Average Error: 0.5 → 0.4
Time: 10.8s
Precision: binary64
\[\frac{\cos th}{\sqrt{2}} \cdot \left(a1 \cdot a1\right) + \frac{\cos th}{\sqrt{2}} \cdot \left(a2 \cdot a2\right) \]
↓
\[\left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \left(\mathsf{hypot}\left(a2, a1\right) \cdot \sqrt{0.5}\right) \]
\frac{\cos th}{\sqrt{2}} \cdot \left(a1 \cdot a1\right) + \frac{\cos th}{\sqrt{2}} \cdot \left(a2 \cdot a2\right)
↓
\left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \left(\mathsf{hypot}\left(a2, a1\right) \cdot \sqrt{0.5}\right)

(FPCore (a1 a2 th)
 :precision binary64
 (+
  (* (/ (cos th) (sqrt 2.0)) (* a1 a1))
  (* (/ (cos th) (sqrt 2.0)) (* a2 a2))))
↓
(FPCore (a1 a2 th)
 :precision binary64
 (* (* (cos th) (hypot a2 a1)) (* (hypot a2 a1) (sqrt 0.5))))
double code(double a1, double a2, double th) {
	return ((cos(th) / sqrt(2.0)) * (a1 * a1)) + ((cos(th) / sqrt(2.0)) * (a2 * a2));
}
↓
double code(double a1, double a2, double th) {
	return (cos(th) * hypot(a2, a1)) * (hypot(a2, a1) * sqrt(0.5));
}

Error

Bits error versus a1

Bits error versus a2

Bits error versus th

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Initial program 0.5

    \[\frac{\cos th}{\sqrt{2}} \cdot \left(a1 \cdot a1\right) + \frac{\cos th}{\sqrt{2}} \cdot \left(a2 \cdot a2\right) \]

  2. Simplified0.5

    \[\leadsto \color{blue}{\cos th \cdot \frac{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}{\sqrt{2}}} \]

  3. Applied *-un-lft-identity_binary640.5

    \[\leadsto \cos th \cdot \frac{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}{\sqrt{\color{blue}{1 \cdot 2}}} \]

  4. Applied sqrt-prod_binary640.5

    \[\leadsto \cos th \cdot \frac{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}{\color{blue}{\sqrt{1} \cdot \sqrt{2}}} \]

  5. Applied add-sqr-sqrt_binary640.5

    \[\leadsto \cos th \cdot \frac{\color{blue}{\sqrt{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)} \cdot \sqrt{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}}}{\sqrt{1} \cdot \sqrt{2}} \]

  6. Applied times-frac_binary640.5

    \[\leadsto \cos th \cdot \color{blue}{\left(\frac{\sqrt{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}}{\sqrt{1}} \cdot \frac{\sqrt{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}}{\sqrt{2}}\right)} \]

  7. Simplified0.5

    \[\leadsto \cos th \cdot \left(\color{blue}{\mathsf{hypot}\left(a2, a1\right)} \cdot \frac{\sqrt{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}}{\sqrt{2}}\right) \]

  8. Simplified0.5

    \[\leadsto \cos th \cdot \left(\mathsf{hypot}\left(a2, a1\right) \cdot \color{blue}{\frac{\mathsf{hypot}\left(a2, a1\right)}{\sqrt{2}}}\right) \]

  9. Applied associate-*r*_binary640.4

    \[\leadsto \color{blue}{\left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \frac{\mathsf{hypot}\left(a2, a1\right)}{\sqrt{2}}} \]

  10. Applied hypot-udef_binary640.5

    \[\leadsto \left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \frac{\color{blue}{\sqrt{a2 \cdot a2 + a1 \cdot a1}}}{\sqrt{2}} \]

  11. Applied sqrt-undiv_binary640.4

    \[\leadsto \left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \color{blue}{\sqrt{\frac{a2 \cdot a2 + a1 \cdot a1}{2}}} \]

  12. Simplified0.4

    \[\leadsto \left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \sqrt{\color{blue}{\frac{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}{2}}} \]

  13. Applied div-inv_binary640.4

    \[\leadsto \left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \sqrt{\color{blue}{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right) \cdot \frac{1}{2}}} \]

  14. Applied sqrt-prod_binary640.5

    \[\leadsto \left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \color{blue}{\left(\sqrt{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)} \cdot \sqrt{\frac{1}{2}}\right)} \]

  15. Simplified0.4

    \[\leadsto \left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \left(\color{blue}{\mathsf{hypot}\left(a2, a1\right)} \cdot \sqrt{\frac{1}{2}}\right) \]

  16. Simplified0.4

    \[\leadsto \left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \left(\mathsf{hypot}\left(a2, a1\right) \cdot \color{blue}{\sqrt{0.5}}\right) \]

  17. Final simplification0.4

    \[\leadsto \left(\cos th \cdot \mathsf{hypot}\left(a2, a1\right)\right) \cdot \left(\mathsf{hypot}\left(a2, a1\right) \cdot \sqrt{0.5}\right) \]

Reproduce

herbie shell --seed 2022063 
(FPCore (a1 a2 th)
  :name "Migdal et al, Equation (64)"
  :precision binary64
  (+ (* (/ (cos th) (sqrt 2.0)) (* a1 a1)) (* (/ (cos th) (sqrt 2.0)) (* a2 a2))))