
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* uy 2.0) (PI))) (sqrt (- 1.0 (* t_0 t_0))))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 22 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* uy 2.0) (PI))) (sqrt (- 1.0 (* t_0 t_0))))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (fma (- (PI)) (* uy 2.0) (/ (PI) 2.0)))
(sqrt
(fma
(fma (- maxCos) (* ux ux) (* (- (* ux 2.0) 2.0) ux))
maxCos
(* (fma -1.0 ux 2.0) ux)))))\begin{array}{l}
\\
\sin \left(\mathsf{fma}\left(-\mathsf{PI}\left(\right), uy \cdot 2, \frac{\mathsf{PI}\left(\right)}{2}\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(-maxCos, ux \cdot ux, \left(ux \cdot 2 - 2\right) \cdot ux\right), maxCos, \mathsf{fma}\left(-1, ux, 2\right) \cdot ux\right)}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
*-commutativeN/A
lower-fma.f32N/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
unpow2N/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
Applied rewrites99.0%
lift-cos.f32N/A
lift-PI.f32N/A
lift-*.f32N/A
lift-*.f32N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f32N/A
lower-+.f32N/A
lower-neg.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-/.f32N/A
lift-PI.f3299.1
Applied rewrites99.1%
lift-neg.f32N/A
lift-PI.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lower-+.f32N/A
distribute-lft-neg-inN/A
lower-fma.f32N/A
lower-neg.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lift-*.f3299.2
Applied rewrites99.2%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* (* uy 2.0) (PI)))
(sqrt
(fma
(fma (- maxCos) (* ux ux) (* (- (* ux 2.0) 2.0) ux))
maxCos
(fma ux 2.0 (* (- ux) ux))))))\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(-maxCos, ux \cdot ux, \left(ux \cdot 2 - 2\right) \cdot ux\right), maxCos, \mathsf{fma}\left(ux, 2, \left(-ux\right) \cdot ux\right)\right)}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
*-commutativeN/A
lower-fma.f32N/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
unpow2N/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
Applied rewrites99.0%
lift-*.f32N/A
lift-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-fma.f32N/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f3299.0
Applied rewrites99.0%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* (* uy 2.0) (PI)))
(sqrt
(fma
(* (- (* (fma -1.0 maxCos 2.0) ux) 2.0) ux)
maxCos
(* (fma -1.0 ux 2.0) ux)))))\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(\left(\mathsf{fma}\left(-1, maxCos, 2\right) \cdot ux - 2\right) \cdot ux, maxCos, \mathsf{fma}\left(-1, ux, 2\right) \cdot ux\right)}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
*-commutativeN/A
lower-fma.f32N/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
unpow2N/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
Applied rewrites99.0%
Taylor expanded in ux around 0
*-commutativeN/A
distribute-rgt-inN/A
associate-*r*N/A
+-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
+-commutativeN/A
mul-1-negN/A
lower-fma.f3299.0
Applied rewrites99.0%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) (PI))) (sqrt (* (+ (fma (- (* (fma -1.0 maxCos 2.0) ux) 2.0) maxCos (- ux)) 2.0) ux))))
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(\mathsf{fma}\left(-1, maxCos, 2\right) \cdot ux - 2, maxCos, -ux\right) + 2\right) \cdot ux}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f3297.7
Applied rewrites97.7%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-+.f32N/A
Applied rewrites99.0%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) (PI))) (sqrt (fma (* (- (* ux 2.0) 2.0) ux) maxCos (* (fma -1.0 ux 2.0) ux)))))
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(\left(ux \cdot 2 - 2\right) \cdot ux, maxCos, \mathsf{fma}\left(-1, ux, 2\right) \cdot ux\right)}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
*-commutativeN/A
lower-fma.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f3298.4
Applied rewrites98.4%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) (PI))) (sqrt (* (- (fma (- ux) (fma -2.0 maxCos 1.0) 2.0) (* maxCos 2.0)) ux))))
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(-ux, \mathsf{fma}\left(-2, maxCos, 1\right), 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f3298.3
Applied rewrites98.3%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) (PI))) (sqrt (* (+ (fma (- (* ux 2.0) 2.0) maxCos (- ux)) 2.0) ux))))
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(ux \cdot 2 - 2, maxCos, -ux\right) + 2\right) \cdot ux}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-+.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f3298.3
Applied rewrites98.3%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) (PI))) (sqrt (fma (* -2.0 ux) maxCos (* (fma -1.0 ux 2.0) ux)))))
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(-2 \cdot ux, maxCos, \mathsf{fma}\left(-1, ux, 2\right) \cdot ux\right)}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
*-commutativeN/A
lower-fma.f32N/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
unpow2N/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
Applied rewrites99.0%
Taylor expanded in ux around 0
lower-*.f3297.7
Applied rewrites97.7%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 0.00015999999595806003)
(*
1.0
(sqrt (* (- (fma (- ux) (pow (- maxCos 1.0) 2.0) 2.0) (* maxCos 2.0)) ux)))
(* (cos (* (* uy 2.0) (PI))) (sqrt (* (fma -1.0 ux 2.0) ux)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.00015999999595806003:\\
\;\;\;\;1 \cdot \sqrt{\left(\mathsf{fma}\left(-ux, {\left(maxCos - 1\right)}^{2}, 2\right) - maxCos \cdot 2\right) \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(-1, ux, 2\right) \cdot ux}\\
\end{array}
\end{array}
if uy < 1.59999996e-4Initial program 58.4%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.4
Applied rewrites99.4%
Taylor expanded in uy around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
pow-prod-downN/A
lower-pow.f32N/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f3299.4
Applied rewrites99.4%
Taylor expanded in uy around 0
Applied rewrites99.1%
if 1.59999996e-4 < uy Initial program 60.6%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.4
Applied rewrites98.4%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f3292.1
Applied rewrites92.1%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (cos (* (* uy 2.0) (PI)))))
(if (<= maxCos 1.7999999499807018e-6)
(* t_0 (sqrt (* (fma -1.0 ux 2.0) ux)))
(* t_0 (sqrt (* (fma -2.0 maxCos 2.0) ux))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right)\\
\mathbf{if}\;maxCos \leq 1.7999999499807018 \cdot 10^{-6}:\\
\;\;\;\;t\_0 \cdot \sqrt{\mathsf{fma}\left(-1, ux, 2\right) \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \sqrt{\mathsf{fma}\left(-2, maxCos, 2\right) \cdot ux}\\
\end{array}
\end{array}
if maxCos < 1.79999995e-6Initial program 61.4%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f3298.8
Applied rewrites98.8%
if 1.79999995e-6 < maxCos Initial program 49.2%
Taylor expanded in ux around 0
metadata-evalN/A
fp-cancel-sign-sub-invN/A
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f3281.9
Applied rewrites81.9%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) (PI))) (sqrt (* (- (fma -1.0 ux 2.0) (+ maxCos maxCos)) ux))))
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(-1, ux, 2\right) - \left(maxCos + maxCos\right)\right) \cdot ux}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f3297.7
Applied rewrites97.7%
lift-*.f32N/A
*-commutativeN/A
count-2-revN/A
lower-+.f3297.7
Applied rewrites97.7%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) (PI))) (sqrt (* (fma -1.0 ux 2.0) ux))))
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(-1, ux, 2\right) \cdot ux}
\end{array}
Initial program 59.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3299.0
Applied rewrites99.0%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f3291.9
Applied rewrites91.9%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (- (fma maxCos ux 1.0) ux)))
(*
1.0
(sqrt
(- 1.0 (fma t_0 (* (- -1.0 (/ -1.0 ux)) ux) (* t_0 (* maxCos ux))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = fmaf(maxCos, ux, 1.0f) - ux;
return 1.0f * sqrtf((1.0f - fmaf(t_0, ((-1.0f - (-1.0f / ux)) * ux), (t_0 * (maxCos * ux)))));
}
function code(ux, uy, maxCos) t_0 = Float32(fma(maxCos, ux, Float32(1.0)) - ux) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - fma(t_0, Float32(Float32(Float32(-1.0) - Float32(Float32(-1.0) / ux)) * ux), Float32(t_0 * Float32(maxCos * ux)))))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(maxCos, ux, 1\right) - ux\\
1 \cdot \sqrt{1 - \mathsf{fma}\left(t\_0, \left(-1 - \frac{-1}{ux}\right) \cdot ux, t\_0 \cdot \left(maxCos \cdot ux\right)\right)}
\end{array}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
Taylor expanded in ux around -inf
associate-*r*N/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f32N/A
lower--.f32N/A
lift-/.f3250.6
Applied rewrites50.6%
lift-+.f32N/A
lift--.f32N/A
+-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
associate-+r-N/A
lift-fma.f32N/A
lift--.f3250.6
Applied rewrites50.6%
lift-*.f32N/A
lift--.f32N/A
lift-fma.f32N/A
lift-+.f32N/A
distribute-lft-inN/A
lower-fma.f32N/A
Applied rewrites50.6%
Final simplification50.6%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sqrt
(-
1.0
(*
(fma maxCos ux (* (- -1.0 (/ -1.0 ux)) ux))
(fma maxCos ux (- 1.0 ux)))))
1.0))
float code(float ux, float uy, float maxCos) {
return sqrtf((1.0f - (fmaf(maxCos, ux, ((-1.0f - (-1.0f / ux)) * ux)) * fmaf(maxCos, ux, (1.0f - ux))))) * 1.0f;
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(Float32(1.0) - Float32(fma(maxCos, ux, Float32(Float32(Float32(-1.0) - Float32(Float32(-1.0) / ux)) * ux)) * fma(maxCos, ux, Float32(Float32(1.0) - ux))))) * Float32(1.0)) end
\begin{array}{l}
\\
\sqrt{1 - \mathsf{fma}\left(maxCos, ux, \left(-1 - \frac{-1}{ux}\right) \cdot ux\right) \cdot \mathsf{fma}\left(maxCos, ux, 1 - ux\right)} \cdot 1
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
Taylor expanded in ux around -inf
associate-*r*N/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f32N/A
lower--.f32N/A
lift-/.f3250.6
Applied rewrites50.6%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3250.6
Applied rewrites50.6%
Final simplification50.6%
(FPCore (ux uy maxCos)
:precision binary32
(*
1.0
(sqrt
(-
1.0
(* (+ (- 1.0 ux) (* ux maxCos)) (* (- (+ (/ 1.0 ux) maxCos) 1.0) ux))))))
float code(float ux, float uy, float maxCos) {
return 1.0f * sqrtf((1.0f - (((1.0f - ux) + (ux * maxCos)) * ((((1.0f / ux) + maxCos) - 1.0f) * ux))));
}
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(4) function code(ux, uy, maxcos)
use fmin_fmax_functions
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = 1.0e0 * sqrt((1.0e0 - (((1.0e0 - ux) + (ux * maxcos)) * ((((1.0e0 / ux) + maxcos) - 1.0e0) * ux))))
end function
function code(ux, uy, maxCos) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - Float32(Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) * Float32(Float32(Float32(Float32(Float32(1.0) / ux) + maxCos) - Float32(1.0)) * ux))))) end
function tmp = code(ux, uy, maxCos) tmp = single(1.0) * sqrt((single(1.0) - (((single(1.0) - ux) + (ux * maxCos)) * ((((single(1.0) / ux) + maxCos) - single(1.0)) * ux)))); end
\begin{array}{l}
\\
1 \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \left(\left(\left(\frac{1}{ux} + maxCos\right) - 1\right) \cdot ux\right)}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
Taylor expanded in ux around inf
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
lower-+.f32N/A
lift-/.f3250.6
Applied rewrites50.6%
(FPCore (ux uy maxCos)
:precision binary32
(*
1.0
(sqrt
(-
1.0
(*
(+ (- 1.0 ux) (* ux maxCos))
(* (+ ux (/ (- 1.0 ux) maxCos)) maxCos))))))
float code(float ux, float uy, float maxCos) {
return 1.0f * sqrtf((1.0f - (((1.0f - ux) + (ux * maxCos)) * ((ux + ((1.0f - ux) / maxCos)) * maxCos))));
}
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(4) function code(ux, uy, maxcos)
use fmin_fmax_functions
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = 1.0e0 * sqrt((1.0e0 - (((1.0e0 - ux) + (ux * maxcos)) * ((ux + ((1.0e0 - ux) / maxcos)) * maxcos))))
end function
function code(ux, uy, maxCos) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - Float32(Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) * Float32(Float32(ux + Float32(Float32(Float32(1.0) - ux) / maxCos)) * maxCos))))) end
function tmp = code(ux, uy, maxCos) tmp = single(1.0) * sqrt((single(1.0) - (((single(1.0) - ux) + (ux * maxCos)) * ((ux + ((single(1.0) - ux) / maxCos)) * maxCos)))); end
\begin{array}{l}
\\
1 \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \left(\left(ux + \frac{1 - ux}{maxCos}\right) \cdot maxCos\right)}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
Taylor expanded in maxCos around inf
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
associate--l+N/A
div-subN/A
lower-+.f32N/A
lower-/.f32N/A
lift--.f3250.3
Applied rewrites50.3%
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (fma maxCos ux (- 1.0 ux)))) (* 1.0 (sqrt (- 1.0 (fma t_0 (- 1.0 ux) (* t_0 (* maxCos ux))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = fmaf(maxCos, ux, (1.0f - ux));
return 1.0f * sqrtf((1.0f - fmaf(t_0, (1.0f - ux), (t_0 * (maxCos * ux)))));
}
function code(ux, uy, maxCos) t_0 = fma(maxCos, ux, Float32(Float32(1.0) - ux)) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - fma(t_0, Float32(Float32(1.0) - ux), Float32(t_0 * Float32(maxCos * ux)))))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(maxCos, ux, 1 - ux\right)\\
1 \cdot \sqrt{1 - \mathsf{fma}\left(t\_0, 1 - ux, t\_0 \cdot \left(maxCos \cdot ux\right)\right)}
\end{array}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
lift-*.f32N/A
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-+.f32N/A
lift--.f32N/A
distribute-lft-inN/A
lower-fma.f32N/A
*-commutativeN/A
+-commutativeN/A
lift-fma.f32N/A
lift--.f32N/A
lift--.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
+-commutativeN/A
lift-fma.f32N/A
lift--.f32N/A
lower-*.f3250.2
Applied rewrites50.2%
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (fma maxCos ux (- 1.0 ux)))) (* 1.0 (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = fmaf(maxCos, ux, (1.0f - ux));
return 1.0f * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = fma(maxCos, ux, Float32(Float32(1.0) - ux)) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(maxCos, ux, 1 - ux\right)\\
1 \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
lift-+.f32N/A
lift--.f32N/A
+-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-fma.f32N/A
lift--.f3250.1
lift-+.f32N/A
lift--.f32N/A
+-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-fma.f32N/A
lift--.f3250.1
Applied rewrites50.1%
(FPCore (ux uy maxCos) :precision binary32 (* 1.0 (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (- 1.0 ux))))))
float code(float ux, float uy, float maxCos) {
return 1.0f * sqrtf((1.0f - (((1.0f - ux) + (ux * maxCos)) * (1.0f - ux))));
}
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(4) function code(ux, uy, maxcos)
use fmin_fmax_functions
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = 1.0e0 * sqrt((1.0e0 - (((1.0e0 - ux) + (ux * maxcos)) * (1.0e0 - ux))))
end function
function code(ux, uy, maxCos) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - Float32(Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) * Float32(Float32(1.0) - ux))))) end
function tmp = code(ux, uy, maxCos) tmp = single(1.0) * sqrt((single(1.0) - (((single(1.0) - ux) + (ux * maxCos)) * (single(1.0) - ux)))); end
\begin{array}{l}
\\
1 \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \left(1 - ux\right)}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
Taylor expanded in maxCos around 0
*-commutativeN/A
+-commutativeN/A
lift--.f3249.0
Applied rewrites49.0%
(FPCore (ux uy maxCos) :precision binary32 (* 1.0 (sqrt (- 1.0 (fma (- (+ maxCos maxCos) 2.0) ux 1.0)))))
float code(float ux, float uy, float maxCos) {
return 1.0f * sqrtf((1.0f - fmaf(((maxCos + maxCos) - 2.0f), ux, 1.0f)));
}
function code(ux, uy, maxCos) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - fma(Float32(Float32(maxCos + maxCos) - Float32(2.0)), ux, Float32(1.0))))) end
\begin{array}{l}
\\
1 \cdot \sqrt{1 - \mathsf{fma}\left(\left(maxCos + maxCos\right) - 2, ux, 1\right)}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3240.6
Applied rewrites40.6%
lift-*.f32N/A
*-commutativeN/A
count-2-revN/A
lower-+.f3240.6
Applied rewrites40.6%
(FPCore (ux uy maxCos) :precision binary32 (* 1.0 (sqrt (- 1.0 (fma -2.0 ux 1.0)))))
float code(float ux, float uy, float maxCos) {
return 1.0f * sqrtf((1.0f - fmaf(-2.0f, ux, 1.0f)));
}
function code(ux, uy, maxCos) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - fma(Float32(-2.0), ux, Float32(1.0))))) end
\begin{array}{l}
\\
1 \cdot \sqrt{1 - \mathsf{fma}\left(-2, ux, 1\right)}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3240.6
Applied rewrites40.6%
Taylor expanded in maxCos around 0
Applied rewrites39.9%
(FPCore (ux uy maxCos) :precision binary32 (* 1.0 (sqrt (- 1.0 1.0))))
float code(float ux, float uy, float maxCos) {
return 1.0f * sqrtf((1.0f - 1.0f));
}
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(4) function code(ux, uy, maxcos)
use fmin_fmax_functions
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = 1.0e0 * sqrt((1.0e0 - 1.0e0))
end function
function code(ux, uy, maxCos) return Float32(Float32(1.0) * sqrt(Float32(Float32(1.0) - Float32(1.0)))) end
function tmp = code(ux, uy, maxCos) tmp = single(1.0) * sqrt((single(1.0) - single(1.0))); end
\begin{array}{l}
\\
1 \cdot \sqrt{1 - 1}
\end{array}
Initial program 59.3%
Taylor expanded in uy around 0
Applied rewrites50.1%
Taylor expanded in ux around 0
pow26.6
*-commutative6.6
+-commutative6.6
pow26.6
Applied rewrites6.6%
herbie shell --seed 2025037
(FPCore (ux uy maxCos)
:name "UniformSampleCone, x"
:precision binary32
:pre (and (and (and (<= 2.328306437e-10 ux) (<= ux 1.0)) (and (<= 2.328306437e-10 uy) (<= uy 1.0))) (and (<= 0.0 maxCos) (<= maxCos 1.0)))
(* (cos (* (* uy 2.0) (PI))) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))