2cos (problem 3.3.5)

?

Percentage Accurate: 38.0% → 99.5%
Time: 17.7s
Precision: binary64
Cost: 39360

?

\[\cos \left(x + \varepsilon\right) - \cos x \]
\[\begin{array}{l} t_0 := \sin \left(\varepsilon \cdot 0.5\right)\\ \mathsf{fma}\left(\sin x, \cos \left(\varepsilon \cdot 0.5\right), \cos x \cdot t_0\right) \cdot \left(-2 \cdot t_0\right) \end{array} \]
(FPCore (x eps) :precision binary64 (- (cos (+ x eps)) (cos x)))
(FPCore (x eps)
 :precision binary64
 (let* ((t_0 (sin (* eps 0.5))))
   (* (fma (sin x) (cos (* eps 0.5)) (* (cos x) t_0)) (* -2.0 t_0))))
double code(double x, double eps) {
	return cos((x + eps)) - cos(x);
}
double code(double x, double eps) {
	double t_0 = sin((eps * 0.5));
	return fma(sin(x), cos((eps * 0.5)), (cos(x) * t_0)) * (-2.0 * t_0);
}
function code(x, eps)
	return Float64(cos(Float64(x + eps)) - cos(x))
end
function code(x, eps)
	t_0 = sin(Float64(eps * 0.5))
	return Float64(fma(sin(x), cos(Float64(eps * 0.5)), Float64(cos(x) * t_0)) * Float64(-2.0 * t_0))
end
code[x_, eps_] := N[(N[Cos[N[(x + eps), $MachinePrecision]], $MachinePrecision] - N[Cos[x], $MachinePrecision]), $MachinePrecision]
code[x_, eps_] := Block[{t$95$0 = N[Sin[N[(eps * 0.5), $MachinePrecision]], $MachinePrecision]}, N[(N[(N[Sin[x], $MachinePrecision] * N[Cos[N[(eps * 0.5), $MachinePrecision]], $MachinePrecision] + N[(N[Cos[x], $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] * N[(-2.0 * t$95$0), $MachinePrecision]), $MachinePrecision]]
\cos \left(x + \varepsilon\right) - \cos x
\begin{array}{l}
t_0 := \sin \left(\varepsilon \cdot 0.5\right)\\
\mathsf{fma}\left(\sin x, \cos \left(\varepsilon \cdot 0.5\right), \cos x \cdot t_0\right) \cdot \left(-2 \cdot t_0\right)
\end{array}

Local Percentage Accuracy vs ?

The average percentage accuracy by input value. Horizontal axis shows value of an input variable; the variable is choosen in the title. Vertical axis is accuracy; higher is better. Red represent the original program, while blue represents Herbie's suggestion. These can be toggled with buttons below the plot. The line is an average while dots represent individual samples.

Herbie found 15 alternatives:

AlternativeAccuracySpeedup

Accuracy vs Speed

The accuracy (vertical axis) and speed (horizontal axis) of each alternatives. Up and to the right is better. The red square shows the initial program, and each blue circle shows an alternative.The line shows the best available speed-accuracy tradeoffs.

Bogosity?

Bogosity

Derivation?

  1. Initial program 40.2%

    \[\cos \left(x + \varepsilon\right) - \cos x \]
  2. Applied egg-rr44.3%

    \[\leadsto \color{blue}{-2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot 0.5\right)\right)} \]
    Step-by-step derivation

    [Start]40.2%

    \[ \cos \left(x + \varepsilon\right) - \cos x \]

    diff-cos [=>]44.3%

    \[ \color{blue}{-2 \cdot \left(\sin \left(\frac{\left(x + \varepsilon\right) - x}{2}\right) \cdot \sin \left(\frac{\left(x + \varepsilon\right) + x}{2}\right)\right)} \]

    div-inv [=>]44.3%

    \[ -2 \cdot \left(\sin \color{blue}{\left(\left(\left(x + \varepsilon\right) - x\right) \cdot \frac{1}{2}\right)} \cdot \sin \left(\frac{\left(x + \varepsilon\right) + x}{2}\right)\right) \]

    metadata-eval [=>]44.3%

    \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot \color{blue}{0.5}\right) \cdot \sin \left(\frac{\left(x + \varepsilon\right) + x}{2}\right)\right) \]

    div-inv [=>]44.3%

    \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \color{blue}{\left(\left(\left(x + \varepsilon\right) + x\right) \cdot \frac{1}{2}\right)}\right) \]

    +-commutative [=>]44.3%

    \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \left(\color{blue}{\left(x + \left(x + \varepsilon\right)\right)} \cdot \frac{1}{2}\right)\right) \]

    metadata-eval [=>]44.3%

    \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot \color{blue}{0.5}\right)\right) \]
  3. Simplified72.7%

    \[\leadsto \color{blue}{\sin \left(0.5 \cdot \left(\varepsilon + \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right)} \]
    Step-by-step derivation

    [Start]44.3%

    \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot 0.5\right)\right) \]

    associate-*r* [=>]44.3%

    \[ \color{blue}{\left(-2 \cdot \sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right)\right) \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot 0.5\right)} \]

    *-commutative [=>]44.3%

    \[ \color{blue}{\sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot 0.5\right) \cdot \left(-2 \cdot \sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right)\right)} \]

    *-commutative [=>]44.3%

    \[ \sin \color{blue}{\left(0.5 \cdot \left(x + \left(x + \varepsilon\right)\right)\right)} \cdot \left(-2 \cdot \sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right)\right) \]

    associate-+r+ [=>]44.3%

    \[ \sin \left(0.5 \cdot \color{blue}{\left(\left(x + x\right) + \varepsilon\right)}\right) \cdot \left(-2 \cdot \sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right)\right) \]

    +-commutative [=>]44.3%

    \[ \sin \left(0.5 \cdot \color{blue}{\left(\varepsilon + \left(x + x\right)\right)}\right) \cdot \left(-2 \cdot \sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right)\right) \]

    *-commutative [=>]44.3%

    \[ \sin \left(0.5 \cdot \left(\varepsilon + \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \color{blue}{\left(0.5 \cdot \left(\left(x + \varepsilon\right) - x\right)\right)}\right) \]

    +-commutative [=>]44.3%

    \[ \sin \left(0.5 \cdot \left(\varepsilon + \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\color{blue}{\left(\varepsilon + x\right)} - x\right)\right)\right) \]

    associate--l+ [=>]72.7%

    \[ \sin \left(0.5 \cdot \left(\varepsilon + \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \color{blue}{\left(\varepsilon + \left(x - x\right)\right)}\right)\right) \]

    +-inverses [=>]72.7%

    \[ \sin \left(0.5 \cdot \left(\varepsilon + \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + \color{blue}{0}\right)\right)\right) \]
  4. Applied egg-rr99.3%

    \[\leadsto \color{blue}{\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(0.5 \cdot \left(x + x\right)\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]
    Step-by-step derivation

    [Start]72.7%

    \[ \sin \left(0.5 \cdot \left(\varepsilon + \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    distribute-lft-in [=>]72.7%

    \[ \sin \color{blue}{\left(0.5 \cdot \varepsilon + 0.5 \cdot \left(x + x\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    +-rgt-identity [<=]72.7%

    \[ \sin \left(0.5 \cdot \color{blue}{\left(\varepsilon + 0\right)} + 0.5 \cdot \left(x + x\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    sin-sum [=>]99.3%

    \[ \color{blue}{\left(\sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right) + \cos \left(0.5 \cdot \left(\varepsilon + 0\right)\right) \cdot \sin \left(0.5 \cdot \left(x + x\right)\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    +-rgt-identity [=>]99.3%

    \[ \left(\sin \left(0.5 \cdot \color{blue}{\varepsilon}\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right) + \cos \left(0.5 \cdot \left(\varepsilon + 0\right)\right) \cdot \sin \left(0.5 \cdot \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    +-rgt-identity [=>]99.3%

    \[ \left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right) + \cos \left(0.5 \cdot \color{blue}{\varepsilon}\right) \cdot \sin \left(0.5 \cdot \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]
  5. Simplified99.3%

    \[\leadsto \color{blue}{\mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]
    Step-by-step derivation

    [Start]99.3%

    \[ \left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(0.5 \cdot \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    +-commutative [=>]99.3%

    \[ \color{blue}{\left(\cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(0.5 \cdot \left(x + x\right)\right) + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    *-commutative [=>]99.3%

    \[ \left(\color{blue}{\sin \left(0.5 \cdot \left(x + x\right)\right) \cdot \cos \left(0.5 \cdot \varepsilon\right)} + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    count-2 [=>]99.3%

    \[ \left(\sin \left(0.5 \cdot \color{blue}{\left(2 \cdot x\right)}\right) \cdot \cos \left(0.5 \cdot \varepsilon\right) + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    *-commutative [<=]99.3%

    \[ \left(\sin \color{blue}{\left(\left(2 \cdot x\right) \cdot 0.5\right)} \cdot \cos \left(0.5 \cdot \varepsilon\right) + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    count-2 [<=]99.3%

    \[ \left(\sin \left(\color{blue}{\left(x + x\right)} \cdot 0.5\right) \cdot \cos \left(0.5 \cdot \varepsilon\right) + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \left(x + x\right)\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    count-2 [=>]99.3%

    \[ \left(\sin \left(\left(x + x\right) \cdot 0.5\right) \cdot \cos \left(0.5 \cdot \varepsilon\right) + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(0.5 \cdot \color{blue}{\left(2 \cdot x\right)}\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    *-commutative [<=]99.3%

    \[ \left(\sin \left(\left(x + x\right) \cdot 0.5\right) \cdot \cos \left(0.5 \cdot \varepsilon\right) + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \color{blue}{\left(\left(2 \cdot x\right) \cdot 0.5\right)}\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    count-2 [<=]99.3%

    \[ \left(\sin \left(\left(x + x\right) \cdot 0.5\right) \cdot \cos \left(0.5 \cdot \varepsilon\right) + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\color{blue}{\left(x + x\right)} \cdot 0.5\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]

    fma-def [=>]99.3%

    \[ \color{blue}{\mathsf{fma}\left(\sin \left(\left(x + x\right) \cdot 0.5\right), \cos \left(0.5 \cdot \varepsilon\right), \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x + x\right) \cdot 0.5\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \left(\varepsilon + 0\right)\right)\right) \]
  6. Taylor expanded in x around inf 99.3%

    \[\leadsto \color{blue}{-2 \cdot \left(\left(\cos x \cdot \sin \left(0.5 \cdot \varepsilon\right) + \sin x \cdot \cos \left(0.5 \cdot \varepsilon\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \]
  7. Simplified99.3%

    \[\leadsto \color{blue}{\mathsf{fma}\left(\sin \left(0.5 \cdot \varepsilon\right), \cos x, \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin x\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \]
    Step-by-step derivation

    [Start]99.3%

    \[ -2 \cdot \left(\left(\cos x \cdot \sin \left(0.5 \cdot \varepsilon\right) + \sin x \cdot \cos \left(0.5 \cdot \varepsilon\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    *-commutative [=>]99.3%

    \[ \color{blue}{\left(\left(\cos x \cdot \sin \left(0.5 \cdot \varepsilon\right) + \sin x \cdot \cos \left(0.5 \cdot \varepsilon\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \cdot -2} \]

    +-commutative [<=]99.3%

    \[ \left(\color{blue}{\left(\sin x \cdot \cos \left(0.5 \cdot \varepsilon\right) + \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \cdot -2 \]

    fma-def [=>]99.3%

    \[ \left(\color{blue}{\mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \cdot -2 \]

    associate-*r* [<=]99.3%

    \[ \color{blue}{\mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \cdot \left(\sin \left(0.5 \cdot \varepsilon\right) \cdot -2\right)} \]

    *-commutative [<=]99.3%

    \[ \mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \cdot \color{blue}{\left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \]

    fma-def [<=]99.3%

    \[ \color{blue}{\left(\sin x \cdot \cos \left(0.5 \cdot \varepsilon\right) + \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    +-commutative [=>]99.3%

    \[ \color{blue}{\left(\cos x \cdot \sin \left(0.5 \cdot \varepsilon\right) + \sin x \cdot \cos \left(0.5 \cdot \varepsilon\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    *-commutative [=>]99.3%

    \[ \left(\color{blue}{\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos x} + \sin x \cdot \cos \left(0.5 \cdot \varepsilon\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    fma-def [=>]99.3%

    \[ \color{blue}{\mathsf{fma}\left(\sin \left(0.5 \cdot \varepsilon\right), \cos x, \sin x \cdot \cos \left(0.5 \cdot \varepsilon\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    *-commutative [=>]99.3%

    \[ \mathsf{fma}\left(\sin \left(0.5 \cdot \varepsilon\right), \cos x, \color{blue}{\cos \left(0.5 \cdot \varepsilon\right) \cdot \sin x}\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]
  8. Taylor expanded in eps around inf 99.3%

    \[\leadsto \color{blue}{\left(\cos x \cdot \sin \left(0.5 \cdot \varepsilon\right) + \sin x \cdot \cos \left(0.5 \cdot \varepsilon\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]
  9. Simplified99.3%

    \[\leadsto \color{blue}{\mathsf{fma}\left(\sin x, \cos \left(\varepsilon \cdot 0.5\right), \cos x \cdot \sin \left(\varepsilon \cdot 0.5\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]
    Step-by-step derivation

    [Start]99.3%

    \[ \left(\cos x \cdot \sin \left(0.5 \cdot \varepsilon\right) + \sin x \cdot \cos \left(0.5 \cdot \varepsilon\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    +-commutative [=>]99.3%

    \[ \color{blue}{\left(\sin x \cdot \cos \left(0.5 \cdot \varepsilon\right) + \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    fma-def [=>]99.3%

    \[ \color{blue}{\mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)} \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    *-commutative [=>]99.3%

    \[ \mathsf{fma}\left(\sin x, \cos \color{blue}{\left(\varepsilon \cdot 0.5\right)}, \cos x \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]

    *-commutative [=>]99.3%

    \[ \mathsf{fma}\left(\sin x, \cos \left(\varepsilon \cdot 0.5\right), \cos x \cdot \sin \color{blue}{\left(\varepsilon \cdot 0.5\right)}\right) \cdot \left(-2 \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \]
  10. Final simplification99.3%

    \[\leadsto \mathsf{fma}\left(\sin x, \cos \left(\varepsilon \cdot 0.5\right), \cos x \cdot \sin \left(\varepsilon \cdot 0.5\right)\right) \cdot \left(-2 \cdot \sin \left(\varepsilon \cdot 0.5\right)\right) \]

Alternatives

Alternative 1
Accuracy99.5%
Cost39360
\[\begin{array}{l} t_0 := \sin \left(\varepsilon \cdot 0.5\right)\\ \mathsf{fma}\left(\sin x, \cos \left(\varepsilon \cdot 0.5\right), \cos x \cdot t_0\right) \cdot \left(-2 \cdot t_0\right) \end{array} \]
Alternative 2
Accuracy99.4%
Cost33088
\[\begin{array}{l} t_0 := \sin \left(\varepsilon \cdot 0.5\right)\\ -2 \cdot \left(t_0 \cdot \left(\cos x \cdot t_0 + \sin x \cdot \cos \left(\varepsilon \cdot 0.5\right)\right)\right) \end{array} \]
Alternative 3
Accuracy99.1%
Cost32968
\[\begin{array}{l} t_0 := \sin \left(\varepsilon \cdot 0.5\right)\\ t_1 := \sin x \cdot \sin \varepsilon\\ \mathbf{if}\;\varepsilon \leq -0.56:\\ \;\;\;\;\cos x \cdot \left(-1 + \cos \varepsilon\right) - t_1\\ \mathbf{elif}\;\varepsilon \leq 0.00015:\\ \;\;\;\;\left(-2 \cdot t_0\right) \cdot \mathsf{fma}\left(t_0, \cos x, \sin x\right)\\ \mathbf{else}:\\ \;\;\;\;\left(\cos x \cdot \cos \varepsilon - t_1\right) - \cos x\\ \end{array} \]
Alternative 4
Accuracy99.1%
Cost32840
\[\begin{array}{l} t_0 := \sin x \cdot \sin \varepsilon\\ \mathbf{if}\;\varepsilon \leq -2.8 \cdot 10^{-5}:\\ \;\;\;\;\cos x \cdot \left(-1 + \cos \varepsilon\right) - t_0\\ \mathbf{elif}\;\varepsilon \leq 4.1 \cdot 10^{-5}:\\ \;\;\;\;\left(-2 \cdot \sin \left(\varepsilon \cdot 0.5\right)\right) \cdot \left(\sin x + 0.5 \cdot \left(\varepsilon \cdot \cos x\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(\cos x \cdot \cos \varepsilon - t_0\right) - \cos x\\ \end{array} \]
Alternative 5
Accuracy99.1%
Cost26441
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -2.2 \cdot 10^{-5} \lor \neg \left(\varepsilon \leq 5 \cdot 10^{-5}\right):\\ \;\;\;\;\cos x \cdot \left(-1 + \cos \varepsilon\right) - \sin x \cdot \sin \varepsilon\\ \mathbf{else}:\\ \;\;\;\;\left(-2 \cdot \sin \left(\varepsilon \cdot 0.5\right)\right) \cdot \left(\sin x + 0.5 \cdot \left(\varepsilon \cdot \cos x\right)\right)\\ \end{array} \]
Alternative 6
Accuracy67.6%
Cost26436
\[\begin{array}{l} t_0 := \sin \left(\varepsilon \cdot 0.5\right)\\ \mathbf{if}\;\cos \left(x + \varepsilon\right) - \cos x \leq -2 \cdot 10^{-15}:\\ \;\;\;\;-2 \cdot {t_0}^{2}\\ \mathbf{else}:\\ \;\;\;\;\sin x \cdot \left(-2 \cdot t_0\right)\\ \end{array} \]
Alternative 7
Accuracy76.4%
Cost13769
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -0.00043 \lor \neg \left(\varepsilon \leq 0.0073\right):\\ \;\;\;\;\cos \varepsilon - \cos x\\ \mathbf{else}:\\ \;\;\;\;\cos x \cdot \left(-0.5 \cdot \left(\varepsilon \cdot \varepsilon\right)\right) - \sin x \cdot \varepsilon\\ \end{array} \]
Alternative 8
Accuracy75.8%
Cost13632
\[-2 \cdot \left(\sin \left(\varepsilon \cdot 0.5\right) \cdot \sin \left(0.5 \cdot \left(\varepsilon - x \cdot -2\right)\right)\right) \]
Alternative 9
Accuracy66.8%
Cost13449
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -7.2 \cdot 10^{-64} \lor \neg \left(\varepsilon \leq 1.35 \cdot 10^{-25}\right):\\ \;\;\;\;-2 \cdot {\sin \left(\varepsilon \cdot 0.5\right)}^{2}\\ \mathbf{else}:\\ \;\;\;\;\sin x \cdot \left(-\varepsilon\right)\\ \end{array} \]
Alternative 10
Accuracy67.4%
Cost13257
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -4 \cdot 10^{-7} \lor \neg \left(\varepsilon \leq 8.8 \cdot 10^{-8}\right):\\ \;\;\;\;\cos \varepsilon - \cos x\\ \mathbf{else}:\\ \;\;\;\;\sin x \cdot \left(-\varepsilon\right)\\ \end{array} \]
Alternative 11
Accuracy46.3%
Cost6988
\[\begin{array}{l} t_0 := -1 + \cos \varepsilon\\ \mathbf{if}\;\varepsilon \leq -3.3 \cdot 10^{-12}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;\varepsilon \leq -1.45 \cdot 10^{-120}:\\ \;\;\;\;-0.5 \cdot \left(\varepsilon \cdot \varepsilon\right)\\ \mathbf{elif}\;\varepsilon \leq 6.8 \cdot 10^{-9}:\\ \;\;\;\;x \cdot \left(-\varepsilon\right)\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]
Alternative 12
Accuracy66.8%
Cost6921
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -4 \cdot 10^{-7} \lor \neg \left(\varepsilon \leq 6.5 \cdot 10^{-8}\right):\\ \;\;\;\;-1 + \cos \varepsilon\\ \mathbf{else}:\\ \;\;\;\;\sin x \cdot \left(-\varepsilon\right)\\ \end{array} \]
Alternative 13
Accuracy23.8%
Cost585
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -2.55 \cdot 10^{-121} \lor \neg \left(\varepsilon \leq 5.2 \cdot 10^{-75}\right):\\ \;\;\;\;-0.5 \cdot \left(\varepsilon \cdot \varepsilon\right)\\ \mathbf{else}:\\ \;\;\;\;x \cdot \left(-\varepsilon\right)\\ \end{array} \]
Alternative 14
Accuracy18.3%
Cost256
\[x \cdot \left(-\varepsilon\right) \]
Alternative 15
Accuracy13.0%
Cost64
\[0 \]

Reproduce?

herbie shell --seed 2023263 
(FPCore (x eps)
  :name "2cos (problem 3.3.5)"
  :precision binary64
  (- (cos (+ x eps)) (cos x)))