
(FPCore (g h) :precision binary64 (* 2.0 (cos (+ (/ (* 2.0 PI) 3.0) (/ (acos (/ (- g) h)) 3.0)))))
double code(double g, double h) {
return 2.0 * cos((((2.0 * ((double) M_PI)) / 3.0) + (acos((-g / h)) / 3.0)));
}
public static double code(double g, double h) {
return 2.0 * Math.cos((((2.0 * Math.PI) / 3.0) + (Math.acos((-g / h)) / 3.0)));
}
def code(g, h): return 2.0 * math.cos((((2.0 * math.pi) / 3.0) + (math.acos((-g / h)) / 3.0)))
function code(g, h) return Float64(2.0 * cos(Float64(Float64(Float64(2.0 * pi) / 3.0) + Float64(acos(Float64(Float64(-g) / h)) / 3.0)))) end
function tmp = code(g, h) tmp = 2.0 * cos((((2.0 * pi) / 3.0) + (acos((-g / h)) / 3.0))); end
code[g_, h_] := N[(2.0 * N[Cos[N[(N[(N[(2.0 * Pi), $MachinePrecision] / 3.0), $MachinePrecision] + N[(N[ArcCos[N[((-g) / h), $MachinePrecision]], $MachinePrecision] / 3.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \cos \left(\frac{2 \cdot \pi}{3} + \frac{\cos^{-1} \left(\frac{-g}{h}\right)}{3}\right)
\end{array}
Herbie found 4 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (g h) :precision binary64 (* 2.0 (cos (+ (/ (* 2.0 PI) 3.0) (/ (acos (/ (- g) h)) 3.0)))))
double code(double g, double h) {
return 2.0 * cos((((2.0 * ((double) M_PI)) / 3.0) + (acos((-g / h)) / 3.0)));
}
public static double code(double g, double h) {
return 2.0 * Math.cos((((2.0 * Math.PI) / 3.0) + (Math.acos((-g / h)) / 3.0)));
}
def code(g, h): return 2.0 * math.cos((((2.0 * math.pi) / 3.0) + (math.acos((-g / h)) / 3.0)))
function code(g, h) return Float64(2.0 * cos(Float64(Float64(Float64(2.0 * pi) / 3.0) + Float64(acos(Float64(Float64(-g) / h)) / 3.0)))) end
function tmp = code(g, h) tmp = 2.0 * cos((((2.0 * pi) / 3.0) + (acos((-g / h)) / 3.0))); end
code[g_, h_] := N[(2.0 * N[Cos[N[(N[(N[(2.0 * Pi), $MachinePrecision] / 3.0), $MachinePrecision] + N[(N[ArcCos[N[((-g) / h), $MachinePrecision]], $MachinePrecision] / 3.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \cos \left(\frac{2 \cdot \pi}{3} + \frac{\cos^{-1} \left(\frac{-g}{h}\right)}{3}\right)
\end{array}
(FPCore (g h) :precision binary64 (* 2.0 (sin (fma PI -0.16666666666666666 (* (acos (/ (- g) h)) -0.3333333333333333)))))
double code(double g, double h) {
return 2.0 * sin(fma(((double) M_PI), -0.16666666666666666, (acos((-g / h)) * -0.3333333333333333)));
}
function code(g, h) return Float64(2.0 * sin(fma(pi, -0.16666666666666666, Float64(acos(Float64(Float64(-g) / h)) * -0.3333333333333333)))) end
code[g_, h_] := N[(2.0 * N[Sin[N[(Pi * -0.16666666666666666 + N[(N[ArcCos[N[((-g) / h), $MachinePrecision]], $MachinePrecision] * -0.3333333333333333), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \sin \left(\mathsf{fma}\left(\pi, -0.16666666666666666, \cos^{-1} \left(\frac{-g}{h}\right) \cdot -0.3333333333333333\right)\right)
\end{array}
Initial program 98.5%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lower-+.f64N/A
Applied rewrites98.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6498.5
lift-/.f64N/A
lift-fma.f64N/A
+-commutativeN/A
div-addN/A
mult-flipN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
associate-/l*N/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval98.4
Applied rewrites98.4%
lift-fma.f64N/A
lift-fma.f64N/A
+-commutativeN/A
associate-+r+N/A
*-commutativeN/A
unpow1N/A
metadata-evalN/A
pow-prod-upN/A
lift-pow.f64N/A
pow1/3N/A
lift-cbrt.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites100.0%
(FPCore (g h) :precision binary64 (* (sin (fma -0.3333333333333333 (acos (/ (- g) h)) (* -0.16666666666666666 PI))) 2.0))
double code(double g, double h) {
return sin(fma(-0.3333333333333333, acos((-g / h)), (-0.16666666666666666 * ((double) M_PI)))) * 2.0;
}
function code(g, h) return Float64(sin(fma(-0.3333333333333333, acos(Float64(Float64(-g) / h)), Float64(-0.16666666666666666 * pi))) * 2.0) end
code[g_, h_] := N[(N[Sin[N[(-0.3333333333333333 * N[ArcCos[N[((-g) / h), $MachinePrecision]], $MachinePrecision] + N[(-0.16666666666666666 * Pi), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * 2.0), $MachinePrecision]
\begin{array}{l}
\\
\sin \left(\mathsf{fma}\left(-0.3333333333333333, \cos^{-1} \left(\frac{-g}{h}\right), -0.16666666666666666 \cdot \pi\right)\right) \cdot 2
\end{array}
Initial program 98.5%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lower-+.f64N/A
Applied rewrites98.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6498.5
lift-/.f64N/A
lift-fma.f64N/A
+-commutativeN/A
div-addN/A
mult-flipN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
associate-/l*N/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval98.4
Applied rewrites98.4%
lift-fma.f64N/A
lift-fma.f64N/A
+-commutativeN/A
associate-+r+N/A
*-commutativeN/A
unpow1N/A
metadata-evalN/A
pow-prod-upN/A
lift-pow.f64N/A
pow1/3N/A
lift-cbrt.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites100.0%
lift-*.f64N/A
*-commutativeN/A
lower-*.f64100.0
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64100.0
Applied rewrites100.0%
(FPCore (g h) :precision binary64 (* (cos (fma (asin (/ g h)) 0.3333333333333333 (* 0.8333333333333334 PI))) 2.0))
double code(double g, double h) {
return cos(fma(asin((g / h)), 0.3333333333333333, (0.8333333333333334 * ((double) M_PI)))) * 2.0;
}
function code(g, h) return Float64(cos(fma(asin(Float64(g / h)), 0.3333333333333333, Float64(0.8333333333333334 * pi))) * 2.0) end
code[g_, h_] := N[(N[Cos[N[(N[ArcSin[N[(g / h), $MachinePrecision]], $MachinePrecision] * 0.3333333333333333 + N[(0.8333333333333334 * Pi), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * 2.0), $MachinePrecision]
\begin{array}{l}
\\
\cos \left(\mathsf{fma}\left(\sin^{-1} \left(\frac{g}{h}\right), 0.3333333333333333, 0.8333333333333334 \cdot \pi\right)\right) \cdot 2
\end{array}
Initial program 98.5%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lower-+.f64N/A
Applied rewrites98.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6498.5
lift-/.f64N/A
lift-fma.f64N/A
+-commutativeN/A
div-addN/A
mult-flipN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
associate-/l*N/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval98.4
Applied rewrites98.4%
Applied rewrites98.4%
lift-*.f64N/A
*-commutativeN/A
lift-fma.f64N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval98.5
Applied rewrites98.5%
(FPCore (g h) :precision binary64 (* (cos (* (fma PI 2.5 (asin (/ g h))) 0.3333333333333333)) 2.0))
double code(double g, double h) {
return cos((fma(((double) M_PI), 2.5, asin((g / h))) * 0.3333333333333333)) * 2.0;
}
function code(g, h) return Float64(cos(Float64(fma(pi, 2.5, asin(Float64(g / h))) * 0.3333333333333333)) * 2.0) end
code[g_, h_] := N[(N[Cos[N[(N[(Pi * 2.5 + N[ArcSin[N[(g / h), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * 0.3333333333333333), $MachinePrecision]], $MachinePrecision] * 2.0), $MachinePrecision]
\begin{array}{l}
\\
\cos \left(\mathsf{fma}\left(\pi, 2.5, \sin^{-1} \left(\frac{g}{h}\right)\right) \cdot 0.3333333333333333\right) \cdot 2
\end{array}
Initial program 98.5%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lower-+.f64N/A
Applied rewrites98.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6498.5
lift-/.f64N/A
lift-fma.f64N/A
+-commutativeN/A
div-addN/A
mult-flipN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
associate-/l*N/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval98.4
Applied rewrites98.4%
Applied rewrites98.4%
herbie shell --seed 2025156
(FPCore (g h)
:name "2-ancestry mixing, negative discriminant"
:precision binary64
(* 2.0 (cos (+ (/ (* 2.0 PI) 3.0) (/ (acos (/ (- g) h)) 3.0)))))