Average Error: 15.0 → 0.7
Time: 6.3s
Precision: 64
Internal Precision: 1344
\[\tan^{-1} \left(N + 1\right) - \tan^{-1} N\]
\[\sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*} \cdot \left(\sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*} \cdot \sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*}\right)\]

Error

Bits error versus N

Target

Original15.0
Target0.4
Herbie0.7
\[\tan^{-1} \left(\frac{1}{1 + N \cdot \left(N + 1\right)}\right)\]

Derivation

  1. Initial program 15.0

    \[\tan^{-1} \left(N + 1\right) - \tan^{-1} N\]
  2. Using strategy rm
  3. Applied diff-atan13.8

    \[\leadsto \color{blue}{\tan^{-1}_* \frac{\left(N + 1\right) - N}{1 + \left(N + 1\right) \cdot N}}\]
  4. Simplified0.4

    \[\leadsto \tan^{-1}_* \frac{\color{blue}{1}}{1 + \left(N + 1\right) \cdot N}\]
  5. Simplified0.4

    \[\leadsto \tan^{-1}_* \frac{1}{\color{blue}{(N \cdot \left(N + 1\right) + 1)_*}}\]
  6. Using strategy rm
  7. Applied expm1-log1p-u0.9

    \[\leadsto \color{blue}{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*}\]
  8. Using strategy rm
  9. Applied add-cube-cbrt0.7

    \[\leadsto \color{blue}{\left(\sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*} \cdot \sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*}\right) \cdot \sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*}}\]
  10. Final simplification0.7

    \[\leadsto \sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*} \cdot \left(\sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*} \cdot \sqrt[3]{(e^{\log_* (1 + \tan^{-1}_* \frac{1}{(N \cdot \left(N + 1\right) + 1)_*})} - 1)^*}\right)\]

Runtime

Time bar (total: 6.3s)Debug logProfile

BaselineHerbieOracleSpan%
Regimes0.70.70.40.40%
herbie shell --seed 2018285 +o rules:numerics
(FPCore (N)
  :name "2atan (example 3.5)"

  :herbie-target
  (atan (/ 1 (+ 1 (* N (+ N 1)))))

  (- (atan (+ N 1)) (atan N)))