Average Error: 37.2 → 0.3
Time: 20.2s
Precision: 64
\[\sin \left(x + \varepsilon\right) - \sin x\]
\[2 \cdot \left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \mathsf{fma}\left(\left(\cos \left(\varepsilon \cdot \frac{1}{2}\right)\right), \left(\cos x\right), \left(-\sin \left(\varepsilon \cdot \frac{1}{2}\right) \cdot \sin x\right)\right)\right)\]
\sin \left(x + \varepsilon\right) - \sin x
2 \cdot \left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \mathsf{fma}\left(\left(\cos \left(\varepsilon \cdot \frac{1}{2}\right)\right), \left(\cos x\right), \left(-\sin \left(\varepsilon \cdot \frac{1}{2}\right) \cdot \sin x\right)\right)\right)
double f(double x, double eps) {
        double r3688063 = x;
        double r3688064 = eps;
        double r3688065 = r3688063 + r3688064;
        double r3688066 = sin(r3688065);
        double r3688067 = sin(r3688063);
        double r3688068 = r3688066 - r3688067;
        return r3688068;
}

double f(double x, double eps) {
        double r3688069 = 2.0;
        double r3688070 = eps;
        double r3688071 = r3688070 / r3688069;
        double r3688072 = sin(r3688071);
        double r3688073 = 0.5;
        double r3688074 = r3688070 * r3688073;
        double r3688075 = cos(r3688074);
        double r3688076 = x;
        double r3688077 = cos(r3688076);
        double r3688078 = sin(r3688074);
        double r3688079 = sin(r3688076);
        double r3688080 = r3688078 * r3688079;
        double r3688081 = -r3688080;
        double r3688082 = fma(r3688075, r3688077, r3688081);
        double r3688083 = r3688072 * r3688082;
        double r3688084 = r3688069 * r3688083;
        return r3688084;
}

Error

Bits error versus x

Bits error versus eps

Target

Original37.2
Target14.9
Herbie0.3
\[2 \cdot \left(\cos \left(x + \frac{\varepsilon}{2}\right) \cdot \sin \left(\frac{\varepsilon}{2}\right)\right)\]

Derivation

  1. Initial program 37.2

    \[\sin \left(x + \varepsilon\right) - \sin x\]
  2. Using strategy rm
  3. Applied diff-sin37.5

    \[\leadsto \color{blue}{2 \cdot \left(\sin \left(\frac{\left(x + \varepsilon\right) - x}{2}\right) \cdot \cos \left(\frac{\left(x + \varepsilon\right) + x}{2}\right)\right)}\]
  4. Simplified14.9

    \[\leadsto 2 \cdot \color{blue}{\left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \cos \left(\frac{x + \left(\varepsilon + x\right)}{2}\right)\right)}\]
  5. Taylor expanded around inf 14.9

    \[\leadsto 2 \cdot \left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \color{blue}{\cos \left(\frac{1}{2} \cdot \left(2 \cdot x + \varepsilon\right)\right)}\right)\]
  6. Simplified14.9

    \[\leadsto 2 \cdot \left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \color{blue}{\cos \left(\mathsf{fma}\left(\varepsilon, \frac{1}{2}, x\right)\right)}\right)\]
  7. Using strategy rm
  8. Applied fma-udef14.9

    \[\leadsto 2 \cdot \left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \cos \color{blue}{\left(\varepsilon \cdot \frac{1}{2} + x\right)}\right)\]
  9. Applied cos-sum0.3

    \[\leadsto 2 \cdot \left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \color{blue}{\left(\cos \left(\varepsilon \cdot \frac{1}{2}\right) \cdot \cos x - \sin \left(\varepsilon \cdot \frac{1}{2}\right) \cdot \sin x\right)}\right)\]
  10. Using strategy rm
  11. Applied fma-neg0.3

    \[\leadsto 2 \cdot \left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \color{blue}{\mathsf{fma}\left(\left(\cos \left(\varepsilon \cdot \frac{1}{2}\right)\right), \left(\cos x\right), \left(-\sin \left(\varepsilon \cdot \frac{1}{2}\right) \cdot \sin x\right)\right)}\right)\]
  12. Final simplification0.3

    \[\leadsto 2 \cdot \left(\sin \left(\frac{\varepsilon}{2}\right) \cdot \mathsf{fma}\left(\left(\cos \left(\varepsilon \cdot \frac{1}{2}\right)\right), \left(\cos x\right), \left(-\sin \left(\varepsilon \cdot \frac{1}{2}\right) \cdot \sin x\right)\right)\right)\]

Reproduce

herbie shell --seed 2019130 +o rules:numerics
(FPCore (x eps)
  :name "2sin (example 3.3)"

  :herbie-target
  (* 2 (* (cos (+ x (/ eps 2))) (sin (/ eps 2))))

  (- (sin (+ x eps)) (sin x)))