NMSE Section 6.1 mentioned, B

Percentage Accurate: 78.4% → 99.7%
Time: 9.1s
Alternatives: 10
Speedup: 2.0×

Specification

?
\[\begin{array}{l} \\ \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \end{array} \]
(FPCore (a b)
 :precision binary64
 (* (* (/ (PI) 2.0) (/ 1.0 (- (* b b) (* a a)))) (- (/ 1.0 a) (/ 1.0 b))))
\begin{array}{l}

\\
\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)
\end{array}

Sampling outcomes in binary64 precision:

Local Percentage Accuracy vs ?

The average percentage accuracy by input value. Horizontal axis shows value of an input variable; the variable is choosen in the title. Vertical axis is accuracy; higher is better. Red represent the original program, while blue represents Herbie's suggestion. These can be toggled with buttons below the plot. The line is an average while dots represent individual samples.

Accuracy vs Speed?

Herbie found 10 alternatives:

AlternativeAccuracySpeedup
The accuracy (vertical axis) and speed (horizontal axis) of each alternatives. Up and to the right is better. The red square shows the initial program, and each blue circle shows an alternative.The line shows the best available speed-accuracy tradeoffs.

Initial Program: 78.4% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \end{array} \]
(FPCore (a b)
 :precision binary64
 (* (* (/ (PI) 2.0) (/ 1.0 (- (* b b) (* a a)))) (- (/ 1.0 a) (/ 1.0 b))))
\begin{array}{l}

\\
\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)
\end{array}

Alternative 1: 99.7% accurate, 2.0× speedup?

\[\begin{array}{l} \\ 0.5 \cdot \frac{\frac{\mathsf{PI}\left(\right)}{b + a}}{b \cdot a} \end{array} \]
(FPCore (a b) :precision binary64 (* 0.5 (/ (/ (PI) (+ b a)) (* b a))))
\begin{array}{l}

\\
0.5 \cdot \frac{\frac{\mathsf{PI}\left(\right)}{b + a}}{b \cdot a}
\end{array}
Derivation
  1. Initial program 79.5%

    \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f64N/A

      \[\leadsto \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)} \]
    2. *-commutativeN/A

      \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
    3. lift-*.f64N/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
    4. lift-/.f64N/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \color{blue}{\frac{1}{b \cdot b - a \cdot a}}\right) \]
    5. un-div-invN/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{2}}{b \cdot b - a \cdot a}} \]
    6. lift-/.f64N/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{2}}}{b \cdot b - a \cdot a} \]
    7. div-invN/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}}{b \cdot b - a \cdot a} \]
    8. lift--.f64N/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{b \cdot b - a \cdot a}} \]
    9. lift-*.f64N/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{b \cdot b} - a \cdot a} \]
    10. lift-*.f64N/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{b \cdot b - \color{blue}{a \cdot a}} \]
    11. difference-of-squaresN/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{\left(b + a\right) \cdot \left(b - a\right)}} \]
    12. times-fracN/A

      \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{b + a} \cdot \frac{\frac{1}{2}}{b - a}\right)} \]
    13. associate-*r*N/A

      \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
    14. lower-*.f64N/A

      \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
  4. Applied rewrites88.1%

    \[\leadsto \color{blue}{\left(\frac{\frac{b - a}{a}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{0.5}{b - a}} \]
  5. Step-by-step derivation
    1. lift-*.f64N/A

      \[\leadsto \color{blue}{\left(\frac{\frac{b - a}{a}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right)} \cdot \frac{\frac{1}{2}}{b - a} \]
    2. lift-/.f64N/A

      \[\leadsto \left(\color{blue}{\frac{\frac{b - a}{a}}{b}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    3. lift-/.f64N/A

      \[\leadsto \left(\frac{\color{blue}{\frac{b - a}{a}}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    4. associate-/l/N/A

      \[\leadsto \left(\color{blue}{\frac{b - a}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    5. lift-/.f64N/A

      \[\leadsto \left(\frac{b - a}{b \cdot a} \cdot \color{blue}{\frac{\mathsf{PI}\left(\right)}{a + b}}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    6. clear-numN/A

      \[\leadsto \left(\frac{b - a}{b \cdot a} \cdot \color{blue}{\frac{1}{\frac{a + b}{\mathsf{PI}\left(\right)}}}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    7. frac-timesN/A

      \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
    8. lower-/.f64N/A

      \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
    9. lower-*.f64N/A

      \[\leadsto \frac{\color{blue}{\left(b - a\right) \cdot 1}}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
    10. *-commutativeN/A

      \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right)} \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
    11. lower-*.f64N/A

      \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
    12. lower-*.f64N/A

      \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right)} \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
    13. lower-/.f6498.5

      \[\leadsto \frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \color{blue}{\frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{0.5}{b - a} \]
  6. Applied rewrites98.5%

    \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{0.5}{b - a} \]
  7. Step-by-step derivation
    1. lift-*.f64N/A

      \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a}} \]
    2. lift-/.f64N/A

      \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
    3. lift-*.f64N/A

      \[\leadsto \frac{\color{blue}{\left(b - a\right) \cdot 1}}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
    4. *-rgt-identityN/A

      \[\leadsto \frac{\color{blue}{b - a}}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
    5. associate-*l/N/A

      \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot \frac{\frac{1}{2}}{b - a}}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \]
    6. lower-/.f64N/A

      \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot \frac{\frac{1}{2}}{b - a}}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \]
    7. *-commutativeN/A

      \[\leadsto \frac{\color{blue}{\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)}}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \]
    8. lower-*.f6498.6

      \[\leadsto \frac{\color{blue}{\frac{0.5}{b - a} \cdot \left(b - a\right)}}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \]
    9. lift-*.f64N/A

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)}{\color{blue}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \]
    10. *-commutativeN/A

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)}{\color{blue}{\frac{a + b}{\mathsf{PI}\left(\right)} \cdot \left(a \cdot b\right)}} \]
    11. lift-*.f64N/A

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)}{\frac{a + b}{\mathsf{PI}\left(\right)} \cdot \color{blue}{\left(a \cdot b\right)}} \]
    12. associate-*r*N/A

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)}{\color{blue}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b}} \]
    13. lower-*.f64N/A

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)}{\color{blue}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b}} \]
    14. lower-*.f6491.3

      \[\leadsto \frac{\frac{0.5}{b - a} \cdot \left(b - a\right)}{\color{blue}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right)} \cdot b} \]
  8. Applied rewrites91.3%

    \[\leadsto \color{blue}{\frac{\frac{0.5}{b - a} \cdot \left(b - a\right)}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b}} \]
  9. Step-by-step derivation
    1. lift-/.f64N/A

      \[\leadsto \color{blue}{\frac{\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b}} \]
    2. clear-numN/A

      \[\leadsto \color{blue}{\frac{1}{\frac{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b}{\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)}}} \]
    3. associate-/r/N/A

      \[\leadsto \color{blue}{\frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \left(\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)\right)} \]
    4. lift-*.f64N/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \color{blue}{\left(\frac{\frac{1}{2}}{b - a} \cdot \left(b - a\right)\right)} \]
    5. lift-/.f64N/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \left(\color{blue}{\frac{\frac{1}{2}}{b - a}} \cdot \left(b - a\right)\right) \]
    6. div-invN/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \left(\color{blue}{\left(\frac{1}{2} \cdot \frac{1}{b - a}\right)} \cdot \left(b - a\right)\right) \]
    7. associate-*l*N/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \color{blue}{\left(\frac{1}{2} \cdot \left(\frac{1}{b - a} \cdot \left(b - a\right)\right)\right)} \]
    8. inv-powN/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \left(\frac{1}{2} \cdot \left(\color{blue}{{\left(b - a\right)}^{-1}} \cdot \left(b - a\right)\right)\right) \]
    9. pow-plusN/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \left(\frac{1}{2} \cdot \color{blue}{{\left(b - a\right)}^{\left(-1 + 1\right)}}\right) \]
    10. metadata-evalN/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \left(\frac{1}{2} \cdot {\left(b - a\right)}^{\color{blue}{0}}\right) \]
    11. metadata-evalN/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \left(\frac{1}{2} \cdot \color{blue}{1}\right) \]
    12. metadata-evalN/A

      \[\leadsto \frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \color{blue}{\frac{1}{2}} \]
    13. lower-*.f64N/A

      \[\leadsto \color{blue}{\frac{1}{\left(\frac{a + b}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot b} \cdot \frac{1}{2}} \]
  10. Applied rewrites99.7%

    \[\leadsto \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{a + b}}{a \cdot b} \cdot 0.5} \]
  11. Final simplification99.7%

    \[\leadsto 0.5 \cdot \frac{\frac{\mathsf{PI}\left(\right)}{b + a}}{b \cdot a} \]
  12. Add Preprocessing

Alternative 2: 76.1% accurate, 1.7× speedup?

\[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;b \leq 1.1 \cdot 10^{-66}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{0.5}{b - a} \cdot \frac{\mathsf{PI}\left(\right)}{b \cdot a}\\ \end{array} \end{array} \]
(FPCore (a b)
 :precision binary64
 (if (<= b 1.1e-66)
   (* (/ (PI) (* (* b a) a)) 0.5)
   (* (/ 0.5 (- b a)) (/ (PI) (* b a)))))
\begin{array}{l}

\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.1 \cdot 10^{-66}:\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\

\mathbf{else}:\\
\;\;\;\;\frac{0.5}{b - a} \cdot \frac{\mathsf{PI}\left(\right)}{b \cdot a}\\


\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if b < 1.1000000000000001e-66

    1. Initial program 78.4%

      \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
    2. Add Preprocessing
    3. Taylor expanded in b around 0

      \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
    4. Step-by-step derivation
      1. *-commutativeN/A

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
      2. lower-*.f64N/A

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
      3. lower-/.f64N/A

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
      4. lower-PI.f64N/A

        \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{a}^{2} \cdot b} \cdot \frac{1}{2} \]
      5. lower-*.f64N/A

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
      6. unpow2N/A

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot \frac{1}{2} \]
      7. lower-*.f6460.2

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
    5. Applied rewrites60.2%

      \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
    6. Step-by-step derivation
      1. Applied rewrites69.9%

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\left(a \cdot b\right) \cdot a} \cdot 0.5 \]

      if 1.1000000000000001e-66 < b

      1. Initial program 82.8%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)} \]
        2. *-commutativeN/A

          \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
        3. lift-*.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
        4. lift-/.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \color{blue}{\frac{1}{b \cdot b - a \cdot a}}\right) \]
        5. un-div-invN/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{2}}{b \cdot b - a \cdot a}} \]
        6. lift-/.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{2}}}{b \cdot b - a \cdot a} \]
        7. div-invN/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}}{b \cdot b - a \cdot a} \]
        8. lift--.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{b \cdot b - a \cdot a}} \]
        9. lift-*.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{b \cdot b} - a \cdot a} \]
        10. lift-*.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{b \cdot b - \color{blue}{a \cdot a}} \]
        11. difference-of-squaresN/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{\left(b + a\right) \cdot \left(b - a\right)}} \]
        12. times-fracN/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{b + a} \cdot \frac{\frac{1}{2}}{b - a}\right)} \]
        13. associate-*r*N/A

          \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
        14. lower-*.f64N/A

          \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
      4. Applied rewrites74.5%

        \[\leadsto \color{blue}{\left(\frac{\frac{b - a}{a}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{0.5}{b - a}} \]
      5. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto \color{blue}{\left(\frac{\frac{b - a}{a}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right)} \cdot \frac{\frac{1}{2}}{b - a} \]
        2. lift-/.f64N/A

          \[\leadsto \left(\color{blue}{\frac{\frac{b - a}{a}}{b}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        3. lift-/.f64N/A

          \[\leadsto \left(\frac{\color{blue}{\frac{b - a}{a}}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        4. associate-/l/N/A

          \[\leadsto \left(\color{blue}{\frac{b - a}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        5. lift-/.f64N/A

          \[\leadsto \left(\frac{b - a}{b \cdot a} \cdot \color{blue}{\frac{\mathsf{PI}\left(\right)}{a + b}}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        6. clear-numN/A

          \[\leadsto \left(\frac{b - a}{b \cdot a} \cdot \color{blue}{\frac{1}{\frac{a + b}{\mathsf{PI}\left(\right)}}}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        7. frac-timesN/A

          \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
        8. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
        9. lower-*.f64N/A

          \[\leadsto \frac{\color{blue}{\left(b - a\right) \cdot 1}}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
        10. *-commutativeN/A

          \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right)} \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
        11. lower-*.f64N/A

          \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
        12. lower-*.f64N/A

          \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right)} \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
        13. lower-/.f6497.2

          \[\leadsto \frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \color{blue}{\frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{0.5}{b - a} \]
      6. Applied rewrites97.2%

        \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{0.5}{b - a} \]
      7. Taylor expanded in b around inf

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot b}} \cdot \frac{\frac{1}{2}}{b - a} \]
      8. Step-by-step derivation
        1. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot b}} \cdot \frac{\frac{1}{2}}{b - a} \]
        2. lower-PI.f64N/A

          \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{a \cdot b} \cdot \frac{\frac{1}{2}}{b - a} \]
        3. lower-*.f6492.6

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{a \cdot b}} \cdot \frac{0.5}{b - a} \]
      9. Applied rewrites92.6%

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot b}} \cdot \frac{0.5}{b - a} \]
    7. Recombined 2 regimes into one program.
    8. Final simplification75.7%

      \[\leadsto \begin{array}{l} \mathbf{if}\;b \leq 1.1 \cdot 10^{-66}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{0.5}{b - a} \cdot \frac{\mathsf{PI}\left(\right)}{b \cdot a}\\ \end{array} \]
    9. Add Preprocessing

    Alternative 3: 75.3% accurate, 1.8× speedup?

    \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{a} \cdot 0.5}{b \cdot a}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b} \cdot 0.5}{b \cdot a}\\ \end{array} \end{array} \]
    (FPCore (a b)
     :precision binary64
     (if (<= a -2.9e-62)
       (/ (* (/ (PI) a) 0.5) (* b a))
       (/ (* (/ (PI) b) 0.5) (* b a))))
    \begin{array}{l}
    
    \\
    \begin{array}{l}
    \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\
    \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{a} \cdot 0.5}{b \cdot a}\\
    
    \mathbf{else}:\\
    \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b} \cdot 0.5}{b \cdot a}\\
    
    
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if a < -2.89999999999999986e-62

      1. Initial program 76.6%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)} \]
        2. *-commutativeN/A

          \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
        3. lift--.f64N/A

          \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right)} \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        4. lift-/.f64N/A

          \[\leadsto \left(\color{blue}{\frac{1}{a}} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        5. lift-/.f64N/A

          \[\leadsto \left(\frac{1}{a} - \color{blue}{\frac{1}{b}}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        6. frac-subN/A

          \[\leadsto \color{blue}{\frac{1 \cdot b - a \cdot 1}{a \cdot b}} \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        7. associate-*l/N/A

          \[\leadsto \color{blue}{\frac{\left(1 \cdot b - a \cdot 1\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)}{a \cdot b}} \]
        8. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{\left(1 \cdot b - a \cdot 1\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)}{a \cdot b}} \]
      4. Applied rewrites84.1%

        \[\leadsto \color{blue}{\frac{\left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{-0.5}{\mathsf{fma}\left(-b, b, a \cdot a\right)}}{a \cdot b}} \]
      5. Taylor expanded in b around 0

        \[\leadsto \frac{\color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{a}}}{a \cdot b} \]
      6. Step-by-step derivation
        1. *-commutativeN/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a} \cdot \frac{1}{2}}}{a \cdot b} \]
        2. lower-*.f64N/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a} \cdot \frac{1}{2}}}{a \cdot b} \]
        3. lower-/.f64N/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a}} \cdot \frac{1}{2}}{a \cdot b} \]
        4. lower-PI.f6489.2

          \[\leadsto \frac{\frac{\color{blue}{\mathsf{PI}\left(\right)}}{a} \cdot 0.5}{a \cdot b} \]
      7. Applied rewrites89.2%

        \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a} \cdot 0.5}}{a \cdot b} \]

      if -2.89999999999999986e-62 < a

      1. Initial program 80.9%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)} \]
        2. *-commutativeN/A

          \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
        3. lift--.f64N/A

          \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right)} \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        4. lift-/.f64N/A

          \[\leadsto \left(\color{blue}{\frac{1}{a}} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        5. lift-/.f64N/A

          \[\leadsto \left(\frac{1}{a} - \color{blue}{\frac{1}{b}}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        6. frac-subN/A

          \[\leadsto \color{blue}{\frac{1 \cdot b - a \cdot 1}{a \cdot b}} \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        7. associate-*l/N/A

          \[\leadsto \color{blue}{\frac{\left(1 \cdot b - a \cdot 1\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)}{a \cdot b}} \]
        8. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{\left(1 \cdot b - a \cdot 1\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)}{a \cdot b}} \]
      4. Applied rewrites83.6%

        \[\leadsto \color{blue}{\frac{\left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{-0.5}{\mathsf{fma}\left(-b, b, a \cdot a\right)}}{a \cdot b}} \]
      5. Taylor expanded in b around inf

        \[\leadsto \frac{\color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{b}}}{a \cdot b} \]
      6. Step-by-step derivation
        1. *-commutativeN/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{b} \cdot \frac{1}{2}}}{a \cdot b} \]
        2. lower-*.f64N/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{b} \cdot \frac{1}{2}}}{a \cdot b} \]
        3. lower-/.f64N/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{b}} \cdot \frac{1}{2}}{a \cdot b} \]
        4. lower-PI.f6470.8

          \[\leadsto \frac{\frac{\color{blue}{\mathsf{PI}\left(\right)}}{b} \cdot 0.5}{a \cdot b} \]
      7. Applied rewrites70.8%

        \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{b} \cdot 0.5}}{a \cdot b} \]
    3. Recombined 2 regimes into one program.
    4. Final simplification76.5%

      \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{a} \cdot 0.5}{b \cdot a}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b} \cdot 0.5}{b \cdot a}\\ \end{array} \]
    5. Add Preprocessing

    Alternative 4: 75.3% accurate, 1.8× speedup?

    \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{a} \cdot 0.5}{b \cdot a}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b \cdot a}}{b} \cdot 0.5\\ \end{array} \end{array} \]
    (FPCore (a b)
     :precision binary64
     (if (<= a -2.9e-62)
       (/ (* (/ (PI) a) 0.5) (* b a))
       (* (/ (/ (PI) (* b a)) b) 0.5)))
    \begin{array}{l}
    
    \\
    \begin{array}{l}
    \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\
    \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{a} \cdot 0.5}{b \cdot a}\\
    
    \mathbf{else}:\\
    \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b \cdot a}}{b} \cdot 0.5\\
    
    
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if a < -2.89999999999999986e-62

      1. Initial program 76.6%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)} \]
        2. *-commutativeN/A

          \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
        3. lift--.f64N/A

          \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right)} \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        4. lift-/.f64N/A

          \[\leadsto \left(\color{blue}{\frac{1}{a}} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        5. lift-/.f64N/A

          \[\leadsto \left(\frac{1}{a} - \color{blue}{\frac{1}{b}}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        6. frac-subN/A

          \[\leadsto \color{blue}{\frac{1 \cdot b - a \cdot 1}{a \cdot b}} \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \]
        7. associate-*l/N/A

          \[\leadsto \color{blue}{\frac{\left(1 \cdot b - a \cdot 1\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)}{a \cdot b}} \]
        8. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{\left(1 \cdot b - a \cdot 1\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)}{a \cdot b}} \]
      4. Applied rewrites84.1%

        \[\leadsto \color{blue}{\frac{\left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{-0.5}{\mathsf{fma}\left(-b, b, a \cdot a\right)}}{a \cdot b}} \]
      5. Taylor expanded in b around 0

        \[\leadsto \frac{\color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{a}}}{a \cdot b} \]
      6. Step-by-step derivation
        1. *-commutativeN/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a} \cdot \frac{1}{2}}}{a \cdot b} \]
        2. lower-*.f64N/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a} \cdot \frac{1}{2}}}{a \cdot b} \]
        3. lower-/.f64N/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a}} \cdot \frac{1}{2}}{a \cdot b} \]
        4. lower-PI.f6489.2

          \[\leadsto \frac{\frac{\color{blue}{\mathsf{PI}\left(\right)}}{a} \cdot 0.5}{a \cdot b} \]
      7. Applied rewrites89.2%

        \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a} \cdot 0.5}}{a \cdot b} \]

      if -2.89999999999999986e-62 < a

      1. Initial program 80.9%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)} \]
        2. *-commutativeN/A

          \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
        3. lift-*.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
        4. lift-/.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \color{blue}{\frac{1}{b \cdot b - a \cdot a}}\right) \]
        5. un-div-invN/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{2}}{b \cdot b - a \cdot a}} \]
        6. lift-/.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{2}}}{b \cdot b - a \cdot a} \]
        7. div-invN/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}}{b \cdot b - a \cdot a} \]
        8. lift--.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{b \cdot b - a \cdot a}} \]
        9. lift-*.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{b \cdot b} - a \cdot a} \]
        10. lift-*.f64N/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{b \cdot b - \color{blue}{a \cdot a}} \]
        11. difference-of-squaresN/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{\left(b + a\right) \cdot \left(b - a\right)}} \]
        12. times-fracN/A

          \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{b + a} \cdot \frac{\frac{1}{2}}{b - a}\right)} \]
        13. associate-*r*N/A

          \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
        14. lower-*.f64N/A

          \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
      4. Applied rewrites82.9%

        \[\leadsto \color{blue}{\left(\frac{\frac{b - a}{a}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{0.5}{b - a}} \]
      5. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto \color{blue}{\left(\frac{\frac{b - a}{a}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right)} \cdot \frac{\frac{1}{2}}{b - a} \]
        2. lift-/.f64N/A

          \[\leadsto \left(\color{blue}{\frac{\frac{b - a}{a}}{b}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        3. lift-/.f64N/A

          \[\leadsto \left(\frac{\color{blue}{\frac{b - a}{a}}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        4. associate-/l/N/A

          \[\leadsto \left(\color{blue}{\frac{b - a}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        5. lift-/.f64N/A

          \[\leadsto \left(\frac{b - a}{b \cdot a} \cdot \color{blue}{\frac{\mathsf{PI}\left(\right)}{a + b}}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        6. clear-numN/A

          \[\leadsto \left(\frac{b - a}{b \cdot a} \cdot \color{blue}{\frac{1}{\frac{a + b}{\mathsf{PI}\left(\right)}}}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
        7. frac-timesN/A

          \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
        8. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
        9. lower-*.f64N/A

          \[\leadsto \frac{\color{blue}{\left(b - a\right) \cdot 1}}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
        10. *-commutativeN/A

          \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right)} \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
        11. lower-*.f64N/A

          \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
        12. lower-*.f64N/A

          \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right)} \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
        13. lower-/.f6498.2

          \[\leadsto \frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \color{blue}{\frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{0.5}{b - a} \]
      6. Applied rewrites98.2%

        \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{0.5}{b - a} \]
      7. Taylor expanded in b around inf

        \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}}} \]
      8. Step-by-step derivation
        1. *-commutativeN/A

          \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}} \cdot \frac{1}{2}} \]
        2. lower-*.f64N/A

          \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}} \cdot \frac{1}{2}} \]
        3. associate-/r*N/A

          \[\leadsto \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{a}}{{b}^{2}}} \cdot \frac{1}{2} \]
        4. unpow2N/A

          \[\leadsto \frac{\frac{\mathsf{PI}\left(\right)}{a}}{\color{blue}{b \cdot b}} \cdot \frac{1}{2} \]
        5. associate-/r*N/A

          \[\leadsto \color{blue}{\frac{\frac{\frac{\mathsf{PI}\left(\right)}{a}}{b}}{b}} \cdot \frac{1}{2} \]
        6. associate-/r*N/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot b}}}{b} \cdot \frac{1}{2} \]
        7. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{a \cdot b}}{b}} \cdot \frac{1}{2} \]
        8. lower-/.f64N/A

          \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot b}}}{b} \cdot \frac{1}{2} \]
        9. lower-PI.f64N/A

          \[\leadsto \frac{\frac{\color{blue}{\mathsf{PI}\left(\right)}}{a \cdot b}}{b} \cdot \frac{1}{2} \]
        10. lower-*.f6470.7

          \[\leadsto \frac{\frac{\mathsf{PI}\left(\right)}{\color{blue}{a \cdot b}}}{b} \cdot 0.5 \]
      9. Applied rewrites70.7%

        \[\leadsto \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{a \cdot b}}{b} \cdot 0.5} \]
    3. Recombined 2 regimes into one program.
    4. Final simplification76.5%

      \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{a} \cdot 0.5}{b \cdot a}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b \cdot a}}{b} \cdot 0.5\\ \end{array} \]
    5. Add Preprocessing

    Alternative 5: 75.3% accurate, 1.8× speedup?

    \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\frac{0.5}{a}}{b \cdot a} \cdot \mathsf{PI}\left(\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b \cdot a}}{b} \cdot 0.5\\ \end{array} \end{array} \]
    (FPCore (a b)
     :precision binary64
     (if (<= a -2.9e-62)
       (* (/ (/ 0.5 a) (* b a)) (PI))
       (* (/ (/ (PI) (* b a)) b) 0.5)))
    \begin{array}{l}
    
    \\
    \begin{array}{l}
    \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\
    \;\;\;\;\frac{\frac{0.5}{a}}{b \cdot a} \cdot \mathsf{PI}\left(\right)\\
    
    \mathbf{else}:\\
    \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b \cdot a}}{b} \cdot 0.5\\
    
    
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if a < -2.89999999999999986e-62

      1. Initial program 76.6%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Taylor expanded in b around 0

        \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
      4. Step-by-step derivation
        1. *-commutativeN/A

          \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
        2. lower-*.f64N/A

          \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
        3. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
        4. lower-PI.f64N/A

          \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{a}^{2} \cdot b} \cdot \frac{1}{2} \]
        5. lower-*.f64N/A

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
        6. unpow2N/A

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot \frac{1}{2} \]
        7. lower-*.f6474.9

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
      5. Applied rewrites74.9%

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
      6. Step-by-step derivation
        1. Applied rewrites74.9%

          \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
        2. Step-by-step derivation
          1. Applied rewrites89.1%

            \[\leadsto \mathsf{PI}\left(\right) \cdot \frac{\frac{0.5}{a}}{\color{blue}{a \cdot b}} \]

          if -2.89999999999999986e-62 < a

          1. Initial program 80.9%

            \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift-*.f64N/A

              \[\leadsto \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)} \]
            2. *-commutativeN/A

              \[\leadsto \color{blue}{\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
            3. lift-*.f64N/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right)} \]
            4. lift-/.f64N/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \color{blue}{\frac{1}{b \cdot b - a \cdot a}}\right) \]
            5. un-div-invN/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{2}}{b \cdot b - a \cdot a}} \]
            6. lift-/.f64N/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{2}}}{b \cdot b - a \cdot a} \]
            7. div-invN/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}}{b \cdot b - a \cdot a} \]
            8. lift--.f64N/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{b \cdot b - a \cdot a}} \]
            9. lift-*.f64N/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{b \cdot b} - a \cdot a} \]
            10. lift-*.f64N/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{b \cdot b - \color{blue}{a \cdot a}} \]
            11. difference-of-squaresN/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right) \cdot \frac{1}{2}}{\color{blue}{\left(b + a\right) \cdot \left(b - a\right)}} \]
            12. times-fracN/A

              \[\leadsto \left(\frac{1}{a} - \frac{1}{b}\right) \cdot \color{blue}{\left(\frac{\mathsf{PI}\left(\right)}{b + a} \cdot \frac{\frac{1}{2}}{b - a}\right)} \]
            13. associate-*r*N/A

              \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
            14. lower-*.f64N/A

              \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
          4. Applied rewrites82.9%

            \[\leadsto \color{blue}{\left(\frac{\frac{b - a}{a}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{0.5}{b - a}} \]
          5. Step-by-step derivation
            1. lift-*.f64N/A

              \[\leadsto \color{blue}{\left(\frac{\frac{b - a}{a}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right)} \cdot \frac{\frac{1}{2}}{b - a} \]
            2. lift-/.f64N/A

              \[\leadsto \left(\color{blue}{\frac{\frac{b - a}{a}}{b}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
            3. lift-/.f64N/A

              \[\leadsto \left(\frac{\color{blue}{\frac{b - a}{a}}}{b} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
            4. associate-/l/N/A

              \[\leadsto \left(\color{blue}{\frac{b - a}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
            5. lift-/.f64N/A

              \[\leadsto \left(\frac{b - a}{b \cdot a} \cdot \color{blue}{\frac{\mathsf{PI}\left(\right)}{a + b}}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
            6. clear-numN/A

              \[\leadsto \left(\frac{b - a}{b \cdot a} \cdot \color{blue}{\frac{1}{\frac{a + b}{\mathsf{PI}\left(\right)}}}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
            7. frac-timesN/A

              \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
            8. lower-/.f64N/A

              \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
            9. lower-*.f64N/A

              \[\leadsto \frac{\color{blue}{\left(b - a\right) \cdot 1}}{\left(b \cdot a\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
            10. *-commutativeN/A

              \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right)} \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
            11. lower-*.f64N/A

              \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{\frac{1}{2}}{b - a} \]
            12. lower-*.f64N/A

              \[\leadsto \frac{\left(b - a\right) \cdot 1}{\color{blue}{\left(a \cdot b\right)} \cdot \frac{a + b}{\mathsf{PI}\left(\right)}} \cdot \frac{\frac{1}{2}}{b - a} \]
            13. lower-/.f6498.2

              \[\leadsto \frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \color{blue}{\frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{0.5}{b - a} \]
          6. Applied rewrites98.2%

            \[\leadsto \color{blue}{\frac{\left(b - a\right) \cdot 1}{\left(a \cdot b\right) \cdot \frac{a + b}{\mathsf{PI}\left(\right)}}} \cdot \frac{0.5}{b - a} \]
          7. Taylor expanded in b around inf

            \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}}} \]
          8. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}} \cdot \frac{1}{2}} \]
            2. lower-*.f64N/A

              \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}} \cdot \frac{1}{2}} \]
            3. associate-/r*N/A

              \[\leadsto \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{a}}{{b}^{2}}} \cdot \frac{1}{2} \]
            4. unpow2N/A

              \[\leadsto \frac{\frac{\mathsf{PI}\left(\right)}{a}}{\color{blue}{b \cdot b}} \cdot \frac{1}{2} \]
            5. associate-/r*N/A

              \[\leadsto \color{blue}{\frac{\frac{\frac{\mathsf{PI}\left(\right)}{a}}{b}}{b}} \cdot \frac{1}{2} \]
            6. associate-/r*N/A

              \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot b}}}{b} \cdot \frac{1}{2} \]
            7. lower-/.f64N/A

              \[\leadsto \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{a \cdot b}}{b}} \cdot \frac{1}{2} \]
            8. lower-/.f64N/A

              \[\leadsto \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot b}}}{b} \cdot \frac{1}{2} \]
            9. lower-PI.f64N/A

              \[\leadsto \frac{\frac{\color{blue}{\mathsf{PI}\left(\right)}}{a \cdot b}}{b} \cdot \frac{1}{2} \]
            10. lower-*.f6470.7

              \[\leadsto \frac{\frac{\mathsf{PI}\left(\right)}{\color{blue}{a \cdot b}}}{b} \cdot 0.5 \]
          9. Applied rewrites70.7%

            \[\leadsto \color{blue}{\frac{\frac{\mathsf{PI}\left(\right)}{a \cdot b}}{b} \cdot 0.5} \]
        3. Recombined 2 regimes into one program.
        4. Final simplification76.4%

          \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\frac{0.5}{a}}{b \cdot a} \cdot \mathsf{PI}\left(\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b \cdot a}}{b} \cdot 0.5\\ \end{array} \]
        5. Add Preprocessing

        Alternative 6: 69.2% accurate, 1.8× speedup?

        \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\frac{0.5}{a}}{b \cdot a} \cdot \mathsf{PI}\left(\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \end{array} \]
        (FPCore (a b)
         :precision binary64
         (if (<= a -2.9e-62)
           (* (/ (/ 0.5 a) (* b a)) (PI))
           (* (/ (PI) (* (* b b) a)) 0.5)))
        \begin{array}{l}
        
        \\
        \begin{array}{l}
        \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\
        \;\;\;\;\frac{\frac{0.5}{a}}{b \cdot a} \cdot \mathsf{PI}\left(\right)\\
        
        \mathbf{else}:\\
        \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\
        
        
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if a < -2.89999999999999986e-62

          1. Initial program 76.6%

            \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
          2. Add Preprocessing
          3. Taylor expanded in b around 0

            \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
          4. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
            2. lower-*.f64N/A

              \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
            3. lower-/.f64N/A

              \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
            4. lower-PI.f64N/A

              \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{a}^{2} \cdot b} \cdot \frac{1}{2} \]
            5. lower-*.f64N/A

              \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
            6. unpow2N/A

              \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot \frac{1}{2} \]
            7. lower-*.f6474.9

              \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
          5. Applied rewrites74.9%

            \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
          6. Step-by-step derivation
            1. Applied rewrites74.9%

              \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
            2. Step-by-step derivation
              1. Applied rewrites89.1%

                \[\leadsto \mathsf{PI}\left(\right) \cdot \frac{\frac{0.5}{a}}{\color{blue}{a \cdot b}} \]

              if -2.89999999999999986e-62 < a

              1. Initial program 80.9%

                \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
              2. Add Preprocessing
              3. Taylor expanded in b around inf

                \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}}} \]
              4. Step-by-step derivation
                1. *-commutativeN/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}} \cdot \frac{1}{2}} \]
                2. lower-*.f64N/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}} \cdot \frac{1}{2}} \]
                3. lower-/.f64N/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}}} \cdot \frac{1}{2} \]
                4. lower-PI.f64N/A

                  \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{a \cdot {b}^{2}} \cdot \frac{1}{2} \]
                5. *-commutativeN/A

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{b}^{2} \cdot a}} \cdot \frac{1}{2} \]
                6. lower-*.f64N/A

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{b}^{2} \cdot a}} \cdot \frac{1}{2} \]
                7. unpow2N/A

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(b \cdot b\right)} \cdot a} \cdot \frac{1}{2} \]
                8. lower-*.f6462.3

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(b \cdot b\right)} \cdot a} \cdot 0.5 \]
              5. Applied rewrites62.3%

                \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5} \]
            3. Recombined 2 regimes into one program.
            4. Final simplification70.6%

              \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\frac{0.5}{a}}{b \cdot a} \cdot \mathsf{PI}\left(\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \]
            5. Add Preprocessing

            Alternative 7: 69.1% accurate, 2.2× speedup?

            \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \end{array} \]
            (FPCore (a b)
             :precision binary64
             (if (<= a -2.9e-62)
               (* (/ (PI) (* (* b a) a)) 0.5)
               (* (/ (PI) (* (* b b) a)) 0.5)))
            \begin{array}{l}
            
            \\
            \begin{array}{l}
            \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\
            \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\
            
            \mathbf{else}:\\
            \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\
            
            
            \end{array}
            \end{array}
            
            Derivation
            1. Split input into 2 regimes
            2. if a < -2.89999999999999986e-62

              1. Initial program 76.6%

                \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
              2. Add Preprocessing
              3. Taylor expanded in b around 0

                \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
              4. Step-by-step derivation
                1. *-commutativeN/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
                2. lower-*.f64N/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
                3. lower-/.f64N/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
                4. lower-PI.f64N/A

                  \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{a}^{2} \cdot b} \cdot \frac{1}{2} \]
                5. lower-*.f64N/A

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
                6. unpow2N/A

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot \frac{1}{2} \]
                7. lower-*.f6474.9

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
              5. Applied rewrites74.9%

                \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
              6. Step-by-step derivation
                1. Applied rewrites88.7%

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\left(a \cdot b\right) \cdot a} \cdot 0.5 \]

                if -2.89999999999999986e-62 < a

                1. Initial program 80.9%

                  \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
                2. Add Preprocessing
                3. Taylor expanded in b around inf

                  \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}}} \]
                4. Step-by-step derivation
                  1. *-commutativeN/A

                    \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}} \cdot \frac{1}{2}} \]
                  2. lower-*.f64N/A

                    \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}} \cdot \frac{1}{2}} \]
                  3. lower-/.f64N/A

                    \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}}} \cdot \frac{1}{2} \]
                  4. lower-PI.f64N/A

                    \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{a \cdot {b}^{2}} \cdot \frac{1}{2} \]
                  5. *-commutativeN/A

                    \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{b}^{2} \cdot a}} \cdot \frac{1}{2} \]
                  6. lower-*.f64N/A

                    \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{b}^{2} \cdot a}} \cdot \frac{1}{2} \]
                  7. unpow2N/A

                    \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(b \cdot b\right)} \cdot a} \cdot \frac{1}{2} \]
                  8. lower-*.f6462.3

                    \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(b \cdot b\right)} \cdot a} \cdot 0.5 \]
                5. Applied rewrites62.3%

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5} \]
              7. Recombined 2 regimes into one program.
              8. Final simplification70.5%

                \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -2.9 \cdot 10^{-62}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \]
              9. Add Preprocessing

              Alternative 8: 62.4% accurate, 2.6× speedup?

              \[\begin{array}{l} \\ \frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5 \end{array} \]
              (FPCore (a b) :precision binary64 (* (/ (PI) (* (* b a) a)) 0.5))
              \begin{array}{l}
              
              \\
              \frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5
              \end{array}
              
              Derivation
              1. Initial program 79.5%

                \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
              2. Add Preprocessing
              3. Taylor expanded in b around 0

                \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
              4. Step-by-step derivation
                1. *-commutativeN/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
                2. lower-*.f64N/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
                3. lower-/.f64N/A

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
                4. lower-PI.f64N/A

                  \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{a}^{2} \cdot b} \cdot \frac{1}{2} \]
                5. lower-*.f64N/A

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
                6. unpow2N/A

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot \frac{1}{2} \]
                7. lower-*.f6456.6

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
              5. Applied rewrites56.6%

                \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
              6. Step-by-step derivation
                1. Applied rewrites63.8%

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\left(a \cdot b\right) \cdot a} \cdot 0.5 \]
                2. Final simplification63.8%

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5 \]
                3. Add Preprocessing

                Alternative 9: 62.4% accurate, 2.6× speedup?

                \[\begin{array}{l} \\ \frac{0.5}{\left(b \cdot a\right) \cdot a} \cdot \mathsf{PI}\left(\right) \end{array} \]
                (FPCore (a b) :precision binary64 (* (/ 0.5 (* (* b a) a)) (PI)))
                \begin{array}{l}
                
                \\
                \frac{0.5}{\left(b \cdot a\right) \cdot a} \cdot \mathsf{PI}\left(\right)
                \end{array}
                
                Derivation
                1. Initial program 79.5%

                  \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
                2. Add Preprocessing
                3. Taylor expanded in b around 0

                  \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
                4. Step-by-step derivation
                  1. *-commutativeN/A

                    \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
                  2. lower-*.f64N/A

                    \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
                  3. lower-/.f64N/A

                    \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
                  4. lower-PI.f64N/A

                    \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{a}^{2} \cdot b} \cdot \frac{1}{2} \]
                  5. lower-*.f64N/A

                    \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
                  6. unpow2N/A

                    \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot \frac{1}{2} \]
                  7. lower-*.f6456.6

                    \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
                5. Applied rewrites56.6%

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
                6. Step-by-step derivation
                  1. Applied rewrites56.6%

                    \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
                  2. Step-by-step derivation
                    1. Applied rewrites63.8%

                      \[\leadsto \mathsf{PI}\left(\right) \cdot \frac{0.5}{\left(a \cdot b\right) \cdot \color{blue}{a}} \]
                    2. Final simplification63.8%

                      \[\leadsto \frac{0.5}{\left(b \cdot a\right) \cdot a} \cdot \mathsf{PI}\left(\right) \]
                    3. Add Preprocessing

                    Alternative 10: 56.6% accurate, 2.6× speedup?

                    \[\begin{array}{l} \\ \frac{0.5}{\left(a \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right) \end{array} \]
                    (FPCore (a b) :precision binary64 (* (/ 0.5 (* (* a a) b)) (PI)))
                    \begin{array}{l}
                    
                    \\
                    \frac{0.5}{\left(a \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right)
                    \end{array}
                    
                    Derivation
                    1. Initial program 79.5%

                      \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
                    2. Add Preprocessing
                    3. Taylor expanded in b around 0

                      \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
                    4. Step-by-step derivation
                      1. *-commutativeN/A

                        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
                      2. lower-*.f64N/A

                        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b} \cdot \frac{1}{2}} \]
                      3. lower-/.f64N/A

                        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
                      4. lower-PI.f64N/A

                        \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{a}^{2} \cdot b} \cdot \frac{1}{2} \]
                      5. lower-*.f64N/A

                        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{{a}^{2} \cdot b}} \cdot \frac{1}{2} \]
                      6. unpow2N/A

                        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot \frac{1}{2} \]
                      7. lower-*.f6456.6

                        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
                    5. Applied rewrites56.6%

                      \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
                    6. Step-by-step derivation
                      1. Applied rewrites56.6%

                        \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
                      2. Final simplification56.6%

                        \[\leadsto \frac{0.5}{\left(a \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right) \]
                      3. Add Preprocessing

                      Reproduce

                      ?
                      herbie shell --seed 2024276 
                      (FPCore (a b)
                        :name "NMSE Section 6.1 mentioned, B"
                        :precision binary64
                        (* (* (/ (PI) 2.0) (/ 1.0 (- (* b b) (* a a)))) (- (/ 1.0 a) (/ 1.0 b))))