GTR1 distribution

Percentage Accurate: 98.5% → 98.5%
Time: 10.5s
Alternatives: 10
Speedup: N/A×

Specification

?
\[\left(0 \leq cosTheta \land cosTheta \leq 1\right) \land \left(0.0001 \leq \alpha \land \alpha \leq 1\right)\]
\[\begin{array}{l} \\ \begin{array}{l} t_0 := \alpha \cdot \alpha - 1\\ \frac{t\_0}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(t\_0 \cdot cosTheta\right) \cdot cosTheta\right)} \end{array} \end{array} \]
(FPCore (cosTheta alpha)
 :precision binary32
 (let* ((t_0 (- (* alpha alpha) 1.0)))
   (/
    t_0
    (* (* (PI) (log (* alpha alpha))) (+ 1.0 (* (* t_0 cosTheta) cosTheta))))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha - 1\\
\frac{t\_0}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(t\_0 \cdot cosTheta\right) \cdot cosTheta\right)}
\end{array}
\end{array}

Sampling outcomes in binary32 precision:

Local Percentage Accuracy vs ?

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

Accuracy vs Speed?

Herbie found 10 alternatives:

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

Initial Program: 98.5% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_0 := \alpha \cdot \alpha - 1\\ \frac{t\_0}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(t\_0 \cdot cosTheta\right) \cdot cosTheta\right)} \end{array} \end{array} \]
(FPCore (cosTheta alpha)
 :precision binary32
 (let* ((t_0 (- (* alpha alpha) 1.0)))
   (/
    t_0
    (* (* (PI) (log (* alpha alpha))) (+ 1.0 (* (* t_0 cosTheta) cosTheta))))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha - 1\\
\frac{t\_0}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(t\_0 \cdot cosTheta\right) \cdot cosTheta\right)}
\end{array}
\end{array}

Alternative 1: 98.5% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_0 := \alpha \cdot \alpha - 1\\ \frac{t\_0}{\left(\left(cosTheta \cdot t\_0\right) \cdot cosTheta + 1\right) \cdot \left(\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right) \cdot \log \alpha\right)} \end{array} \end{array} \]
(FPCore (cosTheta alpha)
 :precision binary32
 (let* ((t_0 (- (* alpha alpha) 1.0)))
   (/
    t_0
    (* (+ (* (* cosTheta t_0) cosTheta) 1.0) (* (+ (PI) (PI)) (log alpha))))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \alpha \cdot \alpha - 1\\
\frac{t\_0}{\left(\left(cosTheta \cdot t\_0\right) \cdot cosTheta + 1\right) \cdot \left(\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right) \cdot \log \alpha\right)}
\end{array}
\end{array}
Derivation
  1. Initial program 98.5%

    \[\frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    2. lift-log.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\log \left(\alpha \cdot \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    3. lift-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \color{blue}{\left(\alpha \cdot \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    4. log-prodN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\left(\log \alpha + \log \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    5. distribute-rgt-inN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \mathsf{PI}\left(\right) + \log \alpha \cdot \mathsf{PI}\left(\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    6. distribute-lft-outN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    7. lower-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    8. lower-log.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\color{blue}{\log \alpha} \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    9. lower-+.f3298.6

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\log \alpha \cdot \color{blue}{\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  4. Applied rewrites98.6%

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  5. Final simplification98.6%

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\left(cosTheta \cdot \left(\alpha \cdot \alpha - 1\right)\right) \cdot cosTheta + 1\right) \cdot \left(\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right) \cdot \log \alpha\right)} \]
  6. Add Preprocessing

Alternative 2: 97.6% accurate, 1.1× speedup?

\[\begin{array}{l} \\ \frac{\alpha \cdot \alpha - 1}{\left(\left(1 - cosTheta \cdot cosTheta\right) \cdot \log \alpha\right) \cdot \left(2 \cdot \mathsf{PI}\left(\right)\right)} \end{array} \]
(FPCore (cosTheta alpha)
 :precision binary32
 (/
  (- (* alpha alpha) 1.0)
  (* (* (- 1.0 (* cosTheta cosTheta)) (log alpha)) (* 2.0 (PI)))))
\begin{array}{l}

\\
\frac{\alpha \cdot \alpha - 1}{\left(\left(1 - cosTheta \cdot cosTheta\right) \cdot \log \alpha\right) \cdot \left(2 \cdot \mathsf{PI}\left(\right)\right)}
\end{array}
Derivation
  1. Initial program 98.5%

    \[\frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    2. lift-log.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\log \left(\alpha \cdot \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    3. lift-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \color{blue}{\left(\alpha \cdot \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    4. log-prodN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\left(\log \alpha + \log \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    5. distribute-rgt-inN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \mathsf{PI}\left(\right) + \log \alpha \cdot \mathsf{PI}\left(\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    6. distribute-lft-outN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    7. lower-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    8. lower-log.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\color{blue}{\log \alpha} \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    9. lower-+.f3298.6

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\log \alpha \cdot \color{blue}{\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  4. Applied rewrites98.6%

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  5. Taylor expanded in alpha around 0

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{2 \cdot \left(\mathsf{PI}\left(\right) \cdot \left(\log \alpha \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)\right)\right)}} \]
  6. Step-by-step derivation
    1. associate-*r*N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\log \alpha \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)\right)}} \]
    2. lower-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\log \alpha \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)\right)}} \]
    3. lower-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(2 \cdot \mathsf{PI}\left(\right)\right)} \cdot \left(\log \alpha \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)\right)} \]
    4. lower-PI.f32N/A

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

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \color{blue}{\left(\left(1 + -1 \cdot {cosTheta}^{2}\right) \cdot \log \alpha\right)}} \]
    6. lower-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \color{blue}{\left(\left(1 + -1 \cdot {cosTheta}^{2}\right) \cdot \log \alpha\right)}} \]
    7. mul-1-negN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\left(1 + \color{blue}{\left(\mathsf{neg}\left({cosTheta}^{2}\right)\right)}\right) \cdot \log \alpha\right)} \]
    8. sub-negN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\color{blue}{\left(1 - {cosTheta}^{2}\right)} \cdot \log \alpha\right)} \]
    9. lower--.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\color{blue}{\left(1 - {cosTheta}^{2}\right)} \cdot \log \alpha\right)} \]
    10. unpow2N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\left(1 - \color{blue}{cosTheta \cdot cosTheta}\right) \cdot \log \alpha\right)} \]
    11. lower-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\left(1 - \color{blue}{cosTheta \cdot cosTheta}\right) \cdot \log \alpha\right)} \]
    12. lower-log.f3297.8

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\left(1 - cosTheta \cdot cosTheta\right) \cdot \color{blue}{\log \alpha}\right)} \]
  7. Applied rewrites97.8%

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot \left(\left(1 - cosTheta \cdot cosTheta\right) \cdot \log \alpha\right)}} \]
  8. Final simplification97.8%

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\left(1 - cosTheta \cdot cosTheta\right) \cdot \log \alpha\right) \cdot \left(2 \cdot \mathsf{PI}\left(\right)\right)} \]
  9. Add Preprocessing

Alternative 3: 95.4% accurate, 1.2× speedup?

\[\begin{array}{l} \\ \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \alpha\right) \cdot 2} \end{array} \]
(FPCore (cosTheta alpha)
 :precision binary32
 (/ (- (* alpha alpha) 1.0) (* (* (PI) (log alpha)) 2.0)))
\begin{array}{l}

\\
\frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \alpha\right) \cdot 2}
\end{array}
Derivation
  1. Initial program 98.5%

    \[\frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    2. lift-log.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\log \left(\alpha \cdot \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    3. lift-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \color{blue}{\left(\alpha \cdot \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    4. log-prodN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\left(\log \alpha + \log \alpha\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    5. distribute-rgt-inN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \mathsf{PI}\left(\right) + \log \alpha \cdot \mathsf{PI}\left(\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    6. distribute-lft-outN/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    7. lower-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    8. lower-log.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\color{blue}{\log \alpha} \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
    9. lower-+.f3298.6

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\log \alpha \cdot \color{blue}{\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)}\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  4. Applied rewrites98.6%

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
  5. Taylor expanded in cosTheta around 0

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

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \log \alpha\right) \cdot 2}} \]
    2. lower-*.f32N/A

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

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \mathsf{PI}\left(\right)\right)} \cdot 2} \]
    4. lower-*.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \mathsf{PI}\left(\right)\right)} \cdot 2} \]
    5. lower-log.f32N/A

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\color{blue}{\log \alpha} \cdot \mathsf{PI}\left(\right)\right) \cdot 2} \]
    6. lower-PI.f3295.2

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\log \alpha \cdot \color{blue}{\mathsf{PI}\left(\right)}\right) \cdot 2} \]
  7. Applied rewrites95.2%

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\left(\log \alpha \cdot \mathsf{PI}\left(\right)\right) \cdot 2}} \]
  8. Final simplification95.2%

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \alpha\right) \cdot 2} \]
  9. Add Preprocessing

Alternative 4: 95.5% accurate, 1.2× speedup?

\[\begin{array}{l} \\ \frac{\alpha \cdot \alpha - 1}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)} \end{array} \]
(FPCore (cosTheta alpha)
 :precision binary32
 (/ (- (* alpha alpha) 1.0) (* (log (* alpha alpha)) (PI))))
\begin{array}{l}

\\
\frac{\alpha \cdot \alpha - 1}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)}
\end{array}
Derivation
  1. Initial program 98.5%

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

    \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \color{blue}{1}} \]
  4. Step-by-step derivation
    1. Applied rewrites95.1%

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \color{blue}{1}} \]
    2. Taylor expanded in cosTheta around 0

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

        \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\log \left({\alpha}^{2}\right) \cdot \mathsf{PI}\left(\right)}} \]
      2. lower-*.f32N/A

        \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\log \left({\alpha}^{2}\right) \cdot \mathsf{PI}\left(\right)}} \]
      3. lower-log.f32N/A

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

        \[\leadsto \frac{\alpha \cdot \alpha - 1}{\log \color{blue}{\left(\alpha \cdot \alpha\right)} \cdot \mathsf{PI}\left(\right)} \]
      5. lower-*.f32N/A

        \[\leadsto \frac{\alpha \cdot \alpha - 1}{\log \color{blue}{\left(\alpha \cdot \alpha\right)} \cdot \mathsf{PI}\left(\right)} \]
      6. lower-PI.f3295.1

        \[\leadsto \frac{\alpha \cdot \alpha - 1}{\log \left(\alpha \cdot \alpha\right) \cdot \color{blue}{\mathsf{PI}\left(\right)}} \]
    4. Applied rewrites95.1%

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)}} \]
    5. Add Preprocessing

    Alternative 5: 65.7% accurate, 1.3× speedup?

    \[\begin{array}{l} \\ \frac{-1}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)} \end{array} \]
    (FPCore (cosTheta alpha)
     :precision binary32
     (/ -1.0 (* (log (* alpha alpha)) (PI))))
    \begin{array}{l}
    
    \\
    \frac{-1}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)}
    \end{array}
    
    Derivation
    1. Initial program 98.5%

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

      \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \color{blue}{1}} \]
    4. Step-by-step derivation
      1. Applied rewrites95.1%

        \[\leadsto \frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \color{blue}{1}} \]
      2. Taylor expanded in cosTheta around 0

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

          \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\log \left({\alpha}^{2}\right) \cdot \mathsf{PI}\left(\right)}} \]
        2. lower-*.f32N/A

          \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\log \left({\alpha}^{2}\right) \cdot \mathsf{PI}\left(\right)}} \]
        3. lower-log.f32N/A

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

          \[\leadsto \frac{\alpha \cdot \alpha - 1}{\log \color{blue}{\left(\alpha \cdot \alpha\right)} \cdot \mathsf{PI}\left(\right)} \]
        5. lower-*.f32N/A

          \[\leadsto \frac{\alpha \cdot \alpha - 1}{\log \color{blue}{\left(\alpha \cdot \alpha\right)} \cdot \mathsf{PI}\left(\right)} \]
        6. lower-PI.f3295.1

          \[\leadsto \frac{\alpha \cdot \alpha - 1}{\log \left(\alpha \cdot \alpha\right) \cdot \color{blue}{\mathsf{PI}\left(\right)}} \]
      4. Applied rewrites95.1%

        \[\leadsto \frac{\alpha \cdot \alpha - 1}{\color{blue}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)}} \]
      5. Taylor expanded in alpha around 0

        \[\leadsto \frac{\color{blue}{-1}}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)} \]
      6. Step-by-step derivation
        1. Applied rewrites66.5%

          \[\leadsto \frac{\color{blue}{-1}}{\log \left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)} \]
        2. Add Preprocessing

        Alternative 6: 65.7% accurate, 1.3× speedup?

        \[\begin{array}{l} \\ \frac{-0.5}{\mathsf{PI}\left(\right) \cdot \log \alpha} \end{array} \]
        (FPCore (cosTheta alpha) :precision binary32 (/ -0.5 (* (PI) (log alpha))))
        \begin{array}{l}
        
        \\
        \frac{-0.5}{\mathsf{PI}\left(\right) \cdot \log \alpha}
        \end{array}
        
        Derivation
        1. Initial program 98.5%

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

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

            \[\leadsto \frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \color{blue}{\left(\left(1 + -1 \cdot {cosTheta}^{2}\right) \cdot \log \alpha\right)}} \]
          2. associate-*r*N/A

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

            \[\leadsto \color{blue}{\frac{\frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)}}{\log \alpha}} \]
          4. lower-/.f32N/A

            \[\leadsto \color{blue}{\frac{\frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)}}{\log \alpha}} \]
          5. lower-/.f32N/A

            \[\leadsto \frac{\color{blue}{\frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)}}}{\log \alpha} \]
          6. lower-*.f32N/A

            \[\leadsto \frac{\frac{\frac{-1}{2}}{\color{blue}{\mathsf{PI}\left(\right) \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)}}}{\log \alpha} \]
          7. lower-PI.f32N/A

            \[\leadsto \frac{\frac{\frac{-1}{2}}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)}}{\log \alpha} \]
          8. mul-1-negN/A

            \[\leadsto \frac{\frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \left(1 + \color{blue}{\left(\mathsf{neg}\left({cosTheta}^{2}\right)\right)}\right)}}{\log \alpha} \]
          9. unsub-negN/A

            \[\leadsto \frac{\frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \color{blue}{\left(1 - {cosTheta}^{2}\right)}}}{\log \alpha} \]
          10. lower--.f32N/A

            \[\leadsto \frac{\frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \color{blue}{\left(1 - {cosTheta}^{2}\right)}}}{\log \alpha} \]
          11. unpow2N/A

            \[\leadsto \frac{\frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \left(1 - \color{blue}{cosTheta \cdot cosTheta}\right)}}{\log \alpha} \]
          12. lower-*.f32N/A

            \[\leadsto \frac{\frac{\frac{-1}{2}}{\mathsf{PI}\left(\right) \cdot \left(1 - \color{blue}{cosTheta \cdot cosTheta}\right)}}{\log \alpha} \]
          13. lower-log.f3267.9

            \[\leadsto \frac{\frac{-0.5}{\mathsf{PI}\left(\right) \cdot \left(1 - cosTheta \cdot cosTheta\right)}}{\color{blue}{\log \alpha}} \]
        5. Applied rewrites67.9%

          \[\leadsto \color{blue}{\frac{\frac{-0.5}{\mathsf{PI}\left(\right) \cdot \left(1 - cosTheta \cdot cosTheta\right)}}{\log \alpha}} \]
        6. Taylor expanded in cosTheta around 0

          \[\leadsto \frac{\frac{-1}{2}}{\color{blue}{\mathsf{PI}\left(\right) \cdot \log \alpha}} \]
        7. Step-by-step derivation
          1. Applied rewrites66.5%

            \[\leadsto \frac{-0.5}{\color{blue}{\log \alpha \cdot \mathsf{PI}\left(\right)}} \]
          2. Final simplification66.5%

            \[\leadsto \frac{-0.5}{\mathsf{PI}\left(\right) \cdot \log \alpha} \]
          3. Add Preprocessing

          Alternative 7: 7.1% accurate, 1.6× speedup?

          \[\begin{array}{l} \\ \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\left(1 - cosTheta \cdot cosTheta\right) \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right) \end{array} \]
          (FPCore (cosTheta alpha)
           :precision binary32
           (fma
            (/ (* alpha alpha) (* (- 1.0 (* cosTheta cosTheta)) (PI)))
            (/ 0.0 0.0)
            (/
             -1.0
             (*
              (* (fma (* (fma alpha alpha -1.0) cosTheta) cosTheta 1.0) (PI))
              (/ 0.0 0.0)))))
          \begin{array}{l}
          
          \\
          \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\left(1 - cosTheta \cdot cosTheta\right) \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right)
          \end{array}
          
          Derivation
          1. Initial program 98.5%

            \[\frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
          2. Add Preprocessing
          3. Applied rewrites-0.0%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right)} \]
          4. Taylor expanded in alpha around 0

            \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\mathsf{PI}\left(\right) \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right)}}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          5. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\left(1 + -1 \cdot {cosTheta}^{2}\right) \cdot \mathsf{PI}\left(\right)}}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            2. lower-*.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\left(1 + -1 \cdot {cosTheta}^{2}\right) \cdot \mathsf{PI}\left(\right)}}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            3. mul-1-negN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\left(1 + \color{blue}{\left(\mathsf{neg}\left({cosTheta}^{2}\right)\right)}\right) \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            4. unsub-negN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\left(1 - {cosTheta}^{2}\right)} \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            5. lower--.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\left(1 - {cosTheta}^{2}\right)} \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            6. unpow2N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\left(1 - \color{blue}{cosTheta \cdot cosTheta}\right) \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            7. lower-*.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\left(1 - \color{blue}{cosTheta \cdot cosTheta}\right) \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            8. lower-PI.f32-0.0

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\left(1 - cosTheta \cdot cosTheta\right) \cdot \color{blue}{\mathsf{PI}\left(\right)}}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          6. Applied rewrites-0.0%

            \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\left(1 - cosTheta \cdot cosTheta\right) \cdot \mathsf{PI}\left(\right)}}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          7. Final simplification-0.0%

            \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\left(1 - cosTheta \cdot cosTheta\right) \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right) \]
          8. Add Preprocessing

          Alternative 8: 5.8% accurate, 1.8× speedup?

          \[\begin{array}{l} \\ \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right) \end{array} \]
          (FPCore (cosTheta alpha)
           :precision binary32
           (fma
            (/ alpha (PI))
            (/ alpha (/ 0.0 0.0))
            (/
             -1.0
             (*
              (* (fma (* (fma alpha alpha -1.0) cosTheta) cosTheta 1.0) (PI))
              (/ 0.0 0.0)))))
          \begin{array}{l}
          
          \\
          \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right)
          \end{array}
          
          Derivation
          1. Initial program 98.5%

            \[\frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
          2. Add Preprocessing
          3. Applied rewrites-0.0%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\alpha}{\mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right)} \]
          4. Taylor expanded in alpha around inf

            \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{{\alpha}^{2} \cdot \left({cosTheta}^{2} \cdot \mathsf{PI}\left(\right)\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          5. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{{\alpha}^{2} \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot {cosTheta}^{2}\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            2. associate-*r*N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\left({\alpha}^{2} \cdot \mathsf{PI}\left(\right)\right) \cdot {cosTheta}^{2}}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            3. lower-*.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\left({\alpha}^{2} \cdot \mathsf{PI}\left(\right)\right) \cdot {cosTheta}^{2}}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            4. lower-*.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\left({\alpha}^{2} \cdot \mathsf{PI}\left(\right)\right)} \cdot {cosTheta}^{2}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            5. unpow2N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\left(\color{blue}{\left(\alpha \cdot \alpha\right)} \cdot \mathsf{PI}\left(\right)\right) \cdot {cosTheta}^{2}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            6. lower-*.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\left(\color{blue}{\left(\alpha \cdot \alpha\right)} \cdot \mathsf{PI}\left(\right)\right) \cdot {cosTheta}^{2}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            7. lower-PI.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\left(\left(\alpha \cdot \alpha\right) \cdot \color{blue}{\mathsf{PI}\left(\right)}\right) \cdot {cosTheta}^{2}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            8. unpow2N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\left(\left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \color{blue}{\left(cosTheta \cdot cosTheta\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            9. lower-*.f32-0.0

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\left(\left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \color{blue}{\left(cosTheta \cdot cosTheta\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          6. Applied rewrites-0.0%

            \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\left(\left(\alpha \cdot \alpha\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \left(cosTheta \cdot cosTheta\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          7. Taylor expanded in alpha around 0

            \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\mathsf{PI}\left(\right) \cdot \left(1 + -1 \cdot {cosTheta}^{2}\right) + {\alpha}^{2} \cdot \left({cosTheta}^{2} \cdot \mathsf{PI}\left(\right)\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          8. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\left(1 + -1 \cdot {cosTheta}^{2}\right) \cdot \mathsf{PI}\left(\right)} + {\alpha}^{2} \cdot \left({cosTheta}^{2} \cdot \mathsf{PI}\left(\right)\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            2. associate-*r*N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\left(1 + -1 \cdot {cosTheta}^{2}\right) \cdot \mathsf{PI}\left(\right) + \color{blue}{\left({\alpha}^{2} \cdot {cosTheta}^{2}\right) \cdot \mathsf{PI}\left(\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            3. distribute-rgt-outN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\mathsf{PI}\left(\right) \cdot \left(\left(1 + -1 \cdot {cosTheta}^{2}\right) + {\alpha}^{2} \cdot {cosTheta}^{2}\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            4. associate-+r+N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \color{blue}{\left(1 + \left(-1 \cdot {cosTheta}^{2} + {\alpha}^{2} \cdot {cosTheta}^{2}\right)\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            5. lower-*.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\mathsf{PI}\left(\right) \cdot \left(1 + \left(-1 \cdot {cosTheta}^{2} + {\alpha}^{2} \cdot {cosTheta}^{2}\right)\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            6. lower-PI.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \left(1 + \left(-1 \cdot {cosTheta}^{2} + {\alpha}^{2} \cdot {cosTheta}^{2}\right)\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            7. +-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \color{blue}{\left(\left(-1 \cdot {cosTheta}^{2} + {\alpha}^{2} \cdot {cosTheta}^{2}\right) + 1\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            8. +-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \left(\color{blue}{\left({\alpha}^{2} \cdot {cosTheta}^{2} + -1 \cdot {cosTheta}^{2}\right)} + 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            9. distribute-rgt-inN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \left(\color{blue}{{cosTheta}^{2} \cdot \left({\alpha}^{2} + -1\right)} + 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            10. metadata-evalN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \left({cosTheta}^{2} \cdot \left({\alpha}^{2} + \color{blue}{\left(\mathsf{neg}\left(1\right)\right)}\right) + 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            11. sub-negN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \left({cosTheta}^{2} \cdot \color{blue}{\left({\alpha}^{2} - 1\right)} + 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            12. lower-fma.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \color{blue}{\mathsf{fma}\left({cosTheta}^{2}, {\alpha}^{2} - 1, 1\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            13. unpow2N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(\color{blue}{cosTheta \cdot cosTheta}, {\alpha}^{2} - 1, 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            14. lower-*.f32N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(\color{blue}{cosTheta \cdot cosTheta}, {\alpha}^{2} - 1, 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            15. sub-negN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot cosTheta, \color{blue}{{\alpha}^{2} + \left(\mathsf{neg}\left(1\right)\right)}, 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            16. unpow2N/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot cosTheta, \color{blue}{\alpha \cdot \alpha} + \left(\mathsf{neg}\left(1\right)\right), 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            17. metadata-evalN/A

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot cosTheta, \alpha \cdot \alpha + \color{blue}{-1}, 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
            18. lower-fma.f32-0.0

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot cosTheta, \color{blue}{\mathsf{fma}\left(\alpha, \alpha, -1\right)}, 1\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          9. Applied rewrites-0.0%

            \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot cosTheta, \mathsf{fma}\left(\alpha, \alpha, -1\right), 1\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          10. Taylor expanded in cosTheta around 0

            \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\mathsf{PI}\left(\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          11. Step-by-step derivation
            1. lower-PI.f32-0.0

              \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\mathsf{PI}\left(\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          12. Applied rewrites-0.0%

            \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\color{blue}{\mathsf{PI}\left(\right)}}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          13. Final simplification-0.0%

            \[\leadsto \mathsf{fma}\left(\frac{\alpha}{\mathsf{PI}\left(\right)}, \frac{\alpha}{\frac{0}{0}}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right) \]
          14. Add Preprocessing

          Alternative 9: 5.9% accurate, 1.9× speedup?

          \[\begin{array}{l} \\ \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right) \end{array} \]
          (FPCore (cosTheta alpha)
           :precision binary32
           (fma
            (/ (* alpha alpha) (PI))
            (/ 0.0 0.0)
            (/
             -1.0
             (*
              (* (fma (* (fma alpha alpha -1.0) cosTheta) cosTheta 1.0) (PI))
              (/ 0.0 0.0)))))
          \begin{array}{l}
          
          \\
          \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right)
          \end{array}
          
          Derivation
          1. Initial program 98.5%

            \[\frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
          2. Add Preprocessing
          3. Applied rewrites-0.0%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right)} \]
          4. Taylor expanded in cosTheta around 0

            \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\mathsf{PI}\left(\right)}}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          5. Step-by-step derivation
            1. lower-PI.f32-0.0

              \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\mathsf{PI}\left(\right)}}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          6. Applied rewrites-0.0%

            \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\color{blue}{\mathsf{PI}\left(\right)}}, \frac{0}{0}, \frac{-1}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}\right) \]
          7. Final simplification-0.0%

            \[\leadsto \mathsf{fma}\left(\frac{\alpha \cdot \alpha}{\mathsf{PI}\left(\right)}, \frac{0}{0}, \frac{-1}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\alpha, \alpha, -1\right) \cdot cosTheta, cosTheta, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{0}{0}}\right) \]
          8. Add Preprocessing

          Alternative 10: -0.0% accurate, 5.6× speedup?

          \[\begin{array}{l} \\ \frac{-1}{\mathsf{PI}\left(\right) \cdot \frac{0}{0}} \end{array} \]
          (FPCore (cosTheta alpha) :precision binary32 (/ -1.0 (* (PI) (/ 0.0 0.0))))
          \begin{array}{l}
          
          \\
          \frac{-1}{\mathsf{PI}\left(\right) \cdot \frac{0}{0}}
          \end{array}
          
          Derivation
          1. Initial program 98.5%

            \[\frac{\alpha \cdot \alpha - 1}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift--.f32N/A

              \[\leadsto \frac{\color{blue}{\alpha \cdot \alpha - 1}}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
            2. sub-negN/A

              \[\leadsto \frac{\color{blue}{\alpha \cdot \alpha + \left(\mathsf{neg}\left(1\right)\right)}}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
            3. lift-*.f32N/A

              \[\leadsto \frac{\color{blue}{\alpha \cdot \alpha} + \left(\mathsf{neg}\left(1\right)\right)}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
            4. lower-fma.f32N/A

              \[\leadsto \frac{\color{blue}{\mathsf{fma}\left(\alpha, \alpha, \mathsf{neg}\left(1\right)\right)}}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
            5. metadata-eval12.4

              \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, \color{blue}{-1}\right)}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
            6. lift-*.f32N/A

              \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)}} \]
            7. lift-*.f32N/A

              \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \log \left(\alpha \cdot \alpha\right)\right)} \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)} \]
            8. associate-*l*N/A

              \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\color{blue}{\mathsf{PI}\left(\right) \cdot \left(\log \left(\alpha \cdot \alpha\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)\right)}} \]
            9. *-commutativeN/A

              \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\mathsf{PI}\left(\right) \cdot \color{blue}{\left(\left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right) \cdot \log \left(\alpha \cdot \alpha\right)\right)}} \]
            10. associate-*r*N/A

              \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)\right) \cdot \log \left(\alpha \cdot \alpha\right)}} \]
            11. lower-*.f32N/A

              \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(1 + \left(\left(\alpha \cdot \alpha - 1\right) \cdot cosTheta\right) \cdot cosTheta\right)\right) \cdot \log \left(\alpha \cdot \alpha\right)}} \]
          4. Applied rewrites-0.0%

            \[\leadsto \color{blue}{\frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(cosTheta \cdot \mathsf{fma}\left(\alpha, \alpha, -1\right), cosTheta, 1\right)\right) \cdot \frac{0}{0}}} \]
          5. Taylor expanded in cosTheta around 0

            \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \frac{0}{0}} \]
          6. Step-by-step derivation
            1. lower-PI.f32-0.0

              \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \frac{0}{0}} \]
          7. Applied rewrites-0.0%

            \[\leadsto \frac{\mathsf{fma}\left(\alpha, \alpha, -1\right)}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \frac{0}{0}} \]
          8. Taylor expanded in alpha around 0

            \[\leadsto \frac{\color{blue}{-1}}{\mathsf{PI}\left(\right) \cdot \frac{0}{0}} \]
          9. Step-by-step derivation
            1. Applied rewrites-0.0%

              \[\leadsto \frac{\color{blue}{-1}}{\mathsf{PI}\left(\right) \cdot \frac{0}{0}} \]
            2. Add Preprocessing

            Reproduce

            ?
            herbie shell --seed 2024268 
            (FPCore (cosTheta alpha)
              :name "GTR1 distribution"
              :precision binary32
              :pre (and (and (<= 0.0 cosTheta) (<= cosTheta 1.0)) (and (<= 0.0001 alpha) (<= alpha 1.0)))
              (/ (- (* alpha alpha) 1.0) (* (* (PI) (log (* alpha alpha))) (+ 1.0 (* (* (- (* alpha alpha) 1.0) cosTheta) cosTheta)))))