
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (- (log (- 1.0 u1)))) (cos (* (* 2.0 (PI)) u2))))
\begin{array}{l}
\\
\sqrt{-\log \left(1 - u1\right)} \cdot \cos \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot u2\right)
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 14 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (- (log (- 1.0 u1)))) (cos (* (* 2.0 (PI)) u2))))
\begin{array}{l}
\\
\sqrt{-\log \left(1 - u1\right)} \cdot \cos \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot u2\right)
\end{array}
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (- (log1p (- u1)))) (cos (* u2 (* (PI) 2.0)))))
\begin{array}{l}
\\
\sqrt{-\mathsf{log1p}\left(-u1\right)} \cdot \cos \left(u2 \cdot \left(\mathsf{PI}\left(\right) \cdot 2\right)\right)
\end{array}
Initial program 57.4%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f3294.5
Applied rewrites94.5%
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
distribute-lft-inN/A
lower-fma.f32N/A
lower-*.f32N/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
Applied rewrites94.7%
Taylor expanded in u2 around inf
Applied rewrites99.1%
Applied rewrites99.1%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= u1 0.03999999910593033)
(*
(sqrt (fma (* (fma (fma 0.25 u1 0.3333333333333333) u1 0.5) u1) u1 u1))
(cos (* (* 2.0 (PI)) u2)))
(* (sqrt (- (log (- 1.0 u1)))) (cos (* (+ (PI) (PI)) u2)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;u1 \leq 0.03999999910593033:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.25, u1, 0.3333333333333333\right), u1, 0.5\right) \cdot u1, u1, u1\right)} \cdot \cos \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot u2\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{-\log \left(1 - u1\right)} \cdot \cos \left(\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right) \cdot u2\right)\\
\end{array}
\end{array}
if u1 < 0.0399999991Initial program 50.9%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f3298.9
Applied rewrites98.9%
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
distribute-lft-inN/A
lower-fma.f32N/A
lower-*.f32N/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
Applied rewrites99.1%
lift-fma.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
*-rgt-identityN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-*.f3299.1
Applied rewrites99.1%
if 0.0399999991 < u1 Initial program 96.8%
lift-PI.f32N/A
lift-*.f32N/A
count-2-revN/A
lower-+.f32N/A
lift-PI.f32N/A
lift-PI.f3296.8
Applied rewrites96.8%
Final simplification98.8%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= u2 5.199999941396527e-5)
(sqrt (- (log1p (- u1))))
(*
(sqrt (fma (* (fma (fma 0.25 u1 0.3333333333333333) u1 0.5) u1) u1 u1))
(cos (* (* 2.0 (PI)) u2)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;u2 \leq 5.199999941396527 \cdot 10^{-5}:\\
\;\;\;\;\sqrt{-\mathsf{log1p}\left(-u1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.25, u1, 0.3333333333333333\right), u1, 0.5\right) \cdot u1, u1, u1\right)} \cdot \cos \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot u2\right)\\
\end{array}
\end{array}
if u2 < 5.19999994e-5Initial program 59.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3259.4
Applied rewrites59.4%
lift--.f32N/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
unpow2N/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-+.f3256.0
Applied rewrites56.0%
lift-+.f32N/A
lift-/.f32N/A
lift--.f32N/A
lift-*.f32N/A
pow2N/A
metadata-evalN/A
pow2N/A
flip--N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
*-commutativeN/A
*-rgt-identityN/A
lower-fma.f3256.5
Applied rewrites56.5%
Applied rewrites99.8%
if 5.19999994e-5 < u2 Initial program 55.3%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f3296.0
Applied rewrites96.0%
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
distribute-lft-inN/A
lower-fma.f32N/A
lower-*.f32N/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
Applied rewrites96.0%
lift-fma.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
*-rgt-identityN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-*.f3296.0
Applied rewrites96.0%
Final simplification98.0%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= u2 5.199999941396527e-5)
(sqrt (- (log1p (- u1))))
(*
(sqrt (* (fma (fma (fma 0.25 u1 0.3333333333333333) u1 0.5) u1 1.0) u1))
(cos (* (+ (PI) (PI)) u2)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;u2 \leq 5.199999941396527 \cdot 10^{-5}:\\
\;\;\;\;\sqrt{-\mathsf{log1p}\left(-u1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.25, u1, 0.3333333333333333\right), u1, 0.5\right), u1, 1\right) \cdot u1} \cdot \cos \left(\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right) \cdot u2\right)\\
\end{array}
\end{array}
if u2 < 5.19999994e-5Initial program 59.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3259.4
Applied rewrites59.4%
lift--.f32N/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
unpow2N/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-+.f3256.0
Applied rewrites56.0%
lift-+.f32N/A
lift-/.f32N/A
lift--.f32N/A
lift-*.f32N/A
pow2N/A
metadata-evalN/A
pow2N/A
flip--N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
*-commutativeN/A
*-rgt-identityN/A
lower-fma.f3256.5
Applied rewrites56.5%
Applied rewrites99.8%
if 5.19999994e-5 < u2 Initial program 55.3%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f3296.0
Applied rewrites96.0%
lift-PI.f32N/A
lift-*.f32N/A
count-2-revN/A
lift-+.f32N/A
lift-PI.f32N/A
lift-PI.f3296.0
Applied rewrites96.0%
Final simplification97.9%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= u2 5.199999941396527e-5)
(sqrt (- (log1p (- u1))))
(*
(sqrt (* (fma (fma 0.3333333333333333 u1 0.5) u1 1.0) u1))
(cos (* (* 2.0 (PI)) u2)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;u2 \leq 5.199999941396527 \cdot 10^{-5}:\\
\;\;\;\;\sqrt{-\mathsf{log1p}\left(-u1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(0.3333333333333333, u1, 0.5\right), u1, 1\right) \cdot u1} \cdot \cos \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot u2\right)\\
\end{array}
\end{array}
if u2 < 5.19999994e-5Initial program 59.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3259.4
Applied rewrites59.4%
lift--.f32N/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
unpow2N/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-+.f3256.0
Applied rewrites56.0%
lift-+.f32N/A
lift-/.f32N/A
lift--.f32N/A
lift-*.f32N/A
pow2N/A
metadata-evalN/A
pow2N/A
flip--N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
*-commutativeN/A
*-rgt-identityN/A
lower-fma.f3256.5
Applied rewrites56.5%
Applied rewrites99.8%
if 5.19999994e-5 < u2 Initial program 55.3%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f3294.3
Applied rewrites94.3%
Final simplification97.1%
(FPCore (cosTheta_i u1 u2) :precision binary32 (if (<= u2 5.999999848427251e-5) (sqrt (- (log1p (- u1)))) (* (sqrt (fma (* 0.5 u1) u1 u1)) (cos (* (* 2.0 (PI)) u2)))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;u2 \leq 5.999999848427251 \cdot 10^{-5}:\\
\;\;\;\;\sqrt{-\mathsf{log1p}\left(-u1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(0.5 \cdot u1, u1, u1\right)} \cdot \cos \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot u2\right)\\
\end{array}
\end{array}
if u2 < 5.99999985e-5Initial program 59.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3259.4
Applied rewrites59.4%
lift--.f32N/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
unpow2N/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-+.f3255.9
Applied rewrites55.9%
lift-+.f32N/A
lift-/.f32N/A
lift--.f32N/A
lift-*.f32N/A
pow2N/A
metadata-evalN/A
pow2N/A
flip--N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
*-commutativeN/A
*-rgt-identityN/A
lower-fma.f3256.5
Applied rewrites56.5%
Applied rewrites99.8%
if 5.99999985e-5 < u2 Initial program 55.2%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f3295.9
Applied rewrites95.9%
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
distribute-lft-inN/A
lower-fma.f32N/A
lower-*.f32N/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
Applied rewrites95.9%
Taylor expanded in u1 around 0
Applied rewrites90.6%
Applied rewrites90.6%
(FPCore (cosTheta_i u1 u2) :precision binary32 (if (<= u2 5.999999848427251e-5) (sqrt (- (log1p (- u1)))) (* (sqrt (* (fma 0.5 u1 1.0) u1)) (cos (* (+ (PI) (PI)) u2)))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;u2 \leq 5.999999848427251 \cdot 10^{-5}:\\
\;\;\;\;\sqrt{-\mathsf{log1p}\left(-u1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(0.5, u1, 1\right) \cdot u1} \cdot \cos \left(\left(\mathsf{PI}\left(\right) + \mathsf{PI}\left(\right)\right) \cdot u2\right)\\
\end{array}
\end{array}
if u2 < 5.99999985e-5Initial program 59.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3259.4
Applied rewrites59.4%
lift--.f32N/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
unpow2N/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-+.f3255.9
Applied rewrites55.9%
lift-+.f32N/A
lift-/.f32N/A
lift--.f32N/A
lift-*.f32N/A
pow2N/A
metadata-evalN/A
pow2N/A
flip--N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
*-commutativeN/A
*-rgt-identityN/A
lower-fma.f3256.5
Applied rewrites56.5%
Applied rewrites99.8%
if 5.99999985e-5 < u2 Initial program 55.2%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f3290.5
Applied rewrites90.5%
lift-PI.f32N/A
lift-*.f32N/A
count-2-revN/A
lift-+.f32N/A
lift-PI.f32N/A
lift-PI.f3290.5
Applied rewrites90.5%
Final simplification95.3%
(FPCore (cosTheta_i u1 u2) :precision binary32 (if (<= u2 0.0012799999676644802) (sqrt (- (log1p (- u1)))) (* (sqrt u1) (cos (* (* 2.0 (PI)) u2)))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;u2 \leq 0.0012799999676644802:\\
\;\;\;\;\sqrt{-\mathsf{log1p}\left(-u1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{u1} \cdot \cos \left(\left(2 \cdot \mathsf{PI}\left(\right)\right) \cdot u2\right)\\
\end{array}
\end{array}
if u2 < 0.00127999997Initial program 58.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3257.9
Applied rewrites57.9%
lift--.f32N/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
unpow2N/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-+.f3254.6
Applied rewrites54.6%
lift-+.f32N/A
lift-/.f32N/A
lift--.f32N/A
lift-*.f32N/A
pow2N/A
metadata-evalN/A
pow2N/A
flip--N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
*-commutativeN/A
*-rgt-identityN/A
lower-fma.f3255.2
Applied rewrites55.2%
Applied rewrites97.0%
if 0.00127999997 < u2 Initial program 55.5%
Taylor expanded in u1 around 0
Applied rewrites76.8%
Final simplification90.1%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt (- (log1p (- u1)))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(-log1pf(-u1));
}
function code(cosTheta_i, u1, u2) return sqrt(Float32(-log1p(Float32(-u1)))) end
\begin{array}{l}
\\
\sqrt{-\mathsf{log1p}\left(-u1\right)}
\end{array}
Initial program 57.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3248.7
Applied rewrites48.7%
lift--.f32N/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
unpow2N/A
lower--.f32N/A
unpow2N/A
lower-*.f32N/A
lower-+.f3246.2
Applied rewrites46.2%
lift-+.f32N/A
lift-/.f32N/A
lift--.f32N/A
lift-*.f32N/A
pow2N/A
metadata-evalN/A
pow2N/A
flip--N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
*-commutativeN/A
*-rgt-identityN/A
lower-fma.f3246.6
Applied rewrites46.6%
Applied rewrites78.4%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (fma u1 1.0 (* u1 (* (fma (fma 0.25 u1 0.3333333333333333) u1 0.5) u1)))) 1.0))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(fmaf(u1, 1.0f, (u1 * (fmaf(fmaf(0.25f, u1, 0.3333333333333333f), u1, 0.5f) * u1)))) * 1.0f;
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(fma(u1, Float32(1.0), Float32(u1 * Float32(fma(fma(Float32(0.25), u1, Float32(0.3333333333333333)), u1, Float32(0.5)) * u1)))) * Float32(1.0)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(u1, 1, u1 \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(0.25, u1, 0.3333333333333333\right), u1, 0.5\right) \cdot u1\right)\right)} \cdot 1
\end{array}
Initial program 57.4%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f3294.5
Applied rewrites94.5%
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
distribute-lft-inN/A
lower-fma.f32N/A
lower-*.f32N/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
Applied rewrites94.7%
Taylor expanded in u2 around 0
Applied rewrites75.1%
Final simplification75.1%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt (* (fma (fma (fma 0.25 u1 0.3333333333333333) u1 0.5) u1 1.0) u1)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((fmaf(fmaf(fmaf(0.25f, u1, 0.3333333333333333f), u1, 0.5f), u1, 1.0f) * u1));
}
function code(cosTheta_i, u1, u2) return sqrt(Float32(fma(fma(fma(Float32(0.25), u1, Float32(0.3333333333333333)), u1, Float32(0.5)), u1, Float32(1.0)) * u1)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.25, u1, 0.3333333333333333\right), u1, 0.5\right), u1, 1\right) \cdot u1}
\end{array}
Initial program 57.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3248.7
Applied rewrites48.7%
Taylor expanded in u1 around 0
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
+-commutativeN/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
lift-*.f3275.0
Applied rewrites75.0%
Final simplification75.0%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt (* (fma (fma 0.3333333333333333 u1 0.5) u1 1.0) u1)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((fmaf(fmaf(0.3333333333333333f, u1, 0.5f), u1, 1.0f) * u1));
}
function code(cosTheta_i, u1, u2) return sqrt(Float32(fma(fma(Float32(0.3333333333333333), u1, Float32(0.5)), u1, Float32(1.0)) * u1)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(0.3333333333333333, u1, 0.5\right), u1, 1\right) \cdot u1}
\end{array}
Initial program 57.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3248.7
Applied rewrites48.7%
Taylor expanded in u1 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
lower-fma.f3274.1
Applied rewrites74.1%
Final simplification74.1%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt (* (fma 0.5 u1 1.0) u1)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((fmaf(0.5f, u1, 1.0f) * u1));
}
function code(cosTheta_i, u1, u2) return sqrt(Float32(fma(Float32(0.5), u1, Float32(1.0)) * u1)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(0.5, u1, 1\right) \cdot u1}
\end{array}
Initial program 57.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3248.7
Applied rewrites48.7%
Taylor expanded in u1 around 0
+-commutativeN/A
*-commutativeN/A
lift-fma.f32N/A
lift-*.f3272.3
Applied rewrites72.3%
Final simplification72.3%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt u1))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(u1);
}
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(costheta_i, u1, u2)
use fmin_fmax_functions
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt(u1)
end function
function code(cosTheta_i, u1, u2) return sqrt(u1) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt(u1); end
\begin{array}{l}
\\
\sqrt{u1}
\end{array}
Initial program 57.4%
Taylor expanded in u2 around 0
sqrt-unprodN/A
lower-sqrt.f32N/A
lower-*.f32N/A
lift-log.f32N/A
lift--.f3248.7
Applied rewrites48.7%
Taylor expanded in u1 around 0
Applied rewrites64.6%
Final simplification64.6%
herbie shell --seed 2025054
(FPCore (cosTheta_i u1 u2)
:name "Beckmann Sample, near normal, slope_x"
:precision binary32
:pre (and (and (and (> cosTheta_i 0.9999) (<= cosTheta_i 1.0)) (and (<= 2.328306437e-10 u1) (<= u1 1.0))) (and (<= 2.328306437e-10 u2) (<= u2 1.0)))
(* (sqrt (- (log (- 1.0 u1)))) (cos (* (* 2.0 (PI)) u2))))