Average Error: 11.3 → 4.9
Time: 6.3s
Precision: 64
Internal Precision: 576
\[\frac{a1 \cdot a2}{b1 \cdot b2}\]
\[\begin{array}{l} \mathbf{if}\;a1 \cdot a2 \le -8.972689661583338 \cdot 10^{+284}:\\ \;\;\;\;\frac{\frac{a1}{b2}}{\frac{b1}{a2}}\\ \mathbf{elif}\;a1 \cdot a2 \le -5.6379784274601786 \cdot 10^{-219}:\\ \;\;\;\;\frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{elif}\;a1 \cdot a2 \le 2.401871222154145 \cdot 10^{-300}:\\ \;\;\;\;\frac{\frac{a1}{b2}}{\frac{b1}{a2}}\\ \mathbf{elif}\;a1 \cdot a2 \le 1.1971016819116577 \cdot 10^{+198}:\\ \;\;\;\;\frac{1}{b1} \cdot \frac{a1 \cdot a2}{b2}\\ \mathbf{else}:\\ \;\;\;\;a1 \cdot \left(\frac{a2}{b1} \cdot \frac{1}{b2}\right)\\ \end{array}\]

Error

Bits error versus a1

Bits error versus a2

Bits error versus b1

Bits error versus b2

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original11.3
Target11.5
Herbie4.9
\[\frac{a1}{b1} \cdot \frac{a2}{b2}\]

Derivation

  1. Split input into 4 regimes
  2. if (* a1 a2) < -8.972689661583338e+284 or -5.6379784274601786e-219 < (* a1 a2) < 2.401871222154145e-300

    1. Initial program 21.8

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Initial simplification3.9

      \[\leadsto \frac{a1}{b2} \cdot \frac{a2}{b1}\]
    3. Using strategy rm
    4. Applied associate-*r/8.8

      \[\leadsto \color{blue}{\frac{\frac{a1}{b2} \cdot a2}{b1}}\]
    5. Using strategy rm
    6. Applied associate-/l*3.9

      \[\leadsto \color{blue}{\frac{\frac{a1}{b2}}{\frac{b1}{a2}}}\]

    if -8.972689661583338e+284 < (* a1 a2) < -5.6379784274601786e-219

    1. Initial program 5.2

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Initial simplification14.4

      \[\leadsto \frac{a1}{b2} \cdot \frac{a2}{b1}\]
    3. Using strategy rm
    4. Applied associate-*r/11.9

      \[\leadsto \color{blue}{\frac{\frac{a1}{b2} \cdot a2}{b1}}\]
    5. Using strategy rm
    6. Applied div-inv11.9

      \[\leadsto \frac{\color{blue}{\left(a1 \cdot \frac{1}{b2}\right)} \cdot a2}{b1}\]
    7. Applied associate-*l*11.1

      \[\leadsto \frac{\color{blue}{a1 \cdot \left(\frac{1}{b2} \cdot a2\right)}}{b1}\]
    8. Using strategy rm
    9. Applied associate-*l/11.0

      \[\leadsto \frac{a1 \cdot \color{blue}{\frac{1 \cdot a2}{b2}}}{b1}\]
    10. Applied associate-*r/5.2

      \[\leadsto \frac{\color{blue}{\frac{a1 \cdot \left(1 \cdot a2\right)}{b2}}}{b1}\]
    11. Applied associate-/l/5.2

      \[\leadsto \color{blue}{\frac{a1 \cdot \left(1 \cdot a2\right)}{b1 \cdot b2}}\]
    12. Simplified5.2

      \[\leadsto \frac{\color{blue}{a2 \cdot a1}}{b1 \cdot b2}\]

    if 2.401871222154145e-300 < (* a1 a2) < 1.1971016819116577e+198

    1. Initial program 5.3

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Initial simplification13.5

      \[\leadsto \frac{a1}{b2} \cdot \frac{a2}{b1}\]
    3. Using strategy rm
    4. Applied associate-*r/10.5

      \[\leadsto \color{blue}{\frac{\frac{a1}{b2} \cdot a2}{b1}}\]
    5. Using strategy rm
    6. Applied div-inv10.5

      \[\leadsto \frac{\color{blue}{\left(a1 \cdot \frac{1}{b2}\right)} \cdot a2}{b1}\]
    7. Applied associate-*l*11.0

      \[\leadsto \frac{\color{blue}{a1 \cdot \left(\frac{1}{b2} \cdot a2\right)}}{b1}\]
    8. Taylor expanded around -inf 4.4

      \[\leadsto \frac{\color{blue}{\frac{a1 \cdot a2}{b2}}}{b1}\]
    9. Using strategy rm
    10. Applied div-inv4.5

      \[\leadsto \color{blue}{\frac{a1 \cdot a2}{b2} \cdot \frac{1}{b1}}\]

    if 1.1971016819116577e+198 < (* a1 a2)

    1. Initial program 34.8

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Initial simplification9.4

      \[\leadsto \frac{a1}{b2} \cdot \frac{a2}{b1}\]
    3. Using strategy rm
    4. Applied div-inv9.4

      \[\leadsto \color{blue}{\left(a1 \cdot \frac{1}{b2}\right)} \cdot \frac{a2}{b1}\]
    5. Applied associate-*l*9.4

      \[\leadsto \color{blue}{a1 \cdot \left(\frac{1}{b2} \cdot \frac{a2}{b1}\right)}\]
  3. Recombined 4 regimes into one program.
  4. Final simplification4.9

    \[\leadsto \begin{array}{l} \mathbf{if}\;a1 \cdot a2 \le -8.972689661583338 \cdot 10^{+284}:\\ \;\;\;\;\frac{\frac{a1}{b2}}{\frac{b1}{a2}}\\ \mathbf{elif}\;a1 \cdot a2 \le -5.6379784274601786 \cdot 10^{-219}:\\ \;\;\;\;\frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{elif}\;a1 \cdot a2 \le 2.401871222154145 \cdot 10^{-300}:\\ \;\;\;\;\frac{\frac{a1}{b2}}{\frac{b1}{a2}}\\ \mathbf{elif}\;a1 \cdot a2 \le 1.1971016819116577 \cdot 10^{+198}:\\ \;\;\;\;\frac{1}{b1} \cdot \frac{a1 \cdot a2}{b2}\\ \mathbf{else}:\\ \;\;\;\;a1 \cdot \left(\frac{a2}{b1} \cdot \frac{1}{b2}\right)\\ \end{array}\]

Runtime

Time bar (total: 6.3s)Debug logProfile

BaselineHerbieOracleSpan%
Regimes10.94.90.010.955.1%
herbie shell --seed 2018297 
(FPCore (a1 a2 b1 b2)
  :name "Quotient of products"

  :herbie-target
  (* (/ a1 b1) (/ a2 b2))

  (/ (* a1 a2) (* b1 b2)))