NMSE Section 6.1 mentioned, B

Percentage Accurate: 78.7% → 99.7%
Time: 7.4s
Alternatives: 7
Speedup: 2.4×

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 7 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: 78.7% 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?

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

\\
\frac{\frac{\mathsf{PI}\left(\right)}{b \cdot a} \cdot 0.5}{b + a}
\end{array}
Derivation
  1. Initial program 75.6%

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \color{blue}{\frac{\frac{1}{a} - \frac{1}{b}}{1 \cdot b - a \cdot 1} \cdot \frac{\frac{\mathsf{PI}\left(\right)}{2}}{b + a}} \]
  4. Applied rewrites85.1%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    \[\leadsto \color{blue}{\frac{0.5 \cdot \left(\frac{\mathsf{PI}\left(\right)}{a \cdot b} \cdot 1\right)}{a + b}} \]
  7. Final simplification99.7%

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

Alternative 2: 99.6% accurate, 2.0× speedup?

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

\\
\frac{0.5}{b + a} \cdot \frac{\mathsf{PI}\left(\right)}{b \cdot a}
\end{array}
Derivation
  1. Initial program 75.6%

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \color{blue}{\frac{\frac{1}{a} - \frac{1}{b}}{1 \cdot b - a \cdot 1} \cdot \frac{\frac{\mathsf{PI}\left(\right)}{2}}{b + a}} \]
  4. Applied rewrites85.1%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Alternative 3: 72.2% accurate, 2.2× speedup?

\[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;b \leq 9.2 \cdot 10^{-15}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \end{array} \]
(FPCore (a b)
 :precision binary64
 (if (<= b 9.2e-15)
   (* (/ (PI) (* (* b a) a)) 0.5)
   (* (/ (PI) (* (* b b) a)) 0.5)))
\begin{array}{l}

\\
\begin{array}{l}
\mathbf{if}\;b \leq 9.2 \cdot 10^{-15}:\\
\;\;\;\;\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 b < 9.19999999999999961e-15

    1. Initial program 76.1%

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

      \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
    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-*.f6461.6

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
    5. Applied rewrites61.6%

      \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
    6. Step-by-step derivation
      1. Applied rewrites68.9%

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

      if 9.19999999999999961e-15 < b

      1. Initial program 74.3%

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

        \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot {b}^{2}}} \]
      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-*.f6473.2

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(b \cdot b\right)} \cdot a} \cdot 0.5 \]
      5. Applied rewrites73.2%

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5} \]
    7. Recombined 2 regimes into one program.
    8. Final simplification70.0%

      \[\leadsto \begin{array}{l} \mathbf{if}\;b \leq 9.2 \cdot 10^{-15}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \]
    9. Add Preprocessing

    Alternative 4: 99.0% accurate, 2.4× speedup?

    \[\begin{array}{l} \\ \frac{\mathsf{PI}\left(\right) \cdot 0.5}{\left(b + a\right) \cdot \left(b \cdot a\right)} \end{array} \]
    (FPCore (a b) :precision binary64 (/ (* (PI) 0.5) (* (+ b a) (* b a))))
    \begin{array}{l}
    
    \\
    \frac{\mathsf{PI}\left(\right) \cdot 0.5}{\left(b + a\right) \cdot \left(b \cdot a\right)}
    \end{array}
    
    Derivation
    1. Initial program 75.6%

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

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \color{blue}{\frac{\frac{1}{a} - \frac{1}{b}}{1 \cdot b - a \cdot 1} \cdot \frac{\frac{\mathsf{PI}\left(\right)}{2}}{b + a}} \]
    4. Applied rewrites85.1%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \frac{1 \cdot b - a \cdot 1}{a \cdot b} \cdot \color{blue}{\frac{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{b - a}}{a + b}} \]
    6. Applied rewrites99.3%

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

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

        \[\leadsto \frac{\color{blue}{\frac{1}{2} \cdot \mathsf{PI}\left(\right)}}{\left(a \cdot b\right) \cdot \left(a + b\right)} \]
      2. lower-PI.f6499.4

        \[\leadsto \frac{0.5 \cdot \color{blue}{\mathsf{PI}\left(\right)}}{\left(a \cdot b\right) \cdot \left(a + b\right)} \]
    9. Applied rewrites99.4%

      \[\leadsto \frac{\color{blue}{0.5 \cdot \mathsf{PI}\left(\right)}}{\left(a \cdot b\right) \cdot \left(a + b\right)} \]
    10. Final simplification99.4%

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

    Alternative 5: 63.2% 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 75.6%

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

      \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
    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-*.f6455.3

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
    5. Applied rewrites55.3%

      \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
    6. Step-by-step derivation
      1. Applied rewrites60.7%

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\left(a \cdot b\right) \cdot a} \cdot 0.5 \]
      2. Final simplification60.7%

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

      Alternative 6: 63.2% 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 75.6%

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

        \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
      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-*.f6455.3

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
      5. Applied rewrites55.3%

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
      6. Step-by-step derivation
        1. Applied rewrites55.3%

          \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
        2. Step-by-step derivation
          1. Applied rewrites60.7%

            \[\leadsto \mathsf{PI}\left(\right) \cdot \frac{0.5}{\left(b \cdot a\right) \cdot \color{blue}{a}} \]
          2. Final simplification60.7%

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

          Alternative 7: 57.3% 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 75.6%

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

            \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{\mathsf{PI}\left(\right)}{{a}^{2} \cdot b}} \]
          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-*.f6455.3

              \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
          5. Applied rewrites55.3%

            \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
          6. Step-by-step derivation
            1. Applied rewrites55.3%

              \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
            2. Final simplification55.3%

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

            Reproduce

            ?
            herbie shell --seed 2024296 
            (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))))