
(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:
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(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}
(FPCore (a b) :precision binary64 (/ (/ (* (- b a) (/ (PI) (+ b a))) (* 2.0 (* b a))) (- b a)))
\begin{array}{l}
\\
\frac{\frac{\left(b - a\right) \cdot \frac{\mathsf{PI}\left(\right)}{b + a}}{2 \cdot \left(b \cdot a\right)}}{b - a}
\end{array}
Initial program 74.3%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-rgt-identityN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites84.8%
lift-*.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-timesN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift--.f64N/A
difference-of-squaresN/A
times-fracN/A
difference-of-squaresN/A
Applied rewrites99.0%
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f6499.6
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.6
lift-+.f64N/A
+-commutativeN/A
lower-+.f6499.6
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.6
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.6
Applied rewrites99.6%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* 2.0 (* a b)))
(t_1 (/ (* (/ (PI) (* (+ a b) (- b a))) (- b a)) t_0)))
(if (<= a -2e+94)
(/ (* (/ 0.5 a) (PI)) (* a b))
(if (<= a -1.85e-67)
t_1
(if (<= a 3.2e-125)
(/ (/ (PI) b) t_0)
(if (<= a 1.32e+45) t_1 (* (/ (/ 0.5 a) (* a b)) (PI))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := 2 \cdot \left(a \cdot b\right)\\
t_1 := \frac{\frac{\mathsf{PI}\left(\right)}{\left(a + b\right) \cdot \left(b - a\right)} \cdot \left(b - a\right)}{t\_0}\\
\mathbf{if}\;a \leq -2 \cdot 10^{+94}:\\
\;\;\;\;\frac{\frac{0.5}{a} \cdot \mathsf{PI}\left(\right)}{a \cdot b}\\
\mathbf{elif}\;a \leq -1.85 \cdot 10^{-67}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;a \leq 3.2 \cdot 10^{-125}:\\
\;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{b}}{t\_0}\\
\mathbf{elif}\;a \leq 1.32 \cdot 10^{+45}:\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.5}{a}}{a \cdot b} \cdot \mathsf{PI}\left(\right)\\
\end{array}
\end{array}
if a < -2e94Initial program 62.3%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6480.4
Applied rewrites80.4%
Applied rewrites80.4%
Applied rewrites98.6%
Applied rewrites99.8%
if -2e94 < a < -1.85e-67 or 3.1999999999999998e-125 < a < 1.32000000000000005e45Initial program 95.2%
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
lift--.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-subN/A
frac-timesN/A
lower-/.f64N/A
Applied rewrites95.3%
if -1.85e-67 < a < 3.1999999999999998e-125Initial program 71.3%
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
lift--.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-subN/A
frac-timesN/A
lower-/.f64N/A
Applied rewrites79.1%
Taylor expanded in a around 0
lower-/.f64N/A
lower-PI.f6496.3
Applied rewrites96.3%
if 1.32000000000000005e45 < a Initial program 65.4%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6485.0
Applied rewrites85.0%
Applied rewrites84.9%
Applied rewrites99.8%
Applied rewrites99.8%
Final simplification97.4%
(FPCore (a b) :precision binary64 (/ (* (/ (PI) (+ a b)) (- b a)) (* (- b a) (* (* a b) 2.0))))
\begin{array}{l}
\\
\frac{\frac{\mathsf{PI}\left(\right)}{a + b} \cdot \left(b - a\right)}{\left(b - a\right) \cdot \left(\left(a \cdot b\right) \cdot 2\right)}
\end{array}
Initial program 74.3%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-rgt-identityN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites84.8%
lift-*.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-timesN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift--.f64N/A
difference-of-squaresN/A
times-fracN/A
difference-of-squaresN/A
Applied rewrites99.0%
(FPCore (a b) :precision binary64 (if (or (<= b -1.28e-70) (not (<= b 2.55e-23))) (/ (/ (PI) (* 2.0 (* b a))) (- b a)) (* (/ (/ 0.5 a) (* a b)) (PI))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.28 \cdot 10^{-70} \lor \neg \left(b \leq 2.55 \cdot 10^{-23}\right):\\
\;\;\;\;\frac{\frac{\mathsf{PI}\left(\right)}{2 \cdot \left(b \cdot a\right)}}{b - a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.5}{a}}{a \cdot b} \cdot \mathsf{PI}\left(\right)\\
\end{array}
\end{array}
if b < -1.28e-70 or 2.55000000000000005e-23 < b Initial program 73.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-rgt-identityN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites74.7%
lift-*.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-timesN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift--.f64N/A
difference-of-squaresN/A
times-fracN/A
difference-of-squaresN/A
Applied rewrites98.9%
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f6499.6
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.6
lift-+.f64N/A
+-commutativeN/A
lower-+.f6499.6
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.6
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.6
Applied rewrites99.6%
Taylor expanded in a around 0
lower-PI.f6494.7
Applied rewrites94.7%
if -1.28e-70 < b < 2.55000000000000005e-23Initial program 76.3%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6473.7
Applied rewrites73.7%
Applied rewrites73.7%
Applied rewrites90.2%
Applied rewrites90.3%
Final simplification92.9%
(FPCore (a b) :precision binary64 (if (or (<= b -1.28e-70) (not (<= b 2.55e-23))) (/ (PI) (* (- b a) (* (* a b) 2.0))) (* (/ (/ 0.5 a) (* a b)) (PI))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.28 \cdot 10^{-70} \lor \neg \left(b \leq 2.55 \cdot 10^{-23}\right):\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b - a\right) \cdot \left(\left(a \cdot b\right) \cdot 2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{0.5}{a}}{a \cdot b} \cdot \mathsf{PI}\left(\right)\\
\end{array}
\end{array}
if b < -1.28e-70 or 2.55000000000000005e-23 < b Initial program 73.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-rgt-identityN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites74.7%
lift-*.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-timesN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift--.f64N/A
difference-of-squaresN/A
times-fracN/A
difference-of-squaresN/A
Applied rewrites98.9%
Taylor expanded in a around 0
lower-PI.f6494.0
Applied rewrites94.0%
if -1.28e-70 < b < 2.55000000000000005e-23Initial program 76.3%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6473.7
Applied rewrites73.7%
Applied rewrites73.7%
Applied rewrites90.2%
Applied rewrites90.3%
Final simplification92.5%
(FPCore (a b) :precision binary64 (if (or (<= b -1.28e-70) (not (<= b 2.55e-23))) (/ (PI) (* (- b a) (* (* a b) 2.0))) (* (/ (PI) (* b a)) (/ 0.5 a))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.28 \cdot 10^{-70} \lor \neg \left(b \leq 2.55 \cdot 10^{-23}\right):\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b - a\right) \cdot \left(\left(a \cdot b\right) \cdot 2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{b \cdot a} \cdot \frac{0.5}{a}\\
\end{array}
\end{array}
if b < -1.28e-70 or 2.55000000000000005e-23 < b Initial program 73.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-rgt-identityN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites74.7%
lift-*.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-timesN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift--.f64N/A
difference-of-squaresN/A
times-fracN/A
difference-of-squaresN/A
Applied rewrites98.9%
Taylor expanded in a around 0
lower-PI.f6494.0
Applied rewrites94.0%
if -1.28e-70 < b < 2.55000000000000005e-23Initial program 76.3%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6473.7
Applied rewrites73.7%
Applied rewrites73.7%
Applied rewrites90.2%
Final simplification92.5%
(FPCore (a b) :precision binary64 (if (or (<= b -1.28e-70) (not (<= b 2.55e-23))) (/ (PI) (* (- b a) (* (* a b) 2.0))) (/ (* (PI) 0.5) (* (* b a) a))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.28 \cdot 10^{-70} \lor \neg \left(b \leq 2.55 \cdot 10^{-23}\right):\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b - a\right) \cdot \left(\left(a \cdot b\right) \cdot 2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{PI}\left(\right) \cdot 0.5}{\left(b \cdot a\right) \cdot a}\\
\end{array}
\end{array}
if b < -1.28e-70 or 2.55000000000000005e-23 < b Initial program 73.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-rgt-identityN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites74.7%
lift-*.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-timesN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift--.f64N/A
difference-of-squaresN/A
times-fracN/A
difference-of-squaresN/A
Applied rewrites98.9%
Taylor expanded in a around 0
lower-PI.f6494.0
Applied rewrites94.0%
if -1.28e-70 < b < 2.55000000000000005e-23Initial program 76.3%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6473.7
Applied rewrites73.7%
Applied rewrites73.7%
Applied rewrites89.7%
Final simplification92.3%
(FPCore (a b) :precision binary64 (if (or (<= a -9.2e+16) (not (<= a 2.6e+28))) (/ (* (PI) 0.5) (* (* b a) a)) (* (/ (PI) (* (* b b) a)) 0.5)))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -9.2 \cdot 10^{+16} \lor \neg \left(a \leq 2.6 \cdot 10^{+28}\right):\\
\;\;\;\;\frac{\mathsf{PI}\left(\right) \cdot 0.5}{\left(b \cdot a\right) \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(b \cdot b\right) \cdot a} \cdot 0.5\\
\end{array}
\end{array}
if a < -9.2e16 or 2.6000000000000002e28 < a Initial program 69.5%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6481.3
Applied rewrites81.3%
Applied rewrites81.7%
Applied rewrites95.6%
if -9.2e16 < a < 2.6000000000000002e28Initial program 78.6%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-rgt-identityN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites71.7%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6471.7
Applied rewrites71.7%
Final simplification82.9%
(FPCore (a b) :precision binary64 (/ (* (PI) 0.5) (* (* b a) a)))
\begin{array}{l}
\\
\frac{\mathsf{PI}\left(\right) \cdot 0.5}{\left(b \cdot a\right) \cdot a}
\end{array}
Initial program 74.3%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6455.9
Applied rewrites55.9%
Applied rewrites56.1%
Applied rewrites62.6%
Final simplification62.6%
(FPCore (a b) :precision binary64 (/ (* (PI) 0.5) (* (* a a) b)))
\begin{array}{l}
\\
\frac{\mathsf{PI}\left(\right) \cdot 0.5}{\left(a \cdot a\right) \cdot b}
\end{array}
Initial program 74.3%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6455.9
Applied rewrites55.9%
Applied rewrites56.1%
Final simplification56.1%
(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}
Initial program 74.3%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6455.9
Applied rewrites55.9%
Applied rewrites56.1%
Applied rewrites62.6%
Applied rewrites56.0%
Final simplification56.0%
herbie shell --seed 2024358
(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))))