| Alternative 1 | |
|---|---|
| Accuracy | 99.4% |
| Cost | 33088 |

(FPCore (x eps) :precision binary64 (- (cos (+ x eps)) (cos x)))
(FPCore (x eps) :precision binary64 (let* ((t_0 (sin (* 0.5 eps)))) (* -2.0 (* t_0 (fma (sin x) (cos (* 0.5 eps)) (* t_0 (cos x)))))))
double code(double x, double eps) {
return cos((x + eps)) - cos(x);
}
double code(double x, double eps) {
double t_0 = sin((0.5 * eps));
return -2.0 * (t_0 * fma(sin(x), cos((0.5 * eps)), (t_0 * cos(x))));
}
function code(x, eps) return Float64(cos(Float64(x + eps)) - cos(x)) end
function code(x, eps) t_0 = sin(Float64(0.5 * eps)) return Float64(-2.0 * Float64(t_0 * fma(sin(x), cos(Float64(0.5 * eps)), Float64(t_0 * cos(x))))) 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[(0.5 * eps), $MachinePrecision]], $MachinePrecision]}, N[(-2.0 * N[(t$95$0 * N[(N[Sin[x], $MachinePrecision] * N[Cos[N[(0.5 * eps), $MachinePrecision]], $MachinePrecision] + N[(t$95$0 * N[Cos[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\cos \left(x + \varepsilon\right) - \cos x
\begin{array}{l}
t_0 := \sin \left(0.5 \cdot \varepsilon\right)\\
-2 \cdot \left(t_0 \cdot \mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), t_0 \cdot \cos x\right)\right)
\end{array}
Herbie found 22 alternatives:
| Alternative | Accuracy | Speedup |
|---|
Initial program 38.1%
Applied egg-rr45.3%
[Start]38.1 | \[ \cos \left(x + \varepsilon\right) - \cos x
\] |
|---|---|
diff-cos [=>]45.3 | \[ \color{blue}{-2 \cdot \left(\sin \left(\frac{\left(x + \varepsilon\right) - x}{2}\right) \cdot \sin \left(\frac{\left(x + \varepsilon\right) + x}{2}\right)\right)}
\] |
div-inv [=>]45.3 | \[ -2 \cdot \left(\sin \color{blue}{\left(\left(\left(x + \varepsilon\right) - x\right) \cdot \frac{1}{2}\right)} \cdot \sin \left(\frac{\left(x + \varepsilon\right) + x}{2}\right)\right)
\] |
metadata-eval [=>]45.3 | \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot \color{blue}{0.5}\right) \cdot \sin \left(\frac{\left(x + \varepsilon\right) + x}{2}\right)\right)
\] |
div-inv [=>]45.3 | \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \color{blue}{\left(\left(\left(x + \varepsilon\right) + x\right) \cdot \frac{1}{2}\right)}\right)
\] |
+-commutative [=>]45.3 | \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \left(\color{blue}{\left(x + \left(x + \varepsilon\right)\right)} \cdot \frac{1}{2}\right)\right)
\] |
metadata-eval [=>]45.3 | \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot \color{blue}{0.5}\right)\right)
\] |
Simplified76.5%
[Start]45.3 | \[ -2 \cdot \left(\sin \left(\left(\left(x + \varepsilon\right) - x\right) \cdot 0.5\right) \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot 0.5\right)\right)
\] |
|---|---|
*-commutative [=>]45.3 | \[ -2 \cdot \left(\sin \color{blue}{\left(0.5 \cdot \left(\left(x + \varepsilon\right) - x\right)\right)} \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot 0.5\right)\right)
\] |
+-commutative [<=]45.3 | \[ -2 \cdot \left(\sin \left(0.5 \cdot \left(\color{blue}{\left(\varepsilon + x\right)} - x\right)\right) \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot 0.5\right)\right)
\] |
associate--l+ [=>]76.4 | \[ -2 \cdot \left(\sin \left(0.5 \cdot \color{blue}{\left(\varepsilon + \left(x - x\right)\right)}\right) \cdot \sin \left(\left(x + \left(x + \varepsilon\right)\right) \cdot 0.5\right)\right)
\] |
*-commutative [=>]76.4 | \[ -2 \cdot \left(\sin \left(0.5 \cdot \left(\varepsilon + \left(x - x\right)\right)\right) \cdot \sin \color{blue}{\left(0.5 \cdot \left(x + \left(x + \varepsilon\right)\right)\right)}\right)
\] |
associate-+r+ [=>]76.5 | \[ -2 \cdot \left(\sin \left(0.5 \cdot \left(\varepsilon + \left(x - x\right)\right)\right) \cdot \sin \left(0.5 \cdot \color{blue}{\left(\left(x + x\right) + \varepsilon\right)}\right)\right)
\] |
+-commutative [=>]76.5 | \[ -2 \cdot \left(\sin \left(0.5 \cdot \left(\varepsilon + \left(x - x\right)\right)\right) \cdot \sin \left(0.5 \cdot \color{blue}{\left(\varepsilon + \left(x + x\right)\right)}\right)\right)
\] |
Taylor expanded in x around -inf 76.5%
Applied egg-rr99.5%
[Start]76.5 | \[ -2 \cdot \left(\sin \left(0.5 \cdot \left(\varepsilon - -2 \cdot x\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
|---|---|
sub-neg [=>]76.5 | \[ -2 \cdot \left(\sin \left(0.5 \cdot \color{blue}{\left(\varepsilon + \left(--2 \cdot x\right)\right)}\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
distribute-rgt-in [=>]76.5 | \[ -2 \cdot \left(\sin \color{blue}{\left(\varepsilon \cdot 0.5 + \left(--2 \cdot x\right) \cdot 0.5\right)} \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
*-commutative [<=]76.5 | \[ -2 \cdot \left(\sin \left(\color{blue}{0.5 \cdot \varepsilon} + \left(--2 \cdot x\right) \cdot 0.5\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
sin-sum [=>]99.5 | \[ -2 \cdot \left(\color{blue}{\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(--2 \cdot x\right) \cdot 0.5\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\left(--2 \cdot x\right) \cdot 0.5\right)\right)} \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
*-commutative [=>]99.5 | \[ -2 \cdot \left(\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(-\color{blue}{x \cdot -2}\right) \cdot 0.5\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\left(--2 \cdot x\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
distribute-rgt-neg-in [=>]99.5 | \[ -2 \cdot \left(\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\color{blue}{\left(x \cdot \left(--2\right)\right)} \cdot 0.5\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\left(--2 \cdot x\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
metadata-eval [=>]99.5 | \[ -2 \cdot \left(\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot \color{blue}{2}\right) \cdot 0.5\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\left(--2 \cdot x\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
*-commutative [=>]99.5 | \[ -2 \cdot \left(\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\left(-\color{blue}{x \cdot -2}\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
distribute-rgt-neg-in [=>]99.5 | \[ -2 \cdot \left(\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\color{blue}{\left(x \cdot \left(--2\right)\right)} \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
metadata-eval [=>]99.5 | \[ -2 \cdot \left(\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\left(x \cdot \color{blue}{2}\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
Applied egg-rr99.5%
[Start]99.5 | \[ -2 \cdot \left(\left(\sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right) + \cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\left(x \cdot 2\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
|---|---|
+-commutative [=>]99.5 | \[ -2 \cdot \left(\color{blue}{\left(\cos \left(0.5 \cdot \varepsilon\right) \cdot \sin \left(\left(x \cdot 2\right) \cdot 0.5\right) + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right)\right)} \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
*-commutative [=>]99.5 | \[ -2 \cdot \left(\left(\color{blue}{\sin \left(\left(x \cdot 2\right) \cdot 0.5\right) \cdot \cos \left(0.5 \cdot \varepsilon\right)} + \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
fma-def [=>]99.5 | \[ -2 \cdot \left(\color{blue}{\mathsf{fma}\left(\sin \left(\left(x \cdot 2\right) \cdot 0.5\right), \cos \left(0.5 \cdot \varepsilon\right), \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right)\right)} \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
associate-*l* [=>]99.5 | \[ -2 \cdot \left(\mathsf{fma}\left(\sin \color{blue}{\left(x \cdot \left(2 \cdot 0.5\right)\right)}, \cos \left(0.5 \cdot \varepsilon\right), \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
metadata-eval [=>]99.5 | \[ -2 \cdot \left(\mathsf{fma}\left(\sin \left(x \cdot \color{blue}{1}\right), \cos \left(0.5 \cdot \varepsilon\right), \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
*-rgt-identity [=>]99.5 | \[ -2 \cdot \left(\mathsf{fma}\left(\sin \color{blue}{x}, \cos \left(0.5 \cdot \varepsilon\right), \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(\left(x \cdot 2\right) \cdot 0.5\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
associate-*l* [=>]99.5 | \[ -2 \cdot \left(\mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \color{blue}{\left(x \cdot \left(2 \cdot 0.5\right)\right)}\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
metadata-eval [=>]99.5 | \[ -2 \cdot \left(\mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \left(x \cdot \color{blue}{1}\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
*-rgt-identity [=>]99.5 | \[ -2 \cdot \left(\mathsf{fma}\left(\sin x, \cos \left(0.5 \cdot \varepsilon\right), \sin \left(0.5 \cdot \varepsilon\right) \cdot \cos \color{blue}{x}\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right)
\] |
Final simplification99.5%
| Alternative 1 | |
|---|---|
| Accuracy | 99.4% |
| Cost | 33088 |
| Alternative 2 | |
|---|---|
| Accuracy | 99.1% |
| Cost | 32841 |
| Alternative 3 | |
|---|---|
| Accuracy | 77.6% |
| Cost | 26688 |
| Alternative 4 | |
|---|---|
| Accuracy | 76.9% |
| Cost | 13641 |
| Alternative 5 | |
|---|---|
| Accuracy | 76.4% |
| Cost | 13632 |
| Alternative 6 | |
|---|---|
| Accuracy | 76.7% |
| Cost | 13257 |
| Alternative 7 | |
|---|---|
| Accuracy | 76.1% |
| Cost | 7497 |
| Alternative 8 | |
|---|---|
| Accuracy | 49.3% |
| Cost | 7120 |
| Alternative 9 | |
|---|---|
| Accuracy | 67.5% |
| Cost | 6921 |
| Alternative 10 | |
|---|---|
| Accuracy | 29.0% |
| Cost | 969 |
| Alternative 11 | |
|---|---|
| Accuracy | 28.1% |
| Cost | 848 |
| Alternative 12 | |
|---|---|
| Accuracy | 28.5% |
| Cost | 848 |
| Alternative 13 | |
|---|---|
| Accuracy | 28.9% |
| Cost | 848 |
| Alternative 14 | |
|---|---|
| Accuracy | 29.2% |
| Cost | 848 |
| Alternative 15 | |
|---|---|
| Accuracy | 29.4% |
| Cost | 848 |
| Alternative 16 | |
|---|---|
| Accuracy | 29.7% |
| Cost | 848 |
| Alternative 17 | |
|---|---|
| Accuracy | 30.1% |
| Cost | 848 |
| Alternative 18 | |
|---|---|
| Accuracy | 30.2% |
| Cost | 848 |
| Alternative 19 | |
|---|---|
| Accuracy | 30.1% |
| Cost | 848 |
| Alternative 20 | |
|---|---|
| Accuracy | 24.5% |
| Cost | 585 |
| Alternative 21 | |
|---|---|
| Accuracy | 18.8% |
| Cost | 256 |
herbie shell --seed 2023160
(FPCore (x eps)
:name "2cos (problem 3.3.5)"
:precision binary64
(- (cos (+ x eps)) (cos x)))