], N[(x$46$im$95$m * N[(N[(x$46$re + x$46$im$95$m), $MachinePrecision] * N[(x$46$re - x$46$im$95$m), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]]
\begin{array}{l}
x.im\_m = \left|x.im\right|
\\
x.im\_s = \mathsf{copysign}\left(1, x.im\right)
\\
\begin{array}{l}
t_0 := \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m\\
t_1 := t\_0 + \left(x.re \cdot x.im\_m + x.im\_m \cdot x.re\right) \cdot x.re\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_1 \leq 10^{+281}:\\
\;\;\;\;t\_0 + \left(x.re \cdot \left(x.im\_m + x.im\_m\right)\right) \cdot x.re\\
\mathbf{elif}\;t\_1 \leq \infty:\\
\;\;\;\;3 \cdot \left(\left(x.re \cdot x.im\_m\right) \cdot x.re\right)\\
\mathbf{else}:\\
\;\;\;\;x.im\_m \cdot \mathsf{fma}\left(x.re + x.im\_m, x.re - x.im\_m, 2\right)\\
\end{array}
\end{array}
\end{array}
if (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < 1e281Initial program 97.1%
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
distribute-lft-outN/A
lower-*.f64N/A
lower-+.f6497.1
Applied rewrites97.1%
if 1e281 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < +inf.0Initial program 84.2%
Taylor expanded in x.re around inf
Applied rewrites63.1%
Applied rewrites63.2%
if +inf.0 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) Initial program 0.0%
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
lower--.f6425.9
Applied rewrites25.9%
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
distribute-rgt-outN/A
lower-fma.f64N/A
distribute-rgt-outN/A
lift-+.f64N/A
lower-*.f6425.9
lift-+.f64N/A
+-commutativeN/A
lower-+.f6425.9
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-inN/A
lift-+.f64N/A
*-commutativeN/A
Applied rewrites100.0%
Taylor expanded in x.re around 0
Applied rewrites100.0%
x.im\_m = (fabs.f64 x.im)
x.im\_s = (copysign.f64 #s(literal 1 binary64) x.im)
(FPCore (x.im_s x.re x.im_m)
:precision binary64
(let* ((t_0
(+
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m)
(* (+ (* x.re x.im_m) (* x.im_m x.re)) x.re))))
(*
x.im_s
(if (<= t_0 2e+65)
(fma (* (* x.re x.re) 3.0) x.im_m (* (* (- x.im_m) x.im_m) x.im_m))
(if (<= t_0 INFINITY)
(* 3.0 (* (* x.re x.im_m) x.re))
(* x.im_m (fma (+ x.re x.im_m) (- x.re x.im_m) 2.0)))))))x.im\_m = fabs(x_46_im);
x.im\_s = copysign(1.0, x_46_im);
double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
double tmp;
if (t_0 <= 2e+65) {
tmp = fma(((x_46_re * x_46_re) * 3.0), x_46_im_m, ((-x_46_im_m * x_46_im_m) * x_46_im_m));
} else if (t_0 <= ((double) INFINITY)) {
tmp = 3.0 * ((x_46_re * x_46_im_m) * x_46_re);
} else {
tmp = x_46_im_m * fma((x_46_re + x_46_im_m), (x_46_re - x_46_im_m), 2.0);
}
return x_46_im_s * tmp;
}
x.im\_m = abs(x_46_im) x.im\_s = copysign(1.0, x_46_im) function code(x_46_im_s, x_46_re, x_46_im_m) t_0 = Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m) + Float64(Float64(Float64(x_46_re * x_46_im_m) + Float64(x_46_im_m * x_46_re)) * x_46_re)) tmp = 0.0 if (t_0 <= 2e+65) tmp = fma(Float64(Float64(x_46_re * x_46_re) * 3.0), x_46_im_m, Float64(Float64(Float64(-x_46_im_m) * x_46_im_m) * x_46_im_m)); elseif (t_0 <= Inf) tmp = Float64(3.0 * Float64(Float64(x_46_re * x_46_im_m) * x_46_re)); else tmp = Float64(x_46_im_m * fma(Float64(x_46_re + x_46_im_m), Float64(x_46_re - x_46_im_m), 2.0)); end return Float64(x_46_im_s * tmp) end
x.im\_m = N[Abs[x$46$im], $MachinePrecision]
x.im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$46$im$95$s_, x$46$re_, x$46$im$95$m_] := Block[{t$95$0 = N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im$95$m * x$46$im$95$m), $MachinePrecision]), $MachinePrecision] * x$46$im$95$m), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]}, N[(x$46$im$95$s * If[LessEqual[t$95$0, 2e+65], N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] * 3.0), $MachinePrecision] * x$46$im$95$m + N[(N[((-x$46$im$95$m) * x$46$im$95$m), $MachinePrecision] * x$46$im$95$m), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, Infinity], N[(3.0 * N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision], N[(x$46$im$95$m * N[(N[(x$46$re + x$46$im$95$m), $MachinePrecision] * N[(x$46$re - x$46$im$95$m), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
\begin{array}{l}
x.im\_m = \left|x.im\right|
\\
x.im\_s = \mathsf{copysign}\left(1, x.im\right)
\\
\begin{array}{l}
t_0 := \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m + \left(x.re \cdot x.im\_m + x.im\_m \cdot x.re\right) \cdot x.re\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq 2 \cdot 10^{+65}:\\
\;\;\;\;\mathsf{fma}\left(\left(x.re \cdot x.re\right) \cdot 3, x.im\_m, \left(\left(-x.im\_m\right) \cdot x.im\_m\right) \cdot x.im\_m\right)\\
\mathbf{elif}\;t\_0 \leq \infty:\\
\;\;\;\;3 \cdot \left(\left(x.re \cdot x.im\_m\right) \cdot x.re\right)\\
\mathbf{else}:\\
\;\;\;\;x.im\_m \cdot \mathsf{fma}\left(x.re + x.im\_m, x.re - x.im\_m, 2\right)\\
\end{array}
\end{array}
\end{array}
if (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < 2e65Initial program 96.8%
Taylor expanded in x.re around 0
Applied rewrites96.7%
Applied rewrites93.5%
if 2e65 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < +inf.0Initial program 88.4%
Taylor expanded in x.re around inf
Applied rewrites59.6%
Applied rewrites59.7%
if +inf.0 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) Initial program 0.0%
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
lower--.f6425.9
Applied rewrites25.9%
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
distribute-rgt-outN/A
lower-fma.f64N/A
distribute-rgt-outN/A
lift-+.f64N/A
lower-*.f6425.9
lift-+.f64N/A
+-commutativeN/A
lower-+.f6425.9
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-inN/A
lift-+.f64N/A
*-commutativeN/A
Applied rewrites100.0%
Taylor expanded in x.re around 0
Applied rewrites100.0%
x.im\_m = (fabs.f64 x.im)
x.im\_s = (copysign.f64 #s(literal 1 binary64) x.im)
(FPCore (x.im_s x.re x.im_m)
:precision binary64
(let* ((t_0
(+
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m)
(* (+ (* x.re x.im_m) (* x.im_m x.re)) x.re))))
(*
x.im_s
(if (<= t_0 2e+65)
(* (fma (* 3.0 x.re) x.re (* (- x.im_m) x.im_m)) x.im_m)
(if (<= t_0 INFINITY)
(* 3.0 (* (* x.re x.im_m) x.re))
(* x.im_m (fma (+ x.re x.im_m) (- x.re x.im_m) 2.0)))))))x.im\_m = fabs(x_46_im);
x.im\_s = copysign(1.0, x_46_im);
double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
double tmp;
if (t_0 <= 2e+65) {
tmp = fma((3.0 * x_46_re), x_46_re, (-x_46_im_m * x_46_im_m)) * x_46_im_m;
} else if (t_0 <= ((double) INFINITY)) {
tmp = 3.0 * ((x_46_re * x_46_im_m) * x_46_re);
} else {
tmp = x_46_im_m * fma((x_46_re + x_46_im_m), (x_46_re - x_46_im_m), 2.0);
}
return x_46_im_s * tmp;
}
x.im\_m = abs(x_46_im) x.im\_s = copysign(1.0, x_46_im) function code(x_46_im_s, x_46_re, x_46_im_m) t_0 = Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m) + Float64(Float64(Float64(x_46_re * x_46_im_m) + Float64(x_46_im_m * x_46_re)) * x_46_re)) tmp = 0.0 if (t_0 <= 2e+65) tmp = Float64(fma(Float64(3.0 * x_46_re), x_46_re, Float64(Float64(-x_46_im_m) * x_46_im_m)) * x_46_im_m); elseif (t_0 <= Inf) tmp = Float64(3.0 * Float64(Float64(x_46_re * x_46_im_m) * x_46_re)); else tmp = Float64(x_46_im_m * fma(Float64(x_46_re + x_46_im_m), Float64(x_46_re - x_46_im_m), 2.0)); end return Float64(x_46_im_s * tmp) end
x.im\_m = N[Abs[x$46$im], $MachinePrecision]
x.im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$46$im$95$s_, x$46$re_, x$46$im$95$m_] := Block[{t$95$0 = N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im$95$m * x$46$im$95$m), $MachinePrecision]), $MachinePrecision] * x$46$im$95$m), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]}, N[(x$46$im$95$s * If[LessEqual[t$95$0, 2e+65], N[(N[(N[(3.0 * x$46$re), $MachinePrecision] * x$46$re + N[((-x$46$im$95$m) * x$46$im$95$m), $MachinePrecision]), $MachinePrecision] * x$46$im$95$m), $MachinePrecision], If[LessEqual[t$95$0, Infinity], N[(3.0 * N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision], N[(x$46$im$95$m * N[(N[(x$46$re + x$46$im$95$m), $MachinePrecision] * N[(x$46$re - x$46$im$95$m), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
\begin{array}{l}
x.im\_m = \left|x.im\right|
\\
x.im\_s = \mathsf{copysign}\left(1, x.im\right)
\\
\begin{array}{l}
t_0 := \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m + \left(x.re \cdot x.im\_m + x.im\_m \cdot x.re\right) \cdot x.re\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq 2 \cdot 10^{+65}:\\
\;\;\;\;\mathsf{fma}\left(3 \cdot x.re, x.re, \left(-x.im\_m\right) \cdot x.im\_m\right) \cdot x.im\_m\\
\mathbf{elif}\;t\_0 \leq \infty:\\
\;\;\;\;3 \cdot \left(\left(x.re \cdot x.im\_m\right) \cdot x.re\right)\\
\mathbf{else}:\\
\;\;\;\;x.im\_m \cdot \mathsf{fma}\left(x.re + x.im\_m, x.re - x.im\_m, 2\right)\\
\end{array}
\end{array}
\end{array}
if (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < 2e65Initial program 96.8%
Taylor expanded in x.re around 0
Applied rewrites96.7%
if 2e65 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < +inf.0Initial program 88.4%
Taylor expanded in x.re around inf
Applied rewrites59.6%
Applied rewrites59.7%
if +inf.0 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) Initial program 0.0%
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
lower--.f6425.9
Applied rewrites25.9%
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
distribute-rgt-outN/A
lower-fma.f64N/A
distribute-rgt-outN/A
lift-+.f64N/A
lower-*.f6425.9
lift-+.f64N/A
+-commutativeN/A
lower-+.f6425.9
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-inN/A
lift-+.f64N/A
*-commutativeN/A
Applied rewrites100.0%
Taylor expanded in x.re around 0
Applied rewrites100.0%
x.im\_m = (fabs.f64 x.im)
x.im\_s = (copysign.f64 #s(literal 1 binary64) x.im)
(FPCore (x.im_s x.re x.im_m)
:precision binary64
(let* ((t_0
(+
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m)
(* (+ (* x.re x.im_m) (* x.im_m x.re)) x.re))))
(*
x.im_s
(if (<= t_0 -5e-292)
(* (* (- x.im_m) x.im_m) x.im_m)
(if (<= t_0 INFINITY)
(* 3.0 (* (* x.re x.im_m) x.re))
(* x.im_m (fma (+ x.re x.im_m) (- x.re x.im_m) 2.0)))))))x.im\_m = fabs(x_46_im);
x.im\_s = copysign(1.0, x_46_im);
double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
double tmp;
if (t_0 <= -5e-292) {
tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m;
} else if (t_0 <= ((double) INFINITY)) {
tmp = 3.0 * ((x_46_re * x_46_im_m) * x_46_re);
} else {
tmp = x_46_im_m * fma((x_46_re + x_46_im_m), (x_46_re - x_46_im_m), 2.0);
}
return x_46_im_s * tmp;
}
x.im\_m = abs(x_46_im) x.im\_s = copysign(1.0, x_46_im) function code(x_46_im_s, x_46_re, x_46_im_m) t_0 = Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m) + Float64(Float64(Float64(x_46_re * x_46_im_m) + Float64(x_46_im_m * x_46_re)) * x_46_re)) tmp = 0.0 if (t_0 <= -5e-292) tmp = Float64(Float64(Float64(-x_46_im_m) * x_46_im_m) * x_46_im_m); elseif (t_0 <= Inf) tmp = Float64(3.0 * Float64(Float64(x_46_re * x_46_im_m) * x_46_re)); else tmp = Float64(x_46_im_m * fma(Float64(x_46_re + x_46_im_m), Float64(x_46_re - x_46_im_m), 2.0)); end return Float64(x_46_im_s * tmp) end
x.im\_m = N[Abs[x$46$im], $MachinePrecision]
x.im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$46$im$95$s_, x$46$re_, x$46$im$95$m_] := Block[{t$95$0 = N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im$95$m * x$46$im$95$m), $MachinePrecision]), $MachinePrecision] * x$46$im$95$m), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]}, N[(x$46$im$95$s * If[LessEqual[t$95$0, -5e-292], N[(N[((-x$46$im$95$m) * x$46$im$95$m), $MachinePrecision] * x$46$im$95$m), $MachinePrecision], If[LessEqual[t$95$0, Infinity], N[(3.0 * N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision], N[(x$46$im$95$m * N[(N[(x$46$re + x$46$im$95$m), $MachinePrecision] * N[(x$46$re - x$46$im$95$m), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
\begin{array}{l}
x.im\_m = \left|x.im\right|
\\
x.im\_s = \mathsf{copysign}\left(1, x.im\right)
\\
\begin{array}{l}
t_0 := \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m + \left(x.re \cdot x.im\_m + x.im\_m \cdot x.re\right) \cdot x.re\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq -5 \cdot 10^{-292}:\\
\;\;\;\;\left(\left(-x.im\_m\right) \cdot x.im\_m\right) \cdot x.im\_m\\
\mathbf{elif}\;t\_0 \leq \infty:\\
\;\;\;\;3 \cdot \left(\left(x.re \cdot x.im\_m\right) \cdot x.re\right)\\
\mathbf{else}:\\
\;\;\;\;x.im\_m \cdot \mathsf{fma}\left(x.re + x.im\_m, x.re - x.im\_m, 2\right)\\
\end{array}
\end{array}
\end{array}
if (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < -4.99999999999999981e-292Initial program 95.2%
Taylor expanded in x.re around 0
Applied rewrites95.1%
Taylor expanded in x.re around 0
Applied rewrites49.2%
if -4.99999999999999981e-292 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < +inf.0Initial program 93.2%
Taylor expanded in x.re around inf
Applied rewrites72.7%
Applied rewrites72.8%
if +inf.0 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) Initial program 0.0%
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
lower--.f6425.9
Applied rewrites25.9%
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
distribute-rgt-outN/A
lower-fma.f64N/A
distribute-rgt-outN/A
lift-+.f64N/A
lower-*.f6425.9
lift-+.f64N/A
+-commutativeN/A
lower-+.f6425.9
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-inN/A
lift-+.f64N/A
*-commutativeN/A
Applied rewrites100.0%
Taylor expanded in x.re around 0
Applied rewrites100.0%
x.im\_m = (fabs.f64 x.im)
x.im\_s = (copysign.f64 #s(literal 1 binary64) x.im)
(FPCore (x.im_s x.re x.im_m)
:precision binary64
(let* ((t_0
(+
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m)
(* (+ (* x.re x.im_m) (* x.im_m x.re)) x.re))))
(*
x.im_s
(if (or (<= t_0 -5e-292) (not (<= t_0 INFINITY)))
(* (* (- x.im_m) x.im_m) x.im_m)
(* 3.0 (* (* x.re x.im_m) x.re))))))x.im\_m = fabs(x_46_im);
x.im\_s = copysign(1.0, x_46_im);
double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
double tmp;
if ((t_0 <= -5e-292) || !(t_0 <= ((double) INFINITY))) {
tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m;
} else {
tmp = 3.0 * ((x_46_re * x_46_im_m) * x_46_re);
}
return x_46_im_s * tmp;
}
x.im\_m = Math.abs(x_46_im);
x.im\_s = Math.copySign(1.0, x_46_im);
public static double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
double tmp;
if ((t_0 <= -5e-292) || !(t_0 <= Double.POSITIVE_INFINITY)) {
tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m;
} else {
tmp = 3.0 * ((x_46_re * x_46_im_m) * x_46_re);
}
return x_46_im_s * tmp;
}
x.im\_m = math.fabs(x_46_im) x.im\_s = math.copysign(1.0, x_46_im) def code(x_46_im_s, x_46_re, x_46_im_m): t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re) tmp = 0 if (t_0 <= -5e-292) or not (t_0 <= math.inf): tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m else: tmp = 3.0 * ((x_46_re * x_46_im_m) * x_46_re) return x_46_im_s * tmp
x.im\_m = abs(x_46_im) x.im\_s = copysign(1.0, x_46_im) function code(x_46_im_s, x_46_re, x_46_im_m) t_0 = Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m) + Float64(Float64(Float64(x_46_re * x_46_im_m) + Float64(x_46_im_m * x_46_re)) * x_46_re)) tmp = 0.0 if ((t_0 <= -5e-292) || !(t_0 <= Inf)) tmp = Float64(Float64(Float64(-x_46_im_m) * x_46_im_m) * x_46_im_m); else tmp = Float64(3.0 * Float64(Float64(x_46_re * x_46_im_m) * x_46_re)); end return Float64(x_46_im_s * tmp) end
x.im\_m = abs(x_46_im); x.im\_s = sign(x_46_im) * abs(1.0); function tmp_2 = code(x_46_im_s, x_46_re, x_46_im_m) t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re); tmp = 0.0; if ((t_0 <= -5e-292) || ~((t_0 <= Inf))) tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m; else tmp = 3.0 * ((x_46_re * x_46_im_m) * x_46_re); end tmp_2 = x_46_im_s * tmp; end
x.im\_m = N[Abs[x$46$im], $MachinePrecision]
x.im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$46$im$95$s_, x$46$re_, x$46$im$95$m_] := Block[{t$95$0 = N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im$95$m * x$46$im$95$m), $MachinePrecision]), $MachinePrecision] * x$46$im$95$m), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]}, N[(x$46$im$95$s * If[Or[LessEqual[t$95$0, -5e-292], N[Not[LessEqual[t$95$0, Infinity]], $MachinePrecision]], N[(N[((-x$46$im$95$m) * x$46$im$95$m), $MachinePrecision] * x$46$im$95$m), $MachinePrecision], N[(3.0 * N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
x.im\_m = \left|x.im\right|
\\
x.im\_s = \mathsf{copysign}\left(1, x.im\right)
\\
\begin{array}{l}
t_0 := \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m + \left(x.re \cdot x.im\_m + x.im\_m \cdot x.re\right) \cdot x.re\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq -5 \cdot 10^{-292} \lor \neg \left(t\_0 \leq \infty\right):\\
\;\;\;\;\left(\left(-x.im\_m\right) \cdot x.im\_m\right) \cdot x.im\_m\\
\mathbf{else}:\\
\;\;\;\;3 \cdot \left(\left(x.re \cdot x.im\_m\right) \cdot x.re\right)\\
\end{array}
\end{array}
\end{array}
if (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < -4.99999999999999981e-292 or +inf.0 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) Initial program 75.1%
Taylor expanded in x.re around 0
Applied rewrites90.7%
Taylor expanded in x.re around 0
Applied rewrites54.5%
if -4.99999999999999981e-292 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < +inf.0Initial program 93.2%
Taylor expanded in x.re around inf
Applied rewrites72.7%
Applied rewrites72.8%
Final simplification63.6%
x.im\_m = (fabs.f64 x.im)
x.im\_s = (copysign.f64 #s(literal 1 binary64) x.im)
(FPCore (x.im_s x.re x.im_m)
:precision binary64
(let* ((t_0
(+
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m)
(* (+ (* x.re x.im_m) (* x.im_m x.re)) x.re))))
(*
x.im_s
(if (or (<= t_0 -5e-292) (not (<= t_0 INFINITY)))
(* (* (- x.im_m) x.im_m) x.im_m)
(* (* x.im_m x.re) x.re)))))x.im\_m = fabs(x_46_im);
x.im\_s = copysign(1.0, x_46_im);
double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
double tmp;
if ((t_0 <= -5e-292) || !(t_0 <= ((double) INFINITY))) {
tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m;
} else {
tmp = (x_46_im_m * x_46_re) * x_46_re;
}
return x_46_im_s * tmp;
}
x.im\_m = Math.abs(x_46_im);
x.im\_s = Math.copySign(1.0, x_46_im);
public static double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
double tmp;
if ((t_0 <= -5e-292) || !(t_0 <= Double.POSITIVE_INFINITY)) {
tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m;
} else {
tmp = (x_46_im_m * x_46_re) * x_46_re;
}
return x_46_im_s * tmp;
}
x.im\_m = math.fabs(x_46_im) x.im\_s = math.copysign(1.0, x_46_im) def code(x_46_im_s, x_46_re, x_46_im_m): t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re) tmp = 0 if (t_0 <= -5e-292) or not (t_0 <= math.inf): tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m else: tmp = (x_46_im_m * x_46_re) * x_46_re return x_46_im_s * tmp
x.im\_m = abs(x_46_im) x.im\_s = copysign(1.0, x_46_im) function code(x_46_im_s, x_46_re, x_46_im_m) t_0 = Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m) + Float64(Float64(Float64(x_46_re * x_46_im_m) + Float64(x_46_im_m * x_46_re)) * x_46_re)) tmp = 0.0 if ((t_0 <= -5e-292) || !(t_0 <= Inf)) tmp = Float64(Float64(Float64(-x_46_im_m) * x_46_im_m) * x_46_im_m); else tmp = Float64(Float64(x_46_im_m * x_46_re) * x_46_re); end return Float64(x_46_im_s * tmp) end
x.im\_m = abs(x_46_im); x.im\_s = sign(x_46_im) * abs(1.0); function tmp_2 = code(x_46_im_s, x_46_re, x_46_im_m) t_0 = (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re); tmp = 0.0; if ((t_0 <= -5e-292) || ~((t_0 <= Inf))) tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m; else tmp = (x_46_im_m * x_46_re) * x_46_re; end tmp_2 = x_46_im_s * tmp; end
x.im\_m = N[Abs[x$46$im], $MachinePrecision]
x.im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$46$im$95$s_, x$46$re_, x$46$im$95$m_] := Block[{t$95$0 = N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im$95$m * x$46$im$95$m), $MachinePrecision]), $MachinePrecision] * x$46$im$95$m), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]}, N[(x$46$im$95$s * If[Or[LessEqual[t$95$0, -5e-292], N[Not[LessEqual[t$95$0, Infinity]], $MachinePrecision]], N[(N[((-x$46$im$95$m) * x$46$im$95$m), $MachinePrecision] * x$46$im$95$m), $MachinePrecision], N[(N[(x$46$im$95$m * x$46$re), $MachinePrecision] * x$46$re), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
x.im\_m = \left|x.im\right|
\\
x.im\_s = \mathsf{copysign}\left(1, x.im\right)
\\
\begin{array}{l}
t_0 := \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m + \left(x.re \cdot x.im\_m + x.im\_m \cdot x.re\right) \cdot x.re\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq -5 \cdot 10^{-292} \lor \neg \left(t\_0 \leq \infty\right):\\
\;\;\;\;\left(\left(-x.im\_m\right) \cdot x.im\_m\right) \cdot x.im\_m\\
\mathbf{else}:\\
\;\;\;\;\left(x.im\_m \cdot x.re\right) \cdot x.re\\
\end{array}
\end{array}
\end{array}
if (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < -4.99999999999999981e-292 or +inf.0 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) Initial program 75.1%
Taylor expanded in x.re around 0
Applied rewrites90.7%
Taylor expanded in x.re around 0
Applied rewrites54.5%
if -4.99999999999999981e-292 < (+.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.im) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.re)) < +inf.0Initial program 93.2%
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
lower--.f6499.8
Applied rewrites99.8%
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
distribute-rgt-outN/A
lower-fma.f64N/A
distribute-rgt-outN/A
lift-+.f64N/A
lower-*.f6499.8
lift-+.f64N/A
+-commutativeN/A
lower-+.f6499.8
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-inN/A
lift-+.f64N/A
*-commutativeN/A
Applied rewrites49.2%
Taylor expanded in x.re around inf
Applied rewrites43.4%
Applied rewrites44.2%
Final simplification49.3%
x.im\_m = (fabs.f64 x.im)
x.im\_s = (copysign.f64 #s(literal 1 binary64) x.im)
(FPCore (x.im_s x.re x.im_m)
:precision binary64
(*
x.im_s
(if (<= x.im_m 4e+50)
(+
(* (+ x.im_m x.re) (* (- x.re x.im_m) x.im_m))
(* (+ (* x.re x.im_m) (* x.im_m x.re)) x.re))
(* x.im_m (fma (+ x.re x.im_m) (- x.re x.im_m) 2.0)))))x.im\_m = fabs(x_46_im);
x.im\_s = copysign(1.0, x_46_im);
double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
double tmp;
if (x_46_im_m <= 4e+50) {
tmp = ((x_46_im_m + x_46_re) * ((x_46_re - x_46_im_m) * x_46_im_m)) + (((x_46_re * x_46_im_m) + (x_46_im_m * x_46_re)) * x_46_re);
} else {
tmp = x_46_im_m * fma((x_46_re + x_46_im_m), (x_46_re - x_46_im_m), 2.0);
}
return x_46_im_s * tmp;
}
x.im\_m = abs(x_46_im) x.im\_s = copysign(1.0, x_46_im) function code(x_46_im_s, x_46_re, x_46_im_m) tmp = 0.0 if (x_46_im_m <= 4e+50) tmp = Float64(Float64(Float64(x_46_im_m + x_46_re) * Float64(Float64(x_46_re - x_46_im_m) * x_46_im_m)) + Float64(Float64(Float64(x_46_re * x_46_im_m) + Float64(x_46_im_m * x_46_re)) * x_46_re)); else tmp = Float64(x_46_im_m * fma(Float64(x_46_re + x_46_im_m), Float64(x_46_re - x_46_im_m), 2.0)); end return Float64(x_46_im_s * tmp) end
x.im\_m = N[Abs[x$46$im], $MachinePrecision]
x.im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$46$im$95$s_, x$46$re_, x$46$im$95$m_] := N[(x$46$im$95$s * If[LessEqual[x$46$im$95$m, 4e+50], N[(N[(N[(x$46$im$95$m + x$46$re), $MachinePrecision] * N[(N[(x$46$re - x$46$im$95$m), $MachinePrecision] * x$46$im$95$m), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im$95$m), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision], N[(x$46$im$95$m * N[(N[(x$46$re + x$46$im$95$m), $MachinePrecision] * N[(x$46$re - x$46$im$95$m), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x.im\_m = \left|x.im\right|
\\
x.im\_s = \mathsf{copysign}\left(1, x.im\right)
\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;x.im\_m \leq 4 \cdot 10^{+50}:\\
\;\;\;\;\left(x.im\_m + x.re\right) \cdot \left(\left(x.re - x.im\_m\right) \cdot x.im\_m\right) + \left(x.re \cdot x.im\_m + x.im\_m \cdot x.re\right) \cdot x.re\\
\mathbf{else}:\\
\;\;\;\;x.im\_m \cdot \mathsf{fma}\left(x.re + x.im\_m, x.re - x.im\_m, 2\right)\\
\end{array}
\end{array}
if x.im < 4.0000000000000003e50Initial program 87.0%
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
lower--.f6496.2
Applied rewrites96.2%
if 4.0000000000000003e50 < x.im Initial program 74.5%
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
lower--.f6477.9
Applied rewrites77.9%
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
distribute-rgt-outN/A
lower-fma.f64N/A
distribute-rgt-outN/A
lift-+.f64N/A
lower-*.f6477.9
lift-+.f64N/A
+-commutativeN/A
lower-+.f6477.9
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-inN/A
lift-+.f64N/A
*-commutativeN/A
Applied rewrites100.0%
Taylor expanded in x.re around 0
Applied rewrites100.0%
x.im\_m = (fabs.f64 x.im) x.im\_s = (copysign.f64 #s(literal 1 binary64) x.im) (FPCore (x.im_s x.re x.im_m) :precision binary64 (* x.im_s (* (* x.im_m x.re) x.re)))
x.im\_m = fabs(x_46_im);
x.im\_s = copysign(1.0, x_46_im);
double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
return x_46_im_s * ((x_46_im_m * x_46_re) * x_46_re);
}
x.im\_m = private
x.im\_s = private
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x_46im_s, x_46re, x_46im_m)
use fmin_fmax_functions
real(8), intent (in) :: x_46im_s
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im_m
code = x_46im_s * ((x_46im_m * x_46re) * x_46re)
end function
x.im\_m = Math.abs(x_46_im);
x.im\_s = Math.copySign(1.0, x_46_im);
public static double code(double x_46_im_s, double x_46_re, double x_46_im_m) {
return x_46_im_s * ((x_46_im_m * x_46_re) * x_46_re);
}
x.im\_m = math.fabs(x_46_im) x.im\_s = math.copysign(1.0, x_46_im) def code(x_46_im_s, x_46_re, x_46_im_m): return x_46_im_s * ((x_46_im_m * x_46_re) * x_46_re)
x.im\_m = abs(x_46_im) x.im\_s = copysign(1.0, x_46_im) function code(x_46_im_s, x_46_re, x_46_im_m) return Float64(x_46_im_s * Float64(Float64(x_46_im_m * x_46_re) * x_46_re)) end
x.im\_m = abs(x_46_im); x.im\_s = sign(x_46_im) * abs(1.0); function tmp = code(x_46_im_s, x_46_re, x_46_im_m) tmp = x_46_im_s * ((x_46_im_m * x_46_re) * x_46_re); end
x.im\_m = N[Abs[x$46$im], $MachinePrecision]
x.im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$46$im$95$s_, x$46$re_, x$46$im$95$m_] := N[(x$46$im$95$s * N[(N[(x$46$im$95$m * x$46$re), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
x.im\_m = \left|x.im\right|
\\
x.im\_s = \mathsf{copysign}\left(1, x.im\right)
\\
x.im\_s \cdot \left(\left(x.im\_m \cdot x.re\right) \cdot x.re\right)
\end{array}
Initial program 84.2%
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
lower--.f6492.0
Applied rewrites92.0%
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
distribute-rgt-outN/A
lower-fma.f64N/A
distribute-rgt-outN/A
lift-+.f64N/A
lower-*.f6492.0
lift-+.f64N/A
+-commutativeN/A
lower-+.f6492.0
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-inN/A
lift-+.f64N/A
*-commutativeN/A
Applied rewrites60.0%
Taylor expanded in x.re around inf
Applied rewrites33.2%
Applied rewrites33.9%
(FPCore (x.re x.im) :precision binary64 (+ (* (* x.re x.im) (* 2.0 x.re)) (* (* x.im (- x.re x.im)) (+ x.re x.im))))
double code(double x_46_re, double x_46_im) {
return ((x_46_re * x_46_im) * (2.0 * x_46_re)) + ((x_46_im * (x_46_re - x_46_im)) * (x_46_re + x_46_im));
}
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_46re, x_46im)
use fmin_fmax_functions
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im
code = ((x_46re * x_46im) * (2.0d0 * x_46re)) + ((x_46im * (x_46re - x_46im)) * (x_46re + x_46im))
end function
public static double code(double x_46_re, double x_46_im) {
return ((x_46_re * x_46_im) * (2.0 * x_46_re)) + ((x_46_im * (x_46_re - x_46_im)) * (x_46_re + x_46_im));
}
def code(x_46_re, x_46_im): return ((x_46_re * x_46_im) * (2.0 * x_46_re)) + ((x_46_im * (x_46_re - x_46_im)) * (x_46_re + x_46_im))
function code(x_46_re, x_46_im) return Float64(Float64(Float64(x_46_re * x_46_im) * Float64(2.0 * x_46_re)) + Float64(Float64(x_46_im * Float64(x_46_re - x_46_im)) * Float64(x_46_re + x_46_im))) end
function tmp = code(x_46_re, x_46_im) tmp = ((x_46_re * x_46_im) * (2.0 * x_46_re)) + ((x_46_im * (x_46_re - x_46_im)) * (x_46_re + x_46_im)); end
code[x$46$re_, x$46$im_] := N[(N[(N[(x$46$re * x$46$im), $MachinePrecision] * N[(2.0 * x$46$re), $MachinePrecision]), $MachinePrecision] + N[(N[(x$46$im * N[(x$46$re - x$46$im), $MachinePrecision]), $MachinePrecision] * N[(x$46$re + x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x.re \cdot x.im\right) \cdot \left(2 \cdot x.re\right) + \left(x.im \cdot \left(x.re - x.im\right)\right) \cdot \left(x.re + x.im\right)
\end{array}
herbie shell --seed 2025019
(FPCore (x.re x.im)
:name "math.cube on complex, imaginary part"
:precision binary64
:alt
(! :herbie-platform default (+ (* (* x.re x.im) (* 2 x.re)) (* (* x.im (- x.re x.im)) (+ x.re x.im))))
(+ (* (- (* x.re x.re) (* x.im x.im)) x.im) (* (+ (* x.re x.im) (* x.im x.re)) x.re)))