
(FPCore (a b angle) :precision binary64 (let* ((t_0 (* (/ angle 180.0) (PI)))) (+ (pow (* a (sin t_0)) 2.0) (pow (* b (cos t_0)) 2.0))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\
{\left(a \cdot \sin t\_0\right)}^{2} + {\left(b \cdot \cos t\_0\right)}^{2}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 12 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b angle) :precision binary64 (let* ((t_0 (* (/ angle 180.0) (PI)))) (+ (pow (* a (sin t_0)) 2.0) (pow (* b (cos t_0)) 2.0))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\
{\left(a \cdot \sin t\_0\right)}^{2} + {\left(b \cdot \cos t\_0\right)}^{2}
\end{array}
\end{array}
angle_m = (fabs.f64 angle)
(FPCore (a b angle_m)
:precision binary64
(let* ((t_0 (sqrt (PI))) (t_1 (pow (cbrt t_0) 3.0)) (t_2 (/ t_0 2.0)))
(+
(pow (* a (sin (* (/ angle_m 180.0) (PI)))) 2.0)
(pow
(*
b
(+
(* (sin (* (/ angle_m -180.0) (PI))) (cos (* (sqrt (* t_1 t_1)) t_2)))
(* (cos (* (* 0.005555555555555556 (PI)) angle_m)) (sin (* t_0 t_2)))))
2.0))))\begin{array}{l}
angle_m = \left|angle\right|
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
t_1 := {\left(\sqrt[3]{t\_0}\right)}^{3}\\
t_2 := \frac{t\_0}{2}\\
{\left(a \cdot \sin \left(\frac{angle\_m}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \left(\sin \left(\frac{angle\_m}{-180} \cdot \mathsf{PI}\left(\right)\right) \cdot \cos \left(\sqrt{t\_1 \cdot t\_1} \cdot t\_2\right) + \cos \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\_m\right) \cdot \sin \left(t\_0 \cdot t\_2\right)\right)\right)}^{2}
\end{array}
\end{array}
Initial program 81.6%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
add-sqr-sqrtN/A
associate-/l*N/A
fp-cancel-sign-sub-invN/A
sin-diffN/A
cos-neg-revN/A
lower--.f64N/A
Applied rewrites81.6%
Taylor expanded in angle around inf
*-commutativeN/A
associate-*r*N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f6481.7
Applied rewrites81.7%
rem-cube-cbrtN/A
lift-PI.f64N/A
lift-PI.f64N/A
rem-square-sqrtN/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
cbrt-prodN/A
unpow-prod-downN/A
lower-*.f64N/A
lower-pow.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-cbrt.f6481.7
Applied rewrites81.7%
Final simplification81.7%
angle_m = (fabs.f64 angle)
(FPCore (a b angle_m)
:precision binary64
(let* ((t_0 (cbrt (PI))) (t_1 (sqrt (PI))) (t_2 (/ t_1 2.0)))
(+
(pow (* a (sin (* (/ angle_m 180.0) (PI)))) 2.0)
(pow
(*
b
(+
(*
(sin (* (/ angle_m -180.0) (PI)))
(cos (* (sqrt (* (pow t_0 2.0) t_0)) t_2)))
(* (cos (* (* 0.005555555555555556 (PI)) angle_m)) (sin (* t_1 t_2)))))
2.0))))\begin{array}{l}
angle_m = \left|angle\right|
\\
\begin{array}{l}
t_0 := \sqrt[3]{\mathsf{PI}\left(\right)}\\
t_1 := \sqrt{\mathsf{PI}\left(\right)}\\
t_2 := \frac{t\_1}{2}\\
{\left(a \cdot \sin \left(\frac{angle\_m}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \left(\sin \left(\frac{angle\_m}{-180} \cdot \mathsf{PI}\left(\right)\right) \cdot \cos \left(\sqrt{{t\_0}^{2} \cdot t\_0} \cdot t\_2\right) + \cos \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\_m\right) \cdot \sin \left(t\_1 \cdot t\_2\right)\right)\right)}^{2}
\end{array}
\end{array}
Initial program 81.6%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
add-sqr-sqrtN/A
associate-/l*N/A
fp-cancel-sign-sub-invN/A
sin-diffN/A
cos-neg-revN/A
lower--.f64N/A
Applied rewrites81.6%
Taylor expanded in angle around inf
*-commutativeN/A
associate-*r*N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f6481.7
Applied rewrites81.7%
lift-PI.f64N/A
add-cube-cbrtN/A
lower-*.f64N/A
pow2N/A
lower-pow.f64N/A
lift-PI.f64N/A
lower-cbrt.f64N/A
lift-PI.f64N/A
lower-cbrt.f6481.7
Applied rewrites81.7%
Final simplification81.7%
angle_m = (fabs.f64 angle)
(FPCore (a b angle_m)
:precision binary64
(let* ((t_0 (sqrt (PI))))
(+
(pow (* a (sin (* (/ angle_m 180.0) (PI)))) 2.0)
(pow
(*
b
(-
(* (sin (* (/ angle_m -180.0) (PI))) (cos (* t_0 (/ t_0 2.0))))
(* (cos (* (* 0.005555555555555556 (PI)) angle_m)) -1.0)))
2.0))))\begin{array}{l}
angle_m = \left|angle\right|
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
{\left(a \cdot \sin \left(\frac{angle\_m}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \left(\sin \left(\frac{angle\_m}{-180} \cdot \mathsf{PI}\left(\right)\right) \cdot \cos \left(t\_0 \cdot \frac{t\_0}{2}\right) - \cos \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\_m\right) \cdot -1\right)\right)}^{2}
\end{array}
\end{array}
Initial program 81.6%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
add-sqr-sqrtN/A
associate-/l*N/A
fp-cancel-sign-sub-invN/A
sin-diffN/A
cos-neg-revN/A
lower--.f64N/A
Applied rewrites81.6%
Taylor expanded in angle around inf
*-commutativeN/A
associate-*r*N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f6481.7
Applied rewrites81.7%
lift-sin.f64N/A
lift-*.f64N/A
lift-neg.f64N/A
distribute-lft-neg-outN/A
sin-negN/A
lift-/.f64N/A
associate-*r/N/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
rem-square-sqrtN/A
lift-PI.f64N/A
sin-PI/2N/A
metadata-eval81.7
Applied rewrites81.7%
Final simplification81.7%
angle_m = (fabs.f64 angle) (FPCore (a b angle_m) :precision binary64 (+ (pow (* a (sin (* (/ angle_m 180.0) (PI)))) 2.0) (pow (* b (cos (* (* (PI) 0.005555555555555556) angle_m))) 2.0)))
\begin{array}{l}
angle_m = \left|angle\right|
\\
{\left(a \cdot \sin \left(\frac{angle\_m}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\left(\mathsf{PI}\left(\right) \cdot 0.005555555555555556\right) \cdot angle\_m\right)\right)}^{2}
\end{array}
Initial program 81.6%
Taylor expanded in angle around inf
*-commutativeN/A
associate-*r*N/A
lower-cos.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-PI.f6481.7
Applied rewrites81.7%
Final simplification81.7%
angle_m = (fabs.f64 angle) (FPCore (a b angle_m) :precision binary64 (fma (* (+ 0.5 (* 0.5 (cos (* 2.0 (* (/ angle_m -180.0) (PI)))))) b) b (pow (* (sin (* (PI) (/ angle_m 180.0))) a) 2.0)))
\begin{array}{l}
angle_m = \left|angle\right|
\\
\mathsf{fma}\left(\left(0.5 + 0.5 \cdot \cos \left(2 \cdot \left(\frac{angle\_m}{-180} \cdot \mathsf{PI}\left(\right)\right)\right)\right) \cdot b, b, {\left(\sin \left(\mathsf{PI}\left(\right) \cdot \frac{angle\_m}{180}\right) \cdot a\right)}^{2}\right)
\end{array}
Initial program 81.6%
lift-+.f64N/A
+-commutativeN/A
lift-pow.f64N/A
unpow2N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites81.6%
Applied rewrites81.6%
angle_m = (fabs.f64 angle) (FPCore (a b angle_m) :precision binary64 (fma (* 1.0 b) b (pow (* (sin (* (PI) (/ angle_m 180.0))) a) 2.0)))
\begin{array}{l}
angle_m = \left|angle\right|
\\
\mathsf{fma}\left(1 \cdot b, b, {\left(\sin \left(\mathsf{PI}\left(\right) \cdot \frac{angle\_m}{180}\right) \cdot a\right)}^{2}\right)
\end{array}
Initial program 81.6%
lift-+.f64N/A
+-commutativeN/A
lift-pow.f64N/A
unpow2N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites81.6%
Taylor expanded in angle around 0
Applied rewrites81.1%
angle_m = (fabs.f64 angle)
(FPCore (a b angle_m)
:precision binary64
(if (<= b 1.16e+89)
(fma
(*
(* (* (- b a) (+ b a)) (* (* (PI) (PI)) -3.08641975308642e-5))
(- angle_m))
(- angle_m)
(* b b))
(* (pow (cos (* (* (PI) 0.005555555555555556) angle_m)) 2.0) (* b b))))\begin{array}{l}
angle_m = \left|angle\right|
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.16 \cdot 10^{+89}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(\left(b - a\right) \cdot \left(b + a\right)\right) \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot -3.08641975308642 \cdot 10^{-5}\right)\right) \cdot \left(-angle\_m\right), -angle\_m, b \cdot b\right)\\
\mathbf{else}:\\
\;\;\;\;{\cos \left(\left(\mathsf{PI}\left(\right) \cdot 0.005555555555555556\right) \cdot angle\_m\right)}^{2} \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if b < 1.16e89Initial program 77.8%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites44.6%
Applied rewrites50.6%
if 1.16e89 < b Initial program 96.7%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64N/A
*-commutativeN/A
associate-*r*N/A
lower-cos.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-PI.f64N/A
unpow2N/A
lower-*.f6493.2
Applied rewrites93.2%
angle_m = (fabs.f64 angle)
(FPCore (a b angle_m)
:precision binary64
(if (<= b 1.12e+89)
(fma
(*
(* (* (- b a) (+ b a)) (* (* (PI) (PI)) -3.08641975308642e-5))
(- angle_m))
(- angle_m)
(* b b))
(* b b)))\begin{array}{l}
angle_m = \left|angle\right|
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.12 \cdot 10^{+89}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(\left(b - a\right) \cdot \left(b + a\right)\right) \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot -3.08641975308642 \cdot 10^{-5}\right)\right) \cdot \left(-angle\_m\right), -angle\_m, b \cdot b\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot b\\
\end{array}
\end{array}
if b < 1.11999999999999995e89Initial program 77.8%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites44.6%
Applied rewrites50.6%
if 1.11999999999999995e89 < b Initial program 96.7%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6491.8
Applied rewrites91.8%
angle_m = (fabs.f64 angle)
(FPCore (a b angle_m)
:precision binary64
(let* ((t_0 (* (PI) (PI))))
(if (<= a 140.0)
(* b b)
(if (<= a 3.1e+137)
(fma
(* (* (* 3.08641975308642e-5 t_0) a) a)
(* angle_m angle_m)
(* b b))
(* (* 3.08641975308642e-5 (* a (* (* angle_m angle_m) a))) t_0)))))\begin{array}{l}
angle_m = \left|angle\right|
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\\
\mathbf{if}\;a \leq 140:\\
\;\;\;\;b \cdot b\\
\mathbf{elif}\;a \leq 3.1 \cdot 10^{+137}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(3.08641975308642 \cdot 10^{-5} \cdot t\_0\right) \cdot a\right) \cdot a, angle\_m \cdot angle\_m, b \cdot b\right)\\
\mathbf{else}:\\
\;\;\;\;\left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle\_m \cdot angle\_m\right) \cdot a\right)\right)\right) \cdot t\_0\\
\end{array}
\end{array}
if a < 140Initial program 81.2%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6460.6
Applied rewrites60.6%
if 140 < a < 3.0999999999999999e137Initial program 71.6%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites32.1%
Taylor expanded in a around inf
Applied rewrites54.9%
if 3.0999999999999999e137 < a Initial program 91.2%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites39.2%
Taylor expanded in a around inf
Applied rewrites66.2%
Taylor expanded in a around 0
Applied rewrites66.8%
angle_m = (fabs.f64 angle)
(FPCore (a b angle_m)
:precision binary64
(if (<= b 1.12e+89)
(fma
(* (* (- b a) (+ b a)) (* (* (* (PI) (PI)) -3.08641975308642e-5) angle_m))
angle_m
(* b b))
(* b b)))\begin{array}{l}
angle_m = \left|angle\right|
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.12 \cdot 10^{+89}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(b - a\right) \cdot \left(b + a\right)\right) \cdot \left(\left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot -3.08641975308642 \cdot 10^{-5}\right) \cdot angle\_m\right), angle\_m, b \cdot b\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot b\\
\end{array}
\end{array}
if b < 1.11999999999999995e89Initial program 77.8%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites44.6%
Applied rewrites50.1%
if 1.11999999999999995e89 < b Initial program 96.7%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6491.8
Applied rewrites91.8%
angle_m = (fabs.f64 angle) (FPCore (a b angle_m) :precision binary64 (if (<= a 1.05e+117) (* b b) (* (* 3.08641975308642e-5 (* a (* (* angle_m angle_m) a))) (* (PI) (PI)))))
\begin{array}{l}
angle_m = \left|angle\right|
\\
\begin{array}{l}
\mathbf{if}\;a \leq 1.05 \cdot 10^{+117}:\\
\;\;\;\;b \cdot b\\
\mathbf{else}:\\
\;\;\;\;\left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle\_m \cdot angle\_m\right) \cdot a\right)\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\\
\end{array}
\end{array}
if a < 1.0500000000000001e117Initial program 80.1%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6458.7
Applied rewrites58.7%
if 1.0500000000000001e117 < a Initial program 88.7%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites39.6%
Taylor expanded in a around inf
Applied rewrites57.5%
Taylor expanded in a around 0
Applied rewrites58.0%
angle_m = (fabs.f64 angle) (FPCore (a b angle_m) :precision binary64 (* b b))
angle_m = fabs(angle);
double code(double a, double b, double angle_m) {
return b * b;
}
angle_m = private
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, angle_m)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: angle_m
code = b * b
end function
angle_m = Math.abs(angle);
public static double code(double a, double b, double angle_m) {
return b * b;
}
angle_m = math.fabs(angle) def code(a, b, angle_m): return b * b
angle_m = abs(angle) function code(a, b, angle_m) return Float64(b * b) end
angle_m = abs(angle); function tmp = code(a, b, angle_m) tmp = b * b; end
angle_m = N[Abs[angle], $MachinePrecision] code[a_, b_, angle$95$m_] := N[(b * b), $MachinePrecision]
\begin{array}{l}
angle_m = \left|angle\right|
\\
b \cdot b
\end{array}
Initial program 81.6%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6454.9
Applied rewrites54.9%
herbie shell --seed 2024359
(FPCore (a b angle)
:name "ab-angle->ABCF A"
:precision binary64
(+ (pow (* a (sin (* (/ angle 180.0) (PI)))) 2.0) (pow (* b (cos (* (/ angle 180.0) (PI)))) 2.0)))