
(FPCore (a b angle) :precision binary64 (let* ((t_0 (* (PI) (/ angle 180.0)))) (+ (pow (* a (cos t_0)) 2.0) (pow (* b (sin t_0)) 2.0))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot \frac{angle}{180}\\
{\left(a \cdot \cos t\_0\right)}^{2} + {\left(b \cdot \sin 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 (* (PI) (/ angle 180.0)))) (+ (pow (* a (cos t_0)) 2.0) (pow (* b (sin t_0)) 2.0))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot \frac{angle}{180}\\
{\left(a \cdot \cos t\_0\right)}^{2} + {\left(b \cdot \sin t\_0\right)}^{2}
\end{array}
\end{array}
b_m = (fabs.f64 b)
(FPCore (a b_m angle)
:precision binary64
(let* ((t_0 (* (sqrt b_m) (sin (* (/ angle 180.0) (PI))))))
(fma
t_0
(* t_0 b_m)
(pow (* (cos (* (* 0.005555555555555556 (PI)) angle)) a) 2.0))))\begin{array}{l}
b_m = \left|b\right|
\\
\begin{array}{l}
t_0 := \sqrt{b\_m} \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\\
\mathsf{fma}\left(t\_0, t\_0 \cdot b\_m, {\left(\cos \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right) \cdot a\right)}^{2}\right)
\end{array}
\end{array}
Initial program 81.4%
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.f6481.5
Applied rewrites81.5%
Applied rewrites81.5%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-pow.f64N/A
unpow2N/A
associate-*r*N/A
Applied rewrites81.5%
Applied rewrites39.8%
b_m = (fabs.f64 b) (FPCore (a b_m angle) :precision binary64 (fma a (* a (pow (cos (* (* 0.005555555555555556 (PI)) angle)) 2.0)) (pow (* (sin (* (/ angle 180.0) (PI))) b_m) 2.0)))
\begin{array}{l}
b_m = \left|b\right|
\\
\mathsf{fma}\left(a, a \cdot {\cos \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2}, {\left(\sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot b\_m\right)}^{2}\right)
\end{array}
Initial program 81.4%
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.f6481.5
Applied rewrites81.5%
Applied rewrites81.5%
b_m = (fabs.f64 b) (FPCore (a b_m angle) :precision binary64 (+ (pow (* a (cos (* (* (PI) 0.005555555555555556) angle))) 2.0) (pow (* b_m (sin (* (PI) (/ angle 180.0)))) 2.0)))
\begin{array}{l}
b_m = \left|b\right|
\\
{\left(a \cdot \cos \left(\left(\mathsf{PI}\left(\right) \cdot 0.005555555555555556\right) \cdot angle\right)\right)}^{2} + {\left(b\_m \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \frac{angle}{180}\right)\right)}^{2}
\end{array}
Initial program 81.4%
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.f6481.5
Applied rewrites81.5%
b_m = (fabs.f64 b) (FPCore (a b_m angle) :precision binary64 (let* ((t_0 (* (* 0.005555555555555556 (PI)) angle))) (fma a (* a (pow (cos t_0) 2.0)) (pow (* (sin t_0) b_m) 2.0))))
\begin{array}{l}
b_m = \left|b\right|
\\
\begin{array}{l}
t_0 := \left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\\
\mathsf{fma}\left(a, a \cdot {\cos t\_0}^{2}, {\left(\sin t\_0 \cdot b\_m\right)}^{2}\right)
\end{array}
\end{array}
Initial program 81.4%
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.f6481.5
Applied rewrites81.5%
Applied rewrites81.5%
Taylor expanded in angle around inf
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-sin.f64N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f6481.4
Applied rewrites81.4%
Final simplification81.4%
b_m = (fabs.f64 b) (FPCore (a b_m angle) :precision binary64 (+ (pow (* a (cos (* (* (PI) 0.005555555555555556) angle))) 2.0) (pow (* b_m (sin (* (* 0.005555555555555556 (PI)) angle))) 2.0)))
\begin{array}{l}
b_m = \left|b\right|
\\
{\left(a \cdot \cos \left(\left(\mathsf{PI}\left(\right) \cdot 0.005555555555555556\right) \cdot angle\right)\right)}^{2} + {\left(b\_m \cdot \sin \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)\right)}^{2}
\end{array}
Initial program 81.4%
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.f6481.5
Applied rewrites81.5%
Taylor expanded in angle around inf
*-commutativeN/A
associate-*r*N/A
lower-sin.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f6481.4
Applied rewrites81.4%
b_m = (fabs.f64 b) (FPCore (a b_m angle) :precision binary64 (fma a (* a 1.0) (pow (* (sin (* (/ angle 180.0) (PI))) b_m) 2.0)))
\begin{array}{l}
b_m = \left|b\right|
\\
\mathsf{fma}\left(a, a \cdot 1, {\left(\sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot b\_m\right)}^{2}\right)
\end{array}
Initial program 81.4%
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.f6481.5
Applied rewrites81.5%
Applied rewrites81.5%
Taylor expanded in angle around 0
Applied rewrites80.7%
b_m = (fabs.f64 b)
(FPCore (a b_m angle)
:precision binary64
(if (<= b_m 3250.0)
(* a a)
(if (<= b_m 8.5e+129)
(fma
(* (* (* (* (PI) (PI)) 3.08641975308642e-5) b_m) b_m)
(* angle angle)
(* a a))
(* (pow (* (* b_m (PI)) angle) 2.0) 3.08641975308642e-5))))\begin{array}{l}
b_m = \left|b\right|
\\
\begin{array}{l}
\mathbf{if}\;b\_m \leq 3250:\\
\;\;\;\;a \cdot a\\
\mathbf{elif}\;b\_m \leq 8.5 \cdot 10^{+129}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot 3.08641975308642 \cdot 10^{-5}\right) \cdot b\_m\right) \cdot b\_m, angle \cdot angle, a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;{\left(\left(b\_m \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot 3.08641975308642 \cdot 10^{-5}\\
\end{array}
\end{array}
if b < 3250Initial program 80.6%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6465.4
Applied rewrites65.4%
if 3250 < b < 8.5000000000000001e129Initial program 69.1%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites49.7%
Taylor expanded in a around 0
Applied rewrites62.5%
if 8.5000000000000001e129 < b Initial program 97.1%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites42.0%
Taylor expanded in a around 0
Applied rewrites53.8%
Applied rewrites77.1%
b_m = (fabs.f64 b)
(FPCore (a b_m angle)
:precision binary64
(let* ((t_0 (* (PI) (PI))))
(if (<= a 7.5e-112)
(fma
(* (* (- a b_m) (+ b_m a)) (* (* t_0 -3.08641975308642e-5) angle))
angle
(* a a))
(if (<= a 1.8e+152)
(*
(fma
-3.08641975308642e-5
(fma
(* t_0 angle)
angle
(* (/ (* (* (* angle angle) b_m) b_m) (- a)) (/ t_0 a)))
1.0)
(* a a))
(* a a)))))\begin{array}{l}
b_m = \left|b\right|
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\\
\mathbf{if}\;a \leq 7.5 \cdot 10^{-112}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(a - b\_m\right) \cdot \left(b\_m + a\right)\right) \cdot \left(\left(t\_0 \cdot -3.08641975308642 \cdot 10^{-5}\right) \cdot angle\right), angle, a \cdot a\right)\\
\mathbf{elif}\;a \leq 1.8 \cdot 10^{+152}:\\
\;\;\;\;\mathsf{fma}\left(-3.08641975308642 \cdot 10^{-5}, \mathsf{fma}\left(t\_0 \cdot angle, angle, \frac{\left(\left(angle \cdot angle\right) \cdot b\_m\right) \cdot b\_m}{-a} \cdot \frac{t\_0}{a}\right), 1\right) \cdot \left(a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot a\\
\end{array}
\end{array}
if a < 7.5000000000000002e-112Initial program 79.8%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites46.1%
Applied rewrites50.3%
if 7.5000000000000002e-112 < a < 1.7999999999999999e152Initial program 77.6%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites62.1%
Taylor expanded in a around 0
Applied rewrites20.8%
Taylor expanded in a around inf
Applied rewrites68.4%
if 1.7999999999999999e152 < a Initial program 100.0%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Final simplification59.3%
b_m = (fabs.f64 b)
(FPCore (a b_m angle)
:precision binary64
(if (<= angle 1.5e-165)
(* a a)
(fma
(* (* (* (* (PI) (PI)) 3.08641975308642e-5) b_m) b_m)
(* angle angle)
(* a a))))\begin{array}{l}
b_m = \left|b\right|
\\
\begin{array}{l}
\mathbf{if}\;angle \leq 1.5 \cdot 10^{-165}:\\
\;\;\;\;a \cdot a\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot 3.08641975308642 \cdot 10^{-5}\right) \cdot b\_m\right) \cdot b\_m, angle \cdot angle, a \cdot a\right)\\
\end{array}
\end{array}
if angle < 1.49999999999999989e-165Initial program 82.7%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6463.4
Applied rewrites63.4%
if 1.49999999999999989e-165 < angle Initial program 79.1%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites42.3%
Taylor expanded in a around 0
Applied rewrites66.1%
b_m = (fabs.f64 b) (FPCore (a b_m angle) :precision binary64 (if (<= b_m 1.8e+107) (* a a) (* (* (* (* 3.08641975308642e-5 (* angle angle)) (PI)) (* b_m (PI))) b_m)))
\begin{array}{l}
b_m = \left|b\right|
\\
\begin{array}{l}
\mathbf{if}\;b\_m \leq 1.8 \cdot 10^{+107}:\\
\;\;\;\;a \cdot a\\
\mathbf{else}:\\
\;\;\;\;\left(\left(\left(3.08641975308642 \cdot 10^{-5} \cdot \left(angle \cdot angle\right)\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \left(b\_m \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\_m\\
\end{array}
\end{array}
if b < 1.7999999999999999e107Initial program 80.3%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6464.3
Applied rewrites64.3%
if 1.7999999999999999e107 < b Initial program 87.2%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites37.8%
Taylor expanded in a around 0
Applied rewrites48.0%
Applied rewrites51.0%
b_m = (fabs.f64 b) (FPCore (a b_m angle) :precision binary64 (if (<= b_m 1.8e+107) (* a a) (* (* 3.08641975308642e-5 (* (* (* angle angle) b_m) b_m)) (* (PI) (PI)))))
\begin{array}{l}
b_m = \left|b\right|
\\
\begin{array}{l}
\mathbf{if}\;b\_m \leq 1.8 \cdot 10^{+107}:\\
\;\;\;\;a \cdot a\\
\mathbf{else}:\\
\;\;\;\;\left(3.08641975308642 \cdot 10^{-5} \cdot \left(\left(\left(angle \cdot angle\right) \cdot b\_m\right) \cdot b\_m\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\\
\end{array}
\end{array}
if b < 1.7999999999999999e107Initial program 80.3%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6464.3
Applied rewrites64.3%
if 1.7999999999999999e107 < b Initial program 87.2%
Taylor expanded in angle around 0
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites37.8%
Taylor expanded in a around 0
Applied rewrites48.0%
Taylor expanded in a around 0
Applied rewrites51.0%
b_m = (fabs.f64 b) (FPCore (a b_m angle) :precision binary64 (* a a))
b_m = fabs(b);
double code(double a, double b_m, double angle) {
return a * a;
}
b_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_m, angle)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b_m
real(8), intent (in) :: angle
code = a * a
end function
b_m = Math.abs(b);
public static double code(double a, double b_m, double angle) {
return a * a;
}
b_m = math.fabs(b) def code(a, b_m, angle): return a * a
b_m = abs(b) function code(a, b_m, angle) return Float64(a * a) end
b_m = abs(b); function tmp = code(a, b_m, angle) tmp = a * a; end
b_m = N[Abs[b], $MachinePrecision] code[a_, b$95$m_, angle_] := N[(a * a), $MachinePrecision]
\begin{array}{l}
b_m = \left|b\right|
\\
a \cdot a
\end{array}
Initial program 81.4%
Taylor expanded in angle around 0
unpow2N/A
lower-*.f6458.6
Applied rewrites58.6%
herbie shell --seed 2024350
(FPCore (a b angle)
:name "ab-angle->ABCF C"
:precision binary64
(+ (pow (* a (cos (* (PI) (/ angle 180.0)))) 2.0) (pow (* b (sin (* (PI) (/ angle 180.0)))) 2.0)))