NMSE Section 6.1 mentioned, B

Percentage Accurate: 77.7% → 99.7%
Time: 7.5s
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: 77.7% 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?

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

\\
\frac{\frac{0.5 \cdot \mathsf{PI}\left(\right)}{b \cdot a}}{b + a}
\end{array}
Derivation
  1. Initial program 80.9%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
  4. Applied rewrites89.8%

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

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

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

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

      \[\leadsto \left(\frac{b - a}{\color{blue}{a \cdot b}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    5. lower-/.f6499.7

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

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

      \[\leadsto \left(\frac{b - a}{\color{blue}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    8. lower-*.f6499.7

      \[\leadsto \left(\frac{b - a}{\color{blue}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{0.5}{b - a} \]
  6. Applied rewrites99.7%

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

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

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(a + b\right) \cdot \left(b \cdot a\right)}} \]
    14. lower-*.f6498.4

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

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

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right)}{\left(a + b\right) \cdot \color{blue}{\left(a \cdot b\right)}} \]
    17. lift-*.f6498.4

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

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

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

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

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

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

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

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

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

Alternative 2: 99.6% accurate, 2.0× speedup?

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

\\
\frac{\mathsf{PI}\left(\right)}{b \cdot a} \cdot \frac{0.5}{b + a}
\end{array}
Derivation
  1. Initial program 80.9%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
  4. Applied rewrites89.8%

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

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

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

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

      \[\leadsto \left(\frac{b - a}{\color{blue}{a \cdot b}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    5. lower-/.f6499.7

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

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

      \[\leadsto \left(\frac{b - a}{\color{blue}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
    8. lower-*.f6499.7

      \[\leadsto \left(\frac{b - a}{\color{blue}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{0.5}{b - a} \]
  6. Applied rewrites99.7%

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

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

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(a + b\right) \cdot \left(b \cdot a\right)}} \]
    14. lower-*.f6498.4

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

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

      \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right)}{\left(a + b\right) \cdot \color{blue}{\left(a \cdot b\right)}} \]
    17. lift-*.f6498.4

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \color{blue}{\frac{\frac{1}{2}}{a + b}} \cdot \frac{\mathsf{PI}\left(\right)}{a \cdot b} \]
    17. lower-/.f6499.7

      \[\leadsto \frac{0.5}{a + b} \cdot \color{blue}{\frac{\mathsf{PI}\left(\right)}{a \cdot b}} \]
  10. Applied rewrites99.7%

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

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

Alternative 3: 69.0% accurate, 2.2× speedup?

\[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq -6.4 \cdot 10^{-46}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\ \mathbf{else}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\ \end{array} \end{array} \]
(FPCore (a b)
 :precision binary64
 (if (<= a -6.4e-46)
   (* (/ (PI) (* (* b a) a)) 0.5)
   (* (/ (PI) (* (* b b) a)) 0.5)))
\begin{array}{l}

\\
\begin{array}{l}
\mathbf{if}\;a \leq -6.4 \cdot 10^{-46}:\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot a\right) \cdot a} \cdot 0.5\\

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


\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if a < -6.3999999999999998e-46

    1. Initial program 71.5%

      \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
    2. Add Preprocessing
    3. Taylor expanded in 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-*.f6476.4

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
    5. Applied rewrites76.4%

      \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
    6. Step-by-step derivation
      1. Applied rewrites93.3%

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

      if -6.3999999999999998e-46 < a

      1. Initial program 85.8%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Taylor expanded in 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-*.f6471.7

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(b \cdot b\right)} \cdot a} \cdot 0.5 \]
      5. Applied rewrites71.7%

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

    Alternative 4: 99.0% accurate, 2.4× speedup?

    \[\begin{array}{l} \\ \frac{0.5 \cdot \mathsf{PI}\left(\right)}{\left(b + a\right) \cdot \left(b \cdot a\right)} \end{array} \]
    (FPCore (a b) :precision binary64 (/ (* 0.5 (PI)) (* (+ b a) (* b a))))
    \begin{array}{l}
    
    \\
    \frac{0.5 \cdot \mathsf{PI}\left(\right)}{\left(b + a\right) \cdot \left(b \cdot a\right)}
    \end{array}
    
    Derivation
    1. Initial program 80.9%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \color{blue}{\left(\left(\frac{1}{a} - \frac{1}{b}\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}\right) \cdot \frac{\frac{1}{2}}{b - a}} \]
    4. Applied rewrites89.8%

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

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

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

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

        \[\leadsto \left(\frac{b - a}{\color{blue}{a \cdot b}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
      5. lower-/.f6499.7

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

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

        \[\leadsto \left(\frac{b - a}{\color{blue}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{\frac{1}{2}}{b - a} \]
      8. lower-*.f6499.7

        \[\leadsto \left(\frac{b - a}{\color{blue}{b \cdot a}} \cdot \frac{\mathsf{PI}\left(\right)}{a + b}\right) \cdot \frac{0.5}{b - a} \]
    6. Applied rewrites99.7%

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

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

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

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(a + b\right) \cdot \left(b \cdot a\right)}} \]
      14. lower-*.f6498.4

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

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

        \[\leadsto \frac{\frac{\frac{1}{2}}{b - a} \cdot \left(\left(b - a\right) \cdot \mathsf{PI}\left(\right)\right)}{\left(a + b\right) \cdot \color{blue}{\left(a \cdot b\right)}} \]
      17. lift-*.f6498.4

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

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

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

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \frac{\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{1}{2}}}{\left(a + b\right) \cdot \left(a \cdot b\right)} \]
      13. lower-*.f6499.3

        \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot 0.5}}{\left(a + b\right) \cdot \left(a \cdot b\right)} \]
    10. Applied rewrites99.3%

      \[\leadsto \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot 0.5}}{\left(a + b\right) \cdot \left(a \cdot b\right)} \]
    11. Final simplification99.3%

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

    Alternative 5: 62.8% 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 80.9%

      \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
    2. Add Preprocessing
    3. Taylor expanded in 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-*.f6462.8

        \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
    5. Applied rewrites62.8%

      \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
    6. Step-by-step derivation
      1. Applied rewrites69.3%

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

      Alternative 6: 62.8% 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 80.9%

        \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
      2. Add Preprocessing
      3. Taylor expanded in 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-*.f6462.8

          \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
      5. Applied rewrites62.8%

        \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
      6. Step-by-step derivation
        1. Applied rewrites62.8%

          \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
        2. Step-by-step derivation
          1. Applied rewrites69.4%

            \[\leadsto \mathsf{PI}\left(\right) \cdot \frac{0.5}{\left(a \cdot b\right) \cdot \color{blue}{a}} \]
          2. Final simplification69.4%

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

          Alternative 7: 56.9% 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 80.9%

            \[\left(\frac{\mathsf{PI}\left(\right)}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right) \]
          2. Add Preprocessing
          3. Taylor expanded in 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-*.f6462.8

              \[\leadsto \frac{\mathsf{PI}\left(\right)}{\color{blue}{\left(a \cdot a\right)} \cdot b} \cdot 0.5 \]
          5. Applied rewrites62.8%

            \[\leadsto \color{blue}{\frac{\mathsf{PI}\left(\right)}{\left(a \cdot a\right) \cdot b} \cdot 0.5} \]
          6. Step-by-step derivation
            1. Applied rewrites62.8%

              \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\frac{0.5}{\left(a \cdot a\right) \cdot b}} \]
            2. Final simplification62.8%

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

            Reproduce

            ?
            herbie shell --seed 2024331 
            (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))))