NMSE Section 6.1 mentioned, B

Percentage Accurate: 78.3% → 99.6%
Time: 10.2s
Alternatives: 9
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 9 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: 78.3% 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: 99.6% accurate, 1.9× speedup?

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

\\
\frac{\left(-\mathsf{PI}\left(\right)\right) \cdot \frac{-0.5}{a \cdot b}}{a + b}
\end{array}
Derivation
  1. Initial program 81.1%

    \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
  2. Add Preprocessing
  3. Applied rewrites90.4%

    \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{a + b}, \frac{0.5}{b - a} \cdot {a}^{-1}, \frac{\frac{0.5}{a + b} \cdot \frac{\mathsf{PI}\left(\right)}{b - a}}{-b}\right)} \]
  4. Applied rewrites98.8%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \frac{\frac{\color{blue}{\frac{1}{2}}}{a \cdot b}}{a + b} \cdot \mathsf{PI}\left(\right) \]
    16. lower-/.f6499.6

      \[\leadsto \frac{\color{blue}{\frac{0.5}{a \cdot b}}}{a + b} \cdot \mathsf{PI}\left(\right) \]
  6. Applied rewrites99.6%

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

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

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \frac{\frac{\frac{-1}{2}}{\color{blue}{b \cdot a}} \cdot \mathsf{PI}\left(\right)}{\mathsf{neg}\left(\left(a + b\right)\right)} \]
    14. lower-neg.f6499.6

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

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

      \[\leadsto \frac{\frac{\frac{-1}{2}}{b \cdot a} \cdot \mathsf{PI}\left(\right)}{-\color{blue}{\left(b + a\right)}} \]
    17. lower-+.f6499.6

      \[\leadsto \frac{\frac{-0.5}{b \cdot a} \cdot \mathsf{PI}\left(\right)}{-\color{blue}{\left(b + a\right)}} \]
  8. Applied rewrites99.6%

    \[\leadsto \color{blue}{\frac{\frac{-0.5}{b \cdot a} \cdot \mathsf{PI}\left(\right)}{-\left(b + a\right)}} \]
  9. Final simplification99.6%

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

Alternative 2: 96.0% accurate, 1.8× speedup?

\[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -2.1 \cdot 10^{+107}:\\ \;\;\;\;\frac{0.5}{a} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot b}\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(\left(a + b\right) \cdot a\right) \cdot \left(2 \cdot b\right)}\\ \end{array} \end{array} \]
(FPCore (a b)
 :precision binary64
 (if (<= a -2.1e+107)
   (* (/ 0.5 a) (/ (PI) (* a b)))
   (/ (PI) (* (* (+ a b) a) (* 2.0 b)))))
\begin{array}{l}

\\
\begin{array}{l}
\mathbf{if}\;a \leq -2.1 \cdot 10^{+107}:\\
\;\;\;\;\frac{0.5}{a} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot b}\\

\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(\left(a + b\right) \cdot a\right) \cdot \left(2 \cdot b\right)}\\


\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if a < -2.1e107

    1. Initial program 57.6%

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

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

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

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot \frac{1}{2} \]
      8. lower-*.f6479.8

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot 0.5 \]
    5. Applied rewrites79.8%

      \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{b \cdot \left(a \cdot a\right)} \cdot 0.5} \]
    6. Step-by-step derivation
      1. Applied rewrites99.9%

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

      if -2.1e107 < a

      1. Initial program 86.2%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Applied rewrites92.6%

        \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{a + b}, \frac{0.5}{b - a} \cdot {a}^{-1}, \frac{\frac{0.5}{a + b} \cdot \frac{\mathsf{PI}\left(\right)}{b - a}}{-b}\right)} \]
      4. Applied rewrites98.9%

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

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

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

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\left(\left(a \cdot b\right) \cdot 2\right) \cdot \left(a + b\right)} \cdot \color{blue}{1} \]
        4. *-rgt-identity98.9

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

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

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

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

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

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

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

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

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

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\left(\left(a + b\right) \cdot a\right) \cdot \color{blue}{\left(2 \cdot b\right)}} \]
        14. lower-*.f6495.9

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\left(\left(a + b\right) \cdot a\right) \cdot \color{blue}{\left(2 \cdot b\right)}} \]
      6. Applied rewrites95.9%

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(\left(a + b\right) \cdot a\right) \cdot \left(2 \cdot b\right)}} \]
    7. Recombined 2 regimes into one program.
    8. Final simplification96.6%

      \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -2.1 \cdot 10^{+107}:\\ \;\;\;\;\frac{0.5}{a} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot b}\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(\left(a + b\right) \cdot a\right) \cdot \left(2 \cdot b\right)}\\ \end{array} \]
    9. Add Preprocessing

    Alternative 3: 96.0% accurate, 1.8× speedup?

    \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -5.8 \cdot 10^{+126}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{a} \cdot \frac{0.5}{a \cdot b}\\ \mathbf{else}:\\ \;\;\;\;\frac{0.5}{\left(\left(a + b\right) \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right)\\ \end{array} \end{array} \]
    (FPCore (a b)
     :precision binary64
     (if (<= a -5.8e+126)
       (* (/ (PI) a) (/ 0.5 (* a b)))
       (* (/ 0.5 (* (* (+ a b) a) b)) (PI))))
    \begin{array}{l}
    
    \\
    \begin{array}{l}
    \mathbf{if}\;a \leq -5.8 \cdot 10^{+126}:\\
    \;\;\;\;\frac{\mathsf{PI}\left(\right)}{a} \cdot \frac{0.5}{a \cdot b}\\
    
    \mathbf{else}:\\
    \;\;\;\;\frac{0.5}{\left(\left(a + b\right) \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right)\\
    
    
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if a < -5.79999999999999971e126

      1. Initial program 53.5%

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

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

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

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot \frac{1}{2} \]
        8. lower-*.f6477.9

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot 0.5 \]
      5. Applied rewrites77.9%

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{b \cdot \left(a \cdot a\right)} \cdot 0.5} \]
      6. Step-by-step derivation
        1. Applied rewrites77.9%

          \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
        2. Step-by-step derivation
          1. Applied rewrites99.8%

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

          if -5.79999999999999971e126 < a

          1. Initial program 86.4%

            \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
          2. Add Preprocessing
          3. Applied rewrites92.8%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{a + b}, \frac{0.5}{b - a} \cdot {a}^{-1}, \frac{\frac{0.5}{a + b} \cdot \frac{\mathsf{PI}\left(\right)}{b - a}}{-b}\right)} \]
          4. Applied rewrites98.9%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

              \[\leadsto \frac{\frac{\color{blue}{\frac{1}{2}}}{a \cdot b}}{a + b} \cdot \mathsf{PI}\left(\right) \]
            16. lower-/.f6499.6

              \[\leadsto \frac{\color{blue}{\frac{0.5}{a \cdot b}}}{a + b} \cdot \mathsf{PI}\left(\right) \]
          6. Applied rewrites99.6%

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

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

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

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

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

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

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

              \[\leadsto \frac{\frac{1}{2}}{\color{blue}{\left(\left(a + b\right) \cdot a\right) \cdot b}} \cdot \mathsf{PI}\left(\right) \]
            8. lower-*.f6496.0

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

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

              \[\leadsto \frac{\frac{1}{2}}{\left(\color{blue}{\left(b + a\right)} \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right) \]
            11. lower-+.f6496.0

              \[\leadsto \frac{0.5}{\left(\color{blue}{\left(b + a\right)} \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right) \]
          8. Applied rewrites96.0%

            \[\leadsto \color{blue}{\frac{0.5}{\left(\left(b + a\right) \cdot a\right) \cdot b}} \cdot \mathsf{PI}\left(\right) \]
        3. Recombined 2 regimes into one program.
        4. Final simplification96.6%

          \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -5.8 \cdot 10^{+126}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{a} \cdot \frac{0.5}{a \cdot b}\\ \mathbf{else}:\\ \;\;\;\;\frac{0.5}{\left(\left(a + b\right) \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right)\\ \end{array} \]
        5. Add Preprocessing

        Alternative 4: 95.9% accurate, 2.0× speedup?

        \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -2.05 \cdot 10^{+138}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(a \cdot b\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{0.5}{\left(\left(a + b\right) \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right)\\ \end{array} \end{array} \]
        (FPCore (a b)
         :precision binary64
         (if (<= a -2.05e+138)
           (* (/ (PI) (* (* a b) a)) 0.5)
           (* (/ 0.5 (* (* (+ a b) a) b)) (PI))))
        \begin{array}{l}
        
        \\
        \begin{array}{l}
        \mathbf{if}\;a \leq -2.05 \cdot 10^{+138}:\\
        \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(a \cdot b\right) \cdot a} \cdot 0.5\\
        
        \mathbf{else}:\\
        \;\;\;\;\frac{0.5}{\left(\left(a + b\right) \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right)\\
        
        
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if a < -2.0499999999999999e138

          1. Initial program 48.5%

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

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

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

              \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot \frac{1}{2} \]
            8. lower-*.f6475.5

              \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot 0.5 \]
          5. Applied rewrites75.5%

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

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

            if -2.0499999999999999e138 < a

            1. Initial program 86.7%

              \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
            2. Add Preprocessing
            3. Applied rewrites92.9%

              \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{a + b}, \frac{0.5}{b - a} \cdot {a}^{-1}, \frac{\frac{0.5}{a + b} \cdot \frac{\mathsf{PI}\left(\right)}{b - a}}{-b}\right)} \]
            4. Applied rewrites98.9%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

                \[\leadsto \frac{\frac{\color{blue}{\frac{1}{2}}}{a \cdot b}}{a + b} \cdot \mathsf{PI}\left(\right) \]
              16. lower-/.f6499.6

                \[\leadsto \frac{\color{blue}{\frac{0.5}{a \cdot b}}}{a + b} \cdot \mathsf{PI}\left(\right) \]
            6. Applied rewrites99.6%

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

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

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

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

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

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

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

                \[\leadsto \frac{\frac{1}{2}}{\color{blue}{\left(\left(a + b\right) \cdot a\right) \cdot b}} \cdot \mathsf{PI}\left(\right) \]
              8. lower-*.f6496.0

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

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

                \[\leadsto \frac{\frac{1}{2}}{\left(\color{blue}{\left(b + a\right)} \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right) \]
              11. lower-+.f6496.0

                \[\leadsto \frac{0.5}{\left(\color{blue}{\left(b + a\right)} \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right) \]
            8. Applied rewrites96.0%

              \[\leadsto \color{blue}{\frac{0.5}{\left(\left(b + a\right) \cdot a\right) \cdot b}} \cdot \mathsf{PI}\left(\right) \]
          7. Recombined 2 regimes into one program.
          8. Final simplification96.3%

            \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -2.05 \cdot 10^{+138}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(a \cdot b\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{0.5}{\left(\left(a + b\right) \cdot a\right) \cdot b} \cdot \mathsf{PI}\left(\right)\\ \end{array} \]
          9. Add Preprocessing

          Alternative 5: 99.6% accurate, 2.0× speedup?

          \[\begin{array}{l} \\ \frac{\frac{0.5}{a \cdot b}}{a + b} \cdot \mathsf{PI}\left(\right) \end{array} \]
          (FPCore (a b) :precision binary64 (* (/ (/ 0.5 (* a b)) (+ a b)) (PI)))
          \begin{array}{l}
          
          \\
          \frac{\frac{0.5}{a \cdot b}}{a + b} \cdot \mathsf{PI}\left(\right)
          \end{array}
          
          Derivation
          1. Initial program 81.1%

            \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
          2. Add Preprocessing
          3. Applied rewrites90.4%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{a + b}, \frac{0.5}{b - a} \cdot {a}^{-1}, \frac{\frac{0.5}{a + b} \cdot \frac{\mathsf{PI}\left(\right)}{b - a}}{-b}\right)} \]
          4. Applied rewrites98.8%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

              \[\leadsto \frac{\frac{\color{blue}{\frac{1}{2}}}{a \cdot b}}{a + b} \cdot \mathsf{PI}\left(\right) \]
            16. lower-/.f6499.6

              \[\leadsto \frac{\color{blue}{\frac{0.5}{a \cdot b}}}{a + b} \cdot \mathsf{PI}\left(\right) \]
          6. Applied rewrites99.6%

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

          Alternative 6: 99.6% accurate, 2.0× speedup?

          \[\begin{array}{l} \\ \frac{\mathsf{PI}\left(\right)}{a + b} \cdot \frac{0.5}{a \cdot b} \end{array} \]
          (FPCore (a b) :precision binary64 (* (/ (PI) (+ a b)) (/ 0.5 (* a b))))
          \begin{array}{l}
          
          \\
          \frac{\mathsf{PI}\left(\right)}{a + b} \cdot \frac{0.5}{a \cdot b}
          \end{array}
          
          Derivation
          1. Initial program 81.1%

            \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
          2. Add Preprocessing
          3. Applied rewrites90.4%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{a + b}, \frac{0.5}{b - a} \cdot {a}^{-1}, \frac{\frac{0.5}{a + b} \cdot \frac{\mathsf{PI}\left(\right)}{b - a}}{-b}\right)} \]
          4. Applied rewrites98.8%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

              \[\leadsto \frac{\frac{\color{blue}{\frac{1}{2}}}{a \cdot b}}{a + b} \cdot \mathsf{PI}\left(\right) \]
            16. lower-/.f6499.6

              \[\leadsto \frac{\color{blue}{\frac{0.5}{a \cdot b}}}{a + b} \cdot \mathsf{PI}\left(\right) \]
          6. Applied rewrites99.6%

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

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

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

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

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

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

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

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

              \[\leadsto \frac{\frac{1}{2}}{\color{blue}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b} \]
            9. lower-/.f6499.6

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

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

              \[\leadsto \frac{\frac{1}{2}}{b \cdot a} \cdot \frac{\mathsf{PI}\left(\right)}{\color{blue}{b + a}} \]
            12. lower-+.f6499.6

              \[\leadsto \frac{0.5}{b \cdot a} \cdot \frac{\mathsf{PI}\left(\right)}{\color{blue}{b + a}} \]
          8. Applied rewrites99.6%

            \[\leadsto \color{blue}{\frac{0.5}{b \cdot a} \cdot \frac{\mathsf{PI}\left(\right)}{b + a}} \]
          9. Final simplification99.6%

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

          Alternative 7: 67.6% accurate, 2.2× speedup?

          \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -1.75 \cdot 10^{-107}:\\ \;\;\;\;\frac{0.5}{\left(a \cdot b\right) \cdot a} \cdot \mathsf{PI}\left(\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \end{array} \]
          (FPCore (a b)
           :precision binary64
           (if (<= a -1.75e-107)
             (* (/ 0.5 (* (* a b) a)) (PI))
             (* (/ (PI) (* (* b b) a)) 0.5)))
          \begin{array}{l}
          
          \\
          \begin{array}{l}
          \mathbf{if}\;a \leq -1.75 \cdot 10^{-107}:\\
          \;\;\;\;\frac{0.5}{\left(a \cdot b\right) \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 < -1.74999999999999993e-107

            1. Initial program 78.8%

              \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
            2. Add Preprocessing
            3. 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. *-commutativeN/A

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

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

                \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot \frac{1}{2} \]
              8. lower-*.f6471.1

                \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot 0.5 \]
            5. Applied rewrites71.1%

              \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{b \cdot \left(a \cdot a\right)} \cdot 0.5} \]
            6. Step-by-step derivation
              1. Applied rewrites71.0%

                \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
              2. Step-by-step derivation
                1. Applied rewrites79.0%

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

                if -1.74999999999999993e-107 < a

                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. 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-*.f6466.1

                    \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(b \cdot b\right)} \cdot a} \cdot 0.5 \]
                5. Applied rewrites66.1%

                  \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5} \]
              3. Recombined 2 regimes into one program.
              4. Final simplification71.4%

                \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -1.75 \cdot 10^{-107}:\\ \;\;\;\;\frac{0.5}{\left(a \cdot b\right) \cdot a} \cdot \mathsf{PI}\left(\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \]
              5. Add Preprocessing

              Alternative 8: 62.8% accurate, 2.6× speedup?

              \[\begin{array}{l} \\ \frac{0.5}{\left(a \cdot b\right) \cdot a} \cdot \mathsf{PI}\left(\right) \end{array} \]
              (FPCore (a b) :precision binary64 (* (/ 0.5 (* (* a b) a)) (PI)))
              \begin{array}{l}
              
              \\
              \frac{0.5}{\left(a \cdot b\right) \cdot a} \cdot \mathsf{PI}\left(\right)
              \end{array}
              
              Derivation
              1. Initial program 81.1%

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

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

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

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

                  \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot 0.5 \]
              5. Applied rewrites56.2%

                \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{b \cdot \left(a \cdot a\right)} \cdot 0.5} \]
              6. Step-by-step derivation
                1. Applied rewrites56.2%

                  \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
                2. Step-by-step derivation
                  1. Applied rewrites62.0%

                    \[\leadsto \mathsf{PI}\left(\right) \cdot \frac{0.5}{\left(a \cdot b\right) \cdot \color{blue}{a}} \]
                  2. Final simplification62.0%

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

                  Alternative 9: 57.0% 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 81.1%

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

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

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

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

                      \[\leadsto \frac{\mathsf{PI}\left(\right)}{b \cdot \color{blue}{\left(a \cdot a\right)}} \cdot 0.5 \]
                  5. Applied rewrites56.2%

                    \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{b \cdot \left(a \cdot a\right)} \cdot 0.5} \]
                  6. Step-by-step derivation
                    1. Applied rewrites56.2%

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

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

                    Reproduce

                    ?
                    herbie shell --seed 2024249 
                    (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))))