
(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);
}
real(8) function code(x_46re, x_46im)
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);
}
real(8) function code(x_46re, x_46im)
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
(*
x.im_s
(if (<=
(+
(* (+ (* x.im_m x.re) (* x.im_m x.re)) x.re)
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m))
INFINITY)
(fma
(* x.im_m x.re)
(* 2.0 x.re)
(* (- x.re x.im_m) (* (+ x.im_m x.re) x.im_m)))
(* (fma (- x.re x.im_m) (+ x.im_m x.re) 2.0) x.im_m))))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 * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m)) <= ((double) INFINITY)) {
tmp = fma((x_46_im_m * x_46_re), (2.0 * x_46_re), ((x_46_re - x_46_im_m) * ((x_46_im_m + x_46_re) * x_46_im_m)));
} else {
tmp = fma((x_46_re - x_46_im_m), (x_46_im_m + x_46_re), 2.0) * x_46_im_m;
}
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 (Float64(Float64(Float64(Float64(x_46_im_m * x_46_re) + Float64(x_46_im_m * x_46_re)) * x_46_re) + Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m)) <= Inf) tmp = fma(Float64(x_46_im_m * x_46_re), Float64(2.0 * x_46_re), Float64(Float64(x_46_re - x_46_im_m) * Float64(Float64(x_46_im_m + x_46_re) * x_46_im_m))); else tmp = Float64(fma(Float64(x_46_re - x_46_im_m), Float64(x_46_im_m + x_46_re), 2.0) * x_46_im_m); 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[N[(N[(N[(N[(x$46$im$95$m * x$46$re), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision] + 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]), $MachinePrecision], Infinity], N[(N[(x$46$im$95$m * x$46$re), $MachinePrecision] * N[(2.0 * x$46$re), $MachinePrecision] + N[(N[(x$46$re - x$46$im$95$m), $MachinePrecision] * N[(N[(x$46$im$95$m + x$46$re), $MachinePrecision] * x$46$im$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(x$46$re - x$46$im$95$m), $MachinePrecision] * N[(x$46$im$95$m + x$46$re), $MachinePrecision] + 2.0), $MachinePrecision] * x$46$im$95$m), $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}\;\left(x.im\_m \cdot x.re + x.im\_m \cdot x.re\right) \cdot x.re + \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m \leq \infty:\\
\;\;\;\;\mathsf{fma}\left(x.im\_m \cdot x.re, 2 \cdot x.re, \left(x.re - x.im\_m\right) \cdot \left(\left(x.im\_m + x.re\right) \cdot x.im\_m\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(x.re - x.im\_m, x.im\_m + x.re, 2\right) \cdot x.im\_m\\
\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)) < +inf.0Initial program 94.9%
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--.f6499.7
Applied rewrites99.7%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-rgt-outN/A
lower-*.f64N/A
lower-+.f6499.7
Applied rewrites99.7%
Applied rewrites99.8%
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--.f6419.2
Applied rewrites19.2%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6419.2
lift-+.f64N/A
+-commutativeN/A
lower-+.f6419.2
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites100.0%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f64100.0
lift-+.f64N/A
+-commutativeN/A
lift-+.f64100.0
Applied rewrites100.0%
Final simplification99.8%
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.im_m x.re) (* x.im_m x.re)) x.re)
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m))))
(*
x.im_s
(if (<= t_0 1e+29)
(* (fma (- x.im_m) x.im_m (* (* 3.0 x.re) x.re)) x.im_m)
(if (<= t_0 INFINITY)
(* (* (* 3.0 x.im_m) x.re) x.re)
(* (fma (- x.re x.im_m) (+ x.im_m x.re) 2.0) x.im_m))))))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_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m);
double tmp;
if (t_0 <= 1e+29) {
tmp = fma(-x_46_im_m, x_46_im_m, ((3.0 * x_46_re) * x_46_re)) * x_46_im_m;
} else if (t_0 <= ((double) INFINITY)) {
tmp = ((3.0 * x_46_im_m) * x_46_re) * x_46_re;
} else {
tmp = fma((x_46_re - x_46_im_m), (x_46_im_m + x_46_re), 2.0) * x_46_im_m;
}
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_im_m * x_46_re) + Float64(x_46_im_m * x_46_re)) * x_46_re) + Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m)) tmp = 0.0 if (t_0 <= 1e+29) tmp = Float64(fma(Float64(-x_46_im_m), x_46_im_m, Float64(Float64(3.0 * x_46_re) * x_46_re)) * x_46_im_m); elseif (t_0 <= Inf) tmp = Float64(Float64(Float64(3.0 * x_46_im_m) * x_46_re) * x_46_re); else tmp = Float64(fma(Float64(x_46_re - x_46_im_m), Float64(x_46_im_m + x_46_re), 2.0) * x_46_im_m); 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$46$im$95$m * x$46$re), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision] + 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]), $MachinePrecision]}, N[(x$46$im$95$s * If[LessEqual[t$95$0, 1e+29], N[(N[((-x$46$im$95$m) * x$46$im$95$m + N[(N[(3.0 * x$46$re), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$im$95$m), $MachinePrecision], If[LessEqual[t$95$0, Infinity], N[(N[(N[(3.0 * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision] * x$46$re), $MachinePrecision], N[(N[(N[(x$46$re - x$46$im$95$m), $MachinePrecision] * N[(x$46$im$95$m + x$46$re), $MachinePrecision] + 2.0), $MachinePrecision] * x$46$im$95$m), $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.im\_m \cdot x.re + x.im\_m \cdot x.re\right) \cdot x.re + \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq 10^{+29}:\\
\;\;\;\;\mathsf{fma}\left(-x.im\_m, x.im\_m, \left(3 \cdot x.re\right) \cdot x.re\right) \cdot x.im\_m\\
\mathbf{elif}\;t\_0 \leq \infty:\\
\;\;\;\;\left(\left(3 \cdot x.im\_m\right) \cdot x.re\right) \cdot x.re\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(x.re - x.im\_m, x.im\_m + x.re, 2\right) \cdot x.im\_m\\
\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)) < 9.99999999999999914e28Initial program 95.6%
Taylor expanded in x.re around 0
Applied rewrites95.6%
if 9.99999999999999914e28 < (+.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
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
*-commutativeN/A
*-rgt-identityN/A
*-inversesN/A
associate-/l*N/A
unpow2N/A
cube-multN/A
associate-/l*N/A
associate-*l/N/A
distribute-lft1-inN/A
metadata-evalN/A
associate-*r/N/A
associate-*l*N/A
metadata-evalN/A
metadata-evalN/A
distribute-lft-neg-inN/A
Applied rewrites39.0%
Applied rewrites45.6%
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--.f6419.2
Applied rewrites19.2%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6419.2
lift-+.f64N/A
+-commutativeN/A
lower-+.f6419.2
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites100.0%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f64100.0
lift-+.f64N/A
+-commutativeN/A
lift-+.f64100.0
Applied rewrites100.0%
Final simplification82.1%
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.im_m x.re) (* x.im_m x.re)) x.re)
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m))))
(*
x.im_s
(if (<= t_0 -2e-321)
(* (* (- x.im_m) x.im_m) x.im_m)
(if (<= t_0 INFINITY)
(* (* (* 3.0 x.im_m) x.re) x.re)
(* (fma (- x.re x.im_m) (+ x.im_m x.re) 2.0) x.im_m))))))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_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m);
double tmp;
if (t_0 <= -2e-321) {
tmp = (-x_46_im_m * x_46_im_m) * x_46_im_m;
} else if (t_0 <= ((double) INFINITY)) {
tmp = ((3.0 * x_46_im_m) * x_46_re) * x_46_re;
} else {
tmp = fma((x_46_re - x_46_im_m), (x_46_im_m + x_46_re), 2.0) * x_46_im_m;
}
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_im_m * x_46_re) + Float64(x_46_im_m * x_46_re)) * x_46_re) + Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m)) tmp = 0.0 if (t_0 <= -2e-321) tmp = Float64(Float64(Float64(-x_46_im_m) * x_46_im_m) * x_46_im_m); elseif (t_0 <= Inf) tmp = Float64(Float64(Float64(3.0 * x_46_im_m) * x_46_re) * x_46_re); else tmp = Float64(fma(Float64(x_46_re - x_46_im_m), Float64(x_46_im_m + x_46_re), 2.0) * x_46_im_m); 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$46$im$95$m * x$46$re), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision] + 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]), $MachinePrecision]}, N[(x$46$im$95$s * If[LessEqual[t$95$0, -2e-321], 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[(N[(N[(3.0 * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision] * x$46$re), $MachinePrecision], N[(N[(N[(x$46$re - x$46$im$95$m), $MachinePrecision] * N[(x$46$im$95$m + x$46$re), $MachinePrecision] + 2.0), $MachinePrecision] * x$46$im$95$m), $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.im\_m \cdot x.re + x.im\_m \cdot x.re\right) \cdot x.re + \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-321}:\\
\;\;\;\;\left(\left(-x.im\_m\right) \cdot x.im\_m\right) \cdot x.im\_m\\
\mathbf{elif}\;t\_0 \leq \infty:\\
\;\;\;\;\left(\left(3 \cdot x.im\_m\right) \cdot x.re\right) \cdot x.re\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(x.re - x.im\_m, x.im\_m + x.re, 2\right) \cdot x.im\_m\\
\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)) < -2.00097e-321Initial program 93.3%
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
lower-fma.f6499.8
lift-+.f64N/A
+-commutativeN/A
lower-+.f6499.8
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites51.2%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f6450.3
lift-+.f64N/A
+-commutativeN/A
lift-+.f6450.3
Applied rewrites50.3%
Taylor expanded in x.im around inf
distribute-lft1-inN/A
metadata-evalN/A
mul0-lftN/A
metadata-evalN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f6441.8
Applied rewrites41.8%
if -2.00097e-321 < (+.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 96.1%
Taylor expanded in x.re around inf
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
*-commutativeN/A
*-rgt-identityN/A
*-inversesN/A
associate-/l*N/A
unpow2N/A
cube-multN/A
associate-/l*N/A
associate-*l/N/A
distribute-lft1-inN/A
metadata-evalN/A
associate-*r/N/A
associate-*l*N/A
metadata-evalN/A
metadata-evalN/A
distribute-lft-neg-inN/A
Applied rewrites55.7%
Applied rewrites59.3%
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--.f6419.2
Applied rewrites19.2%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6419.2
lift-+.f64N/A
+-commutativeN/A
lower-+.f6419.2
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites100.0%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f64100.0
lift-+.f64N/A
+-commutativeN/A
lift-+.f64100.0
Applied rewrites100.0%
Final simplification56.4%
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.im_m) x.im_m) x.im_m))
(t_1
(+
(* (+ (* x.im_m x.re) (* x.im_m x.re)) x.re)
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m))))
(*
x.im_s
(if (<= t_1 -2e-321)
t_0
(if (<= t_1 INFINITY) (* (* (* 3.0 x.im_m) x.re) x.re) t_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_im_m * x_46_im_m) * x_46_im_m;
double t_1 = (((x_46_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m);
double tmp;
if (t_1 <= -2e-321) {
tmp = t_0;
} else if (t_1 <= ((double) INFINITY)) {
tmp = ((3.0 * x_46_im_m) * x_46_re) * x_46_re;
} else {
tmp = t_0;
}
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_im_m * x_46_im_m) * x_46_im_m;
double t_1 = (((x_46_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m);
double tmp;
if (t_1 <= -2e-321) {
tmp = t_0;
} else if (t_1 <= Double.POSITIVE_INFINITY) {
tmp = ((3.0 * x_46_im_m) * x_46_re) * x_46_re;
} else {
tmp = t_0;
}
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_im_m * x_46_im_m) * x_46_im_m t_1 = (((x_46_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) tmp = 0 if t_1 <= -2e-321: tmp = t_0 elif t_1 <= math.inf: tmp = ((3.0 * x_46_im_m) * x_46_re) * x_46_re else: tmp = t_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_im_m) * x_46_im_m) * x_46_im_m) t_1 = Float64(Float64(Float64(Float64(x_46_im_m * x_46_re) + Float64(x_46_im_m * x_46_re)) * x_46_re) + Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m)) tmp = 0.0 if (t_1 <= -2e-321) tmp = t_0; elseif (t_1 <= Inf) tmp = Float64(Float64(Float64(3.0 * x_46_im_m) * x_46_re) * x_46_re); else tmp = t_0; 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_im_m * x_46_im_m) * x_46_im_m; t_1 = (((x_46_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m); tmp = 0.0; if (t_1 <= -2e-321) tmp = t_0; elseif (t_1 <= Inf) tmp = ((3.0 * x_46_im_m) * x_46_re) * x_46_re; else tmp = t_0; 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[((-x$46$im$95$m) * x$46$im$95$m), $MachinePrecision] * x$46$im$95$m), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(x$46$im$95$m * x$46$re), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision] + 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]), $MachinePrecision]}, N[(x$46$im$95$s * If[LessEqual[t$95$1, -2e-321], t$95$0, If[LessEqual[t$95$1, Infinity], N[(N[(N[(3.0 * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision] * x$46$re), $MachinePrecision], t$95$0]]), $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(\left(-x.im\_m\right) \cdot x.im\_m\right) \cdot x.im\_m\\
t_1 := \left(x.im\_m \cdot x.re + x.im\_m \cdot x.re\right) \cdot x.re + \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{-321}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;t\_1 \leq \infty:\\
\;\;\;\;\left(\left(3 \cdot x.im\_m\right) \cdot x.re\right) \cdot x.re\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\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)) < -2.00097e-321 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 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--.f6483.5
Applied rewrites83.5%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6483.6
lift-+.f64N/A
+-commutativeN/A
lower-+.f6483.6
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites61.0%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f6460.4
lift-+.f64N/A
+-commutativeN/A
lift-+.f6460.4
Applied rewrites60.4%
Taylor expanded in x.im around inf
distribute-lft1-inN/A
metadata-evalN/A
mul0-lftN/A
metadata-evalN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f6449.7
Applied rewrites49.7%
if -2.00097e-321 < (+.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 96.1%
Taylor expanded in x.re around inf
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
*-commutativeN/A
*-rgt-identityN/A
*-inversesN/A
associate-/l*N/A
unpow2N/A
cube-multN/A
associate-/l*N/A
associate-*l/N/A
distribute-lft1-inN/A
metadata-evalN/A
associate-*r/N/A
associate-*l*N/A
metadata-evalN/A
metadata-evalN/A
distribute-lft-neg-inN/A
Applied rewrites55.7%
Applied rewrites59.3%
Final simplification54.5%
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.im_m) x.im_m) x.im_m))
(t_1
(+
(* (+ (* x.im_m x.re) (* x.im_m x.re)) x.re)
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m))))
(*
x.im_s
(if (<= t_1 -2e-321)
t_0
(if (<= t_1 INFINITY) (* (* x.re x.re) x.im_m) t_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_im_m * x_46_im_m) * x_46_im_m;
double t_1 = (((x_46_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m);
double tmp;
if (t_1 <= -2e-321) {
tmp = t_0;
} else if (t_1 <= ((double) INFINITY)) {
tmp = (x_46_re * x_46_re) * x_46_im_m;
} else {
tmp = t_0;
}
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_im_m * x_46_im_m) * x_46_im_m;
double t_1 = (((x_46_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m);
double tmp;
if (t_1 <= -2e-321) {
tmp = t_0;
} else if (t_1 <= Double.POSITIVE_INFINITY) {
tmp = (x_46_re * x_46_re) * x_46_im_m;
} else {
tmp = t_0;
}
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_im_m * x_46_im_m) * x_46_im_m t_1 = (((x_46_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m) tmp = 0 if t_1 <= -2e-321: tmp = t_0 elif t_1 <= math.inf: tmp = (x_46_re * x_46_re) * x_46_im_m else: tmp = t_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_im_m) * x_46_im_m) * x_46_im_m) t_1 = Float64(Float64(Float64(Float64(x_46_im_m * x_46_re) + Float64(x_46_im_m * x_46_re)) * x_46_re) + Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m)) tmp = 0.0 if (t_1 <= -2e-321) tmp = t_0; elseif (t_1 <= Inf) tmp = Float64(Float64(x_46_re * x_46_re) * x_46_im_m); else tmp = t_0; 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_im_m * x_46_im_m) * x_46_im_m; t_1 = (((x_46_im_m * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m); tmp = 0.0; if (t_1 <= -2e-321) tmp = t_0; elseif (t_1 <= Inf) tmp = (x_46_re * x_46_re) * x_46_im_m; else tmp = t_0; 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[((-x$46$im$95$m) * x$46$im$95$m), $MachinePrecision] * x$46$im$95$m), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(x$46$im$95$m * x$46$re), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision] + 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]), $MachinePrecision]}, N[(x$46$im$95$s * If[LessEqual[t$95$1, -2e-321], t$95$0, If[LessEqual[t$95$1, Infinity], N[(N[(x$46$re * x$46$re), $MachinePrecision] * x$46$im$95$m), $MachinePrecision], t$95$0]]), $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(\left(-x.im\_m\right) \cdot x.im\_m\right) \cdot x.im\_m\\
t_1 := \left(x.im\_m \cdot x.re + x.im\_m \cdot x.re\right) \cdot x.re + \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m\\
x.im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{-321}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;t\_1 \leq \infty:\\
\;\;\;\;\left(x.re \cdot x.re\right) \cdot x.im\_m\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\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)) < -2.00097e-321 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 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--.f6483.5
Applied rewrites83.5%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6483.6
lift-+.f64N/A
+-commutativeN/A
lower-+.f6483.6
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites61.0%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f6460.4
lift-+.f64N/A
+-commutativeN/A
lift-+.f6460.4
Applied rewrites60.4%
Taylor expanded in x.im around inf
distribute-lft1-inN/A
metadata-evalN/A
mul0-lftN/A
metadata-evalN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f6449.7
Applied rewrites49.7%
if -2.00097e-321 < (+.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 96.1%
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--.f6499.7
Applied rewrites99.7%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6499.8
lift-+.f64N/A
+-commutativeN/A
lower-+.f6499.8
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites49.3%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f6448.8
lift-+.f64N/A
+-commutativeN/A
lift-+.f6448.8
Applied rewrites48.8%
Taylor expanded in x.re around inf
distribute-lft1-inN/A
metadata-evalN/A
mul0-lftN/A
metadata-evalN/A
*-rgt-identityN/A
unpow2N/A
lower-*.f6438.1
Applied rewrites38.1%
Final simplification43.9%
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 x.re) (* x.im_m x.re)) x.re)
(* (- (* x.re x.re) (* x.im_m x.im_m)) x.im_m))
INFINITY)
(+
(* (* (+ x.re x.re) x.im_m) x.re)
(* (* (- x.re x.im_m) x.im_m) (+ x.im_m x.re)))
(* (fma (- x.re x.im_m) (+ x.im_m x.re) 2.0) x.im_m))))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 * x_46_re) + (x_46_im_m * x_46_re)) * x_46_re) + (((x_46_re * x_46_re) - (x_46_im_m * x_46_im_m)) * x_46_im_m)) <= ((double) INFINITY)) {
tmp = (((x_46_re + x_46_re) * x_46_im_m) * x_46_re) + (((x_46_re - x_46_im_m) * x_46_im_m) * (x_46_im_m + x_46_re));
} else {
tmp = fma((x_46_re - x_46_im_m), (x_46_im_m + x_46_re), 2.0) * x_46_im_m;
}
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 (Float64(Float64(Float64(Float64(x_46_im_m * x_46_re) + Float64(x_46_im_m * x_46_re)) * x_46_re) + Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im_m * x_46_im_m)) * x_46_im_m)) <= Inf) tmp = Float64(Float64(Float64(Float64(x_46_re + x_46_re) * x_46_im_m) * x_46_re) + Float64(Float64(Float64(x_46_re - x_46_im_m) * x_46_im_m) * Float64(x_46_im_m + x_46_re))); else tmp = Float64(fma(Float64(x_46_re - x_46_im_m), Float64(x_46_im_m + x_46_re), 2.0) * x_46_im_m); 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[N[(N[(N[(N[(x$46$im$95$m * x$46$re), $MachinePrecision] + N[(x$46$im$95$m * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision] + 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]), $MachinePrecision], Infinity], N[(N[(N[(N[(x$46$re + x$46$re), $MachinePrecision] * x$46$im$95$m), $MachinePrecision] * x$46$re), $MachinePrecision] + N[(N[(N[(x$46$re - x$46$im$95$m), $MachinePrecision] * x$46$im$95$m), $MachinePrecision] * N[(x$46$im$95$m + x$46$re), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(x$46$re - x$46$im$95$m), $MachinePrecision] * N[(x$46$im$95$m + x$46$re), $MachinePrecision] + 2.0), $MachinePrecision] * x$46$im$95$m), $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}\;\left(x.im\_m \cdot x.re + x.im\_m \cdot x.re\right) \cdot x.re + \left(x.re \cdot x.re - x.im\_m \cdot x.im\_m\right) \cdot x.im\_m \leq \infty:\\
\;\;\;\;\left(\left(x.re + x.re\right) \cdot x.im\_m\right) \cdot x.re + \left(\left(x.re - x.im\_m\right) \cdot x.im\_m\right) \cdot \left(x.im\_m + x.re\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(x.re - x.im\_m, x.im\_m + x.re, 2\right) \cdot x.im\_m\\
\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)) < +inf.0Initial program 94.9%
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--.f6499.7
Applied rewrites99.7%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-rgt-outN/A
lower-*.f64N/A
lower-+.f6499.7
Applied rewrites99.7%
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--.f6419.2
Applied rewrites19.2%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6419.2
lift-+.f64N/A
+-commutativeN/A
lower-+.f6419.2
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites100.0%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f64100.0
lift-+.f64N/A
+-commutativeN/A
lift-+.f64100.0
Applied rewrites100.0%
Final simplification99.8%
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.re x.re) x.im_m)))
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_re * x_46_re) * x_46_im_m);
}
x.im\_m = abs(x_46im)
x.im\_s = copysign(1.0d0, x_46im)
real(8) function code(x_46im_s, x_46re, x_46im_m)
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_46re * x_46re) * x_46im_m)
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_re * x_46_re) * x_46_im_m);
}
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_re * x_46_re) * x_46_im_m)
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_re * x_46_re) * x_46_im_m)) 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_re * x_46_re) * x_46_im_m); 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$46$re * x$46$re), $MachinePrecision] * x$46$im$95$m), $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.re \cdot x.re\right) \cdot x.im\_m\right)
\end{array}
Initial program 85.2%
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--.f6491.6
Applied rewrites91.6%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6491.6
lift-+.f64N/A
+-commutativeN/A
lower-+.f6491.6
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites55.2%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-+.f64N/A
lift--.f64N/A
difference-of-squaresN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
*-commutativeN/A
lower-fma.f6454.6
lift-+.f64N/A
+-commutativeN/A
lift-+.f6454.6
Applied rewrites54.6%
Taylor expanded in x.re around inf
distribute-lft1-inN/A
metadata-evalN/A
mul0-lftN/A
metadata-evalN/A
*-rgt-identityN/A
unpow2N/A
lower-*.f6429.5
Applied rewrites29.5%
Final simplification29.5%
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 (* 2.0 x.im_m)))
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 * (2.0 * x_46_im_m);
}
x.im\_m = abs(x_46im)
x.im\_s = copysign(1.0d0, x_46im)
real(8) function code(x_46im_s, x_46re, x_46im_m)
real(8), intent (in) :: x_46im_s
real(8), intent (in) :: x_46re
real(8), intent (in) :: x_46im_m
code = x_46im_s * (2.0d0 * x_46im_m)
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 * (2.0 * x_46_im_m);
}
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 * (2.0 * x_46_im_m)
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(2.0 * x_46_im_m)) 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 * (2.0 * x_46_im_m); 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[(2.0 * x$46$im$95$m), $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(2 \cdot x.im\_m\right)
\end{array}
Initial program 85.2%
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--.f6491.6
Applied rewrites91.6%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6491.6
lift-+.f64N/A
+-commutativeN/A
lower-+.f6491.6
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
flip-+N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
distribute-lft-out--N/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
+-inversesN/A
+-inversesN/A
Applied rewrites55.2%
Taylor expanded in x.im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6419.0
Applied rewrites19.0%
Taylor expanded in x.re around 0
Applied rewrites3.1%
(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));
}
real(8) function code(x_46re, x_46im)
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 2024331
(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)))