
(FPCore (x.re x.im) :precision binary64 (- (* (- (* x.re x.re) (* x.im x.im)) x.re) (* (+ (* x.re x.im) (* x.im x.re)) x.im)))
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_re) - (((x_46_re * x_46_im) + (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_46re) - (x_46im * x_46im)) * x_46re) - (((x_46re * x_46im) + (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_re) - (x_46_im * x_46_im)) * x_46_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im);
}
def code(x_46_re, x_46_im): return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im)
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_re) - Float64(Float64(Float64(x_46_re * x_46_im) + Float64(x_46_im * x_46_re)) * x_46_im)) 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_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im); 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$46$re), $MachinePrecision] - N[(N[(N[(x$46$re * x$46$im), $MachinePrecision] + N[(x$46$im * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$im), $MachinePrecision]), $MachinePrecision]
\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x.re x.im) :precision binary64 (- (* (- (* x.re x.re) (* x.im x.im)) x.re) (* (+ (* x.re x.im) (* x.im x.re)) x.im)))
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_re) - (((x_46_re * x_46_im) + (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_46re) - (x_46im * x_46im)) * x_46re) - (((x_46re * x_46im) + (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_re) - (x_46_im * x_46_im)) * x_46_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im);
}
def code(x_46_re, x_46_im): return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im)
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_re) - Float64(Float64(Float64(x_46_re * x_46_im) + Float64(x_46_im * x_46_re)) * x_46_im)) 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_re) - (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_im); 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$46$re), $MachinePrecision] - N[(N[(N[(x$46$re * x$46$im), $MachinePrecision] + N[(x$46$im * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$im), $MachinePrecision]), $MachinePrecision]
\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.re - \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.im
(FPCore (x.re x.im)
:precision binary64
(*
(copysign 1.0 x.re)
(if (<= (fabs x.re) 4e+90)
(fma x.im (fma (* -3.0 x.im) (fabs x.re) 0.0) (pow (fabs x.re) 3.0))
(*
(fma (* -2.0 x.im) x.im (* (+ x.im (fabs x.re)) (- (fabs x.re) x.im)))
(fabs x.re)))))double code(double x_46_re, double x_46_im) {
double tmp;
if (fabs(x_46_re) <= 4e+90) {
tmp = fma(x_46_im, fma((-3.0 * x_46_im), fabs(x_46_re), 0.0), pow(fabs(x_46_re), 3.0));
} else {
tmp = fma((-2.0 * x_46_im), x_46_im, ((x_46_im + fabs(x_46_re)) * (fabs(x_46_re) - x_46_im))) * fabs(x_46_re);
}
return copysign(1.0, x_46_re) * tmp;
}
function code(x_46_re, x_46_im) tmp = 0.0 if (abs(x_46_re) <= 4e+90) tmp = fma(x_46_im, fma(Float64(-3.0 * x_46_im), abs(x_46_re), 0.0), (abs(x_46_re) ^ 3.0)); else tmp = Float64(fma(Float64(-2.0 * x_46_im), x_46_im, Float64(Float64(x_46_im + abs(x_46_re)) * Float64(abs(x_46_re) - x_46_im))) * abs(x_46_re)); end return Float64(copysign(1.0, x_46_re) * tmp) end
code[x$46$re_, x$46$im_] := N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$re]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x$46$re], $MachinePrecision], 4e+90], N[(x$46$im * N[(N[(-3.0 * x$46$im), $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision] + 0.0), $MachinePrecision] + N[Power[N[Abs[x$46$re], $MachinePrecision], 3.0], $MachinePrecision]), $MachinePrecision], N[(N[(N[(-2.0 * x$46$im), $MachinePrecision] * x$46$im + N[(N[(x$46$im + N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision] * N[(N[Abs[x$46$re], $MachinePrecision] - x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]
\mathsf{copysign}\left(1, x.re\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x.re\right| \leq 4 \cdot 10^{+90}:\\
\;\;\;\;\mathsf{fma}\left(x.im, \mathsf{fma}\left(-3 \cdot x.im, \left|x.re\right|, 0\right), {\left(\left|x.re\right|\right)}^{3}\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-2 \cdot x.im, x.im, \left(x.im + \left|x.re\right|\right) \cdot \left(\left|x.re\right| - x.im\right)\right) \cdot \left|x.re\right|\\
\end{array}
if x.re < 3.99999999999999987e90Initial program 82.5%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
fp-cancel-sign-sub-invN/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
distribute-rgt-neg-inN/A
Applied rewrites91.0%
Taylor expanded in x.im around 0
lower-fma.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-pow.f6488.1%
Applied rewrites88.1%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f6488.1%
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
distribute-rgt1-inN/A
metadata-evalN/A
mul0-lftN/A
mul0-lft88.1%
Applied rewrites88.1%
if 3.99999999999999987e90 < x.re Initial program 82.5%
Applied rewrites91.5%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
metadata-evalN/A
distribute-lft-neg-inN/A
count-2N/A
lift-+.f64N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-inN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
lift--.f64N/A
Applied rewrites94.1%
(FPCore (x.re x.im)
:precision binary64
(*
(copysign 1.0 x.re)
(if (<= (fabs x.re) 5e-60)
(fma
(* (* x.im 3.0) (fabs x.re))
(- x.im)
(* (* (fabs x.re) (fabs x.re)) (fabs x.re)))
(*
(fma (* -2.0 x.im) x.im (* (+ x.im (fabs x.re)) (- (fabs x.re) x.im)))
(fabs x.re)))))double code(double x_46_re, double x_46_im) {
double tmp;
if (fabs(x_46_re) <= 5e-60) {
tmp = fma(((x_46_im * 3.0) * fabs(x_46_re)), -x_46_im, ((fabs(x_46_re) * fabs(x_46_re)) * fabs(x_46_re)));
} else {
tmp = fma((-2.0 * x_46_im), x_46_im, ((x_46_im + fabs(x_46_re)) * (fabs(x_46_re) - x_46_im))) * fabs(x_46_re);
}
return copysign(1.0, x_46_re) * tmp;
}
function code(x_46_re, x_46_im) tmp = 0.0 if (abs(x_46_re) <= 5e-60) tmp = fma(Float64(Float64(x_46_im * 3.0) * abs(x_46_re)), Float64(-x_46_im), Float64(Float64(abs(x_46_re) * abs(x_46_re)) * abs(x_46_re))); else tmp = Float64(fma(Float64(-2.0 * x_46_im), x_46_im, Float64(Float64(x_46_im + abs(x_46_re)) * Float64(abs(x_46_re) - x_46_im))) * abs(x_46_re)); end return Float64(copysign(1.0, x_46_re) * tmp) end
code[x$46$re_, x$46$im_] := N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$re]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x$46$re], $MachinePrecision], 5e-60], N[(N[(N[(x$46$im * 3.0), $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision] * (-x$46$im) + N[(N[(N[Abs[x$46$re], $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-2.0 * x$46$im), $MachinePrecision] * x$46$im + N[(N[(x$46$im + N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision] * N[(N[Abs[x$46$re], $MachinePrecision] - x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]
\mathsf{copysign}\left(1, x.re\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x.re\right| \leq 5 \cdot 10^{-60}:\\
\;\;\;\;\mathsf{fma}\left(\left(x.im \cdot 3\right) \cdot \left|x.re\right|, -x.im, \left(\left|x.re\right| \cdot \left|x.re\right|\right) \cdot \left|x.re\right|\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-2 \cdot x.im, x.im, \left(x.im + \left|x.re\right|\right) \cdot \left(\left|x.re\right| - x.im\right)\right) \cdot \left|x.re\right|\\
\end{array}
if x.re < 5.0000000000000001e-60Initial program 82.5%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
*-commutativeN/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
distribute-lft-inN/A
*-commutativeN/A
distribute-lft-neg-inN/A
*-commutativeN/A
distribute-lft-neg-outN/A
associate-+l+N/A
*-commutativeN/A
Applied rewrites82.5%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f6488.1%
lift-*.f64N/A
*-commutativeN/A
lower-*.f6488.1%
Applied rewrites88.1%
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-neg.f64N/A
distribute-rgt-neg-outN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
distribute-rgt-neg-inN/A
lift-neg.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f6488.0%
Applied rewrites88.0%
if 5.0000000000000001e-60 < x.re Initial program 82.5%
Applied rewrites91.5%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
metadata-evalN/A
distribute-lft-neg-inN/A
count-2N/A
lift-+.f64N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-inN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
lift--.f64N/A
Applied rewrites94.1%
(FPCore (x.re x.im)
:precision binary64
(let* ((t_0 (* (fabs x.re) (fabs x.re))))
(*
(copysign 1.0 x.re)
(if (<= (fabs x.re) 1e-41)
(fma (* (* x.im 3.0) (fabs x.re)) (- x.im) (* t_0 (fabs x.re)))
(* (fabs x.re) (fma (* -3.0 x.im) x.im t_0))))))double code(double x_46_re, double x_46_im) {
double t_0 = fabs(x_46_re) * fabs(x_46_re);
double tmp;
if (fabs(x_46_re) <= 1e-41) {
tmp = fma(((x_46_im * 3.0) * fabs(x_46_re)), -x_46_im, (t_0 * fabs(x_46_re)));
} else {
tmp = fabs(x_46_re) * fma((-3.0 * x_46_im), x_46_im, t_0);
}
return copysign(1.0, x_46_re) * tmp;
}
function code(x_46_re, x_46_im) t_0 = Float64(abs(x_46_re) * abs(x_46_re)) tmp = 0.0 if (abs(x_46_re) <= 1e-41) tmp = fma(Float64(Float64(x_46_im * 3.0) * abs(x_46_re)), Float64(-x_46_im), Float64(t_0 * abs(x_46_re))); else tmp = Float64(abs(x_46_re) * fma(Float64(-3.0 * x_46_im), x_46_im, t_0)); end return Float64(copysign(1.0, x_46_re) * tmp) end
code[x$46$re_, x$46$im_] := Block[{t$95$0 = N[(N[Abs[x$46$re], $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$re]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x$46$re], $MachinePrecision], 1e-41], N[(N[(N[(x$46$im * 3.0), $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision] * (-x$46$im) + N[(t$95$0 * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[Abs[x$46$re], $MachinePrecision] * N[(N[(-3.0 * x$46$im), $MachinePrecision] * x$46$im + t$95$0), $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
t_0 := \left|x.re\right| \cdot \left|x.re\right|\\
\mathsf{copysign}\left(1, x.re\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x.re\right| \leq 10^{-41}:\\
\;\;\;\;\mathsf{fma}\left(\left(x.im \cdot 3\right) \cdot \left|x.re\right|, -x.im, t\_0 \cdot \left|x.re\right|\right)\\
\mathbf{else}:\\
\;\;\;\;\left|x.re\right| \cdot \mathsf{fma}\left(-3 \cdot x.im, x.im, t\_0\right)\\
\end{array}
\end{array}
if x.re < 1.00000000000000001e-41Initial program 82.5%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
*-commutativeN/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
distribute-lft-inN/A
*-commutativeN/A
distribute-lft-neg-inN/A
*-commutativeN/A
distribute-lft-neg-outN/A
associate-+l+N/A
*-commutativeN/A
Applied rewrites82.5%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f6488.1%
lift-*.f64N/A
*-commutativeN/A
lower-*.f6488.1%
Applied rewrites88.1%
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-neg.f64N/A
distribute-rgt-neg-outN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
distribute-rgt-neg-inN/A
lift-neg.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f6488.0%
Applied rewrites88.0%
if 1.00000000000000001e-41 < x.re Initial program 82.5%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
*-commutativeN/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
distribute-lft-inN/A
*-commutativeN/A
distribute-lft-neg-inN/A
*-commutativeN/A
distribute-lft-neg-outN/A
associate-+l+N/A
*-commutativeN/A
Applied rewrites82.5%
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
lift-*.f64N/A
lift-neg.f64N/A
distribute-lft-neg-outN/A
distribute-rgt-neg-outN/A
sub-flip-reverseN/A
lower--.f64N/A
lower-*.f64N/A
lower-*.f6487.7%
Applied rewrites87.7%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
distribute-lft-neg-outN/A
lift-neg.f64N/A
lift-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
sqr-neg-revN/A
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-outN/A
sqr-neg-revN/A
sqr-neg-revN/A
lift-*.f64N/A
Applied rewrites90.8%
(FPCore (x.re x.im)
:precision binary64
(let* ((t_0 (* x.im (fabs x.re))) (t_1 (* (fabs x.re) (fabs x.re))))
(*
(copysign 1.0 x.re)
(if (<=
(-
(* (- t_1 (* x.im x.im)) (fabs x.re))
(* (+ (* (fabs x.re) x.im) t_0) x.im))
5e-262)
(fma t_1 (fabs x.re) (* t_0 (* -3.0 x.im)))
(pow (fabs x.re) 3.0)))))double code(double x_46_re, double x_46_im) {
double t_0 = x_46_im * fabs(x_46_re);
double t_1 = fabs(x_46_re) * fabs(x_46_re);
double tmp;
if ((((t_1 - (x_46_im * x_46_im)) * fabs(x_46_re)) - (((fabs(x_46_re) * x_46_im) + t_0) * x_46_im)) <= 5e-262) {
tmp = fma(t_1, fabs(x_46_re), (t_0 * (-3.0 * x_46_im)));
} else {
tmp = pow(fabs(x_46_re), 3.0);
}
return copysign(1.0, x_46_re) * tmp;
}
function code(x_46_re, x_46_im) t_0 = Float64(x_46_im * abs(x_46_re)) t_1 = Float64(abs(x_46_re) * abs(x_46_re)) tmp = 0.0 if (Float64(Float64(Float64(t_1 - Float64(x_46_im * x_46_im)) * abs(x_46_re)) - Float64(Float64(Float64(abs(x_46_re) * x_46_im) + t_0) * x_46_im)) <= 5e-262) tmp = fma(t_1, abs(x_46_re), Float64(t_0 * Float64(-3.0 * x_46_im))); else tmp = abs(x_46_re) ^ 3.0; end return Float64(copysign(1.0, x_46_re) * tmp) end
code[x$46$re_, x$46$im_] := Block[{t$95$0 = N[(x$46$im * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[Abs[x$46$re], $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$re]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[(N[(N[(t$95$1 - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision] - N[(N[(N[(N[Abs[x$46$re], $MachinePrecision] * x$46$im), $MachinePrecision] + t$95$0), $MachinePrecision] * x$46$im), $MachinePrecision]), $MachinePrecision], 5e-262], N[(t$95$1 * N[Abs[x$46$re], $MachinePrecision] + N[(t$95$0 * N[(-3.0 * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[Power[N[Abs[x$46$re], $MachinePrecision], 3.0], $MachinePrecision]]), $MachinePrecision]]]
\begin{array}{l}
t_0 := x.im \cdot \left|x.re\right|\\
t_1 := \left|x.re\right| \cdot \left|x.re\right|\\
\mathsf{copysign}\left(1, x.re\right) \cdot \begin{array}{l}
\mathbf{if}\;\left(t\_1 - x.im \cdot x.im\right) \cdot \left|x.re\right| - \left(\left|x.re\right| \cdot x.im + t\_0\right) \cdot x.im \leq 5 \cdot 10^{-262}:\\
\;\;\;\;\mathsf{fma}\left(t\_1, \left|x.re\right|, t\_0 \cdot \left(-3 \cdot x.im\right)\right)\\
\mathbf{else}:\\
\;\;\;\;{\left(\left|x.re\right|\right)}^{3}\\
\end{array}
\end{array}
if (-.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.re) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.im)) < 4.99999999999999992e-262Initial program 82.5%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
*-commutativeN/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
distribute-lft-inN/A
*-commutativeN/A
distribute-lft-neg-inN/A
*-commutativeN/A
distribute-lft-neg-outN/A
associate-+l+N/A
*-commutativeN/A
Applied rewrites82.5%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f6488.1%
lift-*.f64N/A
*-commutativeN/A
lower-*.f6488.1%
Applied rewrites88.1%
lift-*.f64N/A
*-commutativeN/A
lower-*.f6488.1%
lift-*.f64N/A
*-commutativeN/A
lower-*.f6488.1%
lift-*.f64N/A
lift-neg.f64N/A
distribute-rgt-neg-outN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-eval88.1%
Applied rewrites88.1%
if 4.99999999999999992e-262 < (-.f64 (*.f64 (-.f64 (*.f64 x.re x.re) (*.f64 x.im x.im)) x.re) (*.f64 (+.f64 (*.f64 x.re x.im) (*.f64 x.im x.re)) x.im)) Initial program 82.5%
Taylor expanded in x.re around inf
lower-pow.f6458.9%
Applied rewrites58.9%
(FPCore (x.re x.im)
:precision binary64
(*
(copysign 1.0 x.re)
(if (<= (fabs x.re) 2e+221)
(* (fabs x.re) (fma (fabs x.re) (fabs x.re) (* -3.0 (* x.im x.im))))
(* (* (fabs x.re) (fabs x.re)) (fabs x.re)))))double code(double x_46_re, double x_46_im) {
double tmp;
if (fabs(x_46_re) <= 2e+221) {
tmp = fabs(x_46_re) * fma(fabs(x_46_re), fabs(x_46_re), (-3.0 * (x_46_im * x_46_im)));
} else {
tmp = (fabs(x_46_re) * fabs(x_46_re)) * fabs(x_46_re);
}
return copysign(1.0, x_46_re) * tmp;
}
function code(x_46_re, x_46_im) tmp = 0.0 if (abs(x_46_re) <= 2e+221) tmp = Float64(abs(x_46_re) * fma(abs(x_46_re), abs(x_46_re), Float64(-3.0 * Float64(x_46_im * x_46_im)))); else tmp = Float64(Float64(abs(x_46_re) * abs(x_46_re)) * abs(x_46_re)); end return Float64(copysign(1.0, x_46_re) * tmp) end
code[x$46$re_, x$46$im_] := N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x$46$re]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * If[LessEqual[N[Abs[x$46$re], $MachinePrecision], 2e+221], N[(N[Abs[x$46$re], $MachinePrecision] * N[(N[Abs[x$46$re], $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision] + N[(-3.0 * N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[Abs[x$46$re], $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision] * N[Abs[x$46$re], $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]
\mathsf{copysign}\left(1, x.re\right) \cdot \begin{array}{l}
\mathbf{if}\;\left|x.re\right| \leq 2 \cdot 10^{+221}:\\
\;\;\;\;\left|x.re\right| \cdot \mathsf{fma}\left(\left|x.re\right|, \left|x.re\right|, -3 \cdot \left(x.im \cdot x.im\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left|x.re\right| \cdot \left|x.re\right|\right) \cdot \left|x.re\right|\\
\end{array}
if x.re < 2.0000000000000001e221Initial program 82.5%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
*-commutativeN/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
distribute-lft-inN/A
*-commutativeN/A
distribute-lft-neg-inN/A
*-commutativeN/A
distribute-lft-neg-outN/A
associate-+l+N/A
*-commutativeN/A
Applied rewrites82.5%
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
lift-*.f64N/A
lift-neg.f64N/A
distribute-lft-neg-outN/A
distribute-rgt-neg-outN/A
sub-flip-reverseN/A
lower--.f64N/A
lower-*.f64N/A
lower-*.f6487.7%
Applied rewrites87.7%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
distribute-lft-neg-outN/A
lift-neg.f64N/A
lift-*.f64N/A
add-flipN/A
sub-flipN/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-neg.f64N/A
distribute-lft-neg-outN/A
lift-*.f64N/A
distribute-rgt-neg-outN/A
Applied rewrites91.0%
if 2.0000000000000001e221 < x.re Initial program 82.5%
Taylor expanded in x.re around inf
lower-pow.f6458.9%
Applied rewrites58.9%
lift-pow.f64N/A
unpow3N/A
lower-*.f64N/A
lower-*.f6458.8%
Applied rewrites58.8%
(FPCore (x.re x.im) :precision binary64 (* x.re (fma (* -3.0 x.im) x.im (* x.re x.re))))
double code(double x_46_re, double x_46_im) {
return x_46_re * fma((-3.0 * x_46_im), x_46_im, (x_46_re * x_46_re));
}
function code(x_46_re, x_46_im) return Float64(x_46_re * fma(Float64(-3.0 * x_46_im), x_46_im, Float64(x_46_re * x_46_re))) end
code[x$46$re_, x$46$im_] := N[(x$46$re * N[(N[(-3.0 * x$46$im), $MachinePrecision] * x$46$im + N[(x$46$re * x$46$re), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
x.re \cdot \mathsf{fma}\left(-3 \cdot x.im, x.im, x.re \cdot x.re\right)
Initial program 82.5%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
*-commutativeN/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
distribute-lft-inN/A
*-commutativeN/A
distribute-lft-neg-inN/A
*-commutativeN/A
distribute-lft-neg-outN/A
associate-+l+N/A
*-commutativeN/A
Applied rewrites82.5%
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
lift-*.f64N/A
lift-neg.f64N/A
distribute-lft-neg-outN/A
distribute-rgt-neg-outN/A
sub-flip-reverseN/A
lower--.f64N/A
lower-*.f64N/A
lower-*.f6487.7%
Applied rewrites87.7%
lift--.f64N/A
lift-*.f64N/A
*-commutativeN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
distribute-lft-neg-outN/A
lift-neg.f64N/A
lift-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
sqr-neg-revN/A
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-outN/A
sqr-neg-revN/A
sqr-neg-revN/A
lift-*.f64N/A
Applied rewrites90.8%
(FPCore (x.re x.im) :precision binary64 (* (* x.re x.re) x.re))
double code(double x_46_re, double x_46_im) {
return (x_46_re * 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_46re
end function
public static double code(double x_46_re, double x_46_im) {
return (x_46_re * x_46_re) * x_46_re;
}
def code(x_46_re, x_46_im): return (x_46_re * x_46_re) * x_46_re
function code(x_46_re, x_46_im) return Float64(Float64(x_46_re * 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_re; end
code[x$46$re_, x$46$im_] := N[(N[(x$46$re * x$46$re), $MachinePrecision] * x$46$re), $MachinePrecision]
\left(x.re \cdot x.re\right) \cdot x.re
Initial program 82.5%
Taylor expanded in x.re around inf
lower-pow.f6458.9%
Applied rewrites58.9%
lift-pow.f64N/A
unpow3N/A
lower-*.f64N/A
lower-*.f6458.8%
Applied rewrites58.8%
(FPCore (x.re x.im) :precision binary64 (+ (* (* x.re x.re) (- x.re x.im)) (* (* x.re x.im) (- x.re (* 3.0 x.im)))))
double code(double x_46_re, double x_46_im) {
return ((x_46_re * x_46_re) * (x_46_re - x_46_im)) + ((x_46_re * x_46_im) * (x_46_re - (3.0 * 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_46re) * (x_46re - x_46im)) + ((x_46re * x_46im) * (x_46re - (3.0d0 * x_46im)))
end function
public static double code(double x_46_re, double x_46_im) {
return ((x_46_re * x_46_re) * (x_46_re - x_46_im)) + ((x_46_re * x_46_im) * (x_46_re - (3.0 * x_46_im)));
}
def code(x_46_re, x_46_im): return ((x_46_re * x_46_re) * (x_46_re - x_46_im)) + ((x_46_re * x_46_im) * (x_46_re - (3.0 * x_46_im)))
function code(x_46_re, x_46_im) return Float64(Float64(Float64(x_46_re * x_46_re) * Float64(x_46_re - x_46_im)) + Float64(Float64(x_46_re * x_46_im) * Float64(x_46_re - Float64(3.0 * x_46_im)))) end
function tmp = code(x_46_re, x_46_im) tmp = ((x_46_re * x_46_re) * (x_46_re - x_46_im)) + ((x_46_re * x_46_im) * (x_46_re - (3.0 * x_46_im))); end
code[x$46$re_, x$46$im_] := N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] * N[(x$46$re - x$46$im), $MachinePrecision]), $MachinePrecision] + N[(N[(x$46$re * x$46$im), $MachinePrecision] * N[(x$46$re - N[(3.0 * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\left(x.re \cdot x.re\right) \cdot \left(x.re - x.im\right) + \left(x.re \cdot x.im\right) \cdot \left(x.re - 3 \cdot x.im\right)
herbie shell --seed 2025183
(FPCore (x.re x.im)
:name "math.cube on complex, real part"
:precision binary64
:alt
(! :herbie-platform c (+ (* (* x.re x.re) (- x.re x.im)) (* (* x.re x.im) (- x.re (* 3 x.im)))))
(- (* (- (* x.re x.re) (* x.im x.im)) x.re) (* (+ (* x.re x.im) (* x.im x.re)) x.im)))