Beckmann Sample, normalization factor

Average Error: 0.7 → 0.5

Time: 16.9s

Precision: binary32

Cost: 16640

\[\left(0 < cosTheta \land cosTheta < 0.9999\right) \land \left(-1 < c \land c < 1\right)\]

Math

\[\frac{1}{\left(1 + c\right) + \left(\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}\right) \cdot e^{\left(-cosTheta\right) \cdot cosTheta}} \]

↓

\[\frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + cosTheta \cdot -2}}{\sqrt{cosTheta \cdot \pi} \cdot \sqrt{cosTheta}}}{e^{cosTheta \cdot cosTheta}}\right)} \]

FPCore

(FPCore (cosTheta c)
 :precision binary32
 (/
  1.0
  (+
   (+ 1.0 c)
   (*
    (* (/ 1.0 (sqrt PI)) (/ (sqrt (- (- 1.0 cosTheta) cosTheta)) cosTheta))
    (exp (* (- cosTheta) cosTheta))))))

↓

(FPCore (cosTheta c)
 :precision binary32
 (/
  1.0
  (+
   c
   (+
    1.0
    (/
     (/
      (sqrt (+ 1.0 (* cosTheta -2.0)))
      (* (sqrt (* cosTheta PI)) (sqrt cosTheta)))
     (exp (* cosTheta cosTheta)))))))

C

float code(float cosTheta, float c) {
	return 1.0f / ((1.0f + c) + (((1.0f / sqrtf(((float) M_PI))) * (sqrtf(((1.0f - cosTheta) - cosTheta)) / cosTheta)) * expf((-cosTheta * cosTheta))));
}

↓

float code(float cosTheta, float c) {
	return 1.0f / (c + (1.0f + ((sqrtf((1.0f + (cosTheta * -2.0f))) / (sqrtf((cosTheta * ((float) M_PI))) * sqrtf(cosTheta))) / expf((cosTheta * cosTheta)))));
}

Julia

function code(cosTheta, c)
	return Float32(Float32(1.0) / Float32(Float32(Float32(1.0) + c) + Float32(Float32(Float32(Float32(1.0) / sqrt(Float32(pi))) * Float32(sqrt(Float32(Float32(Float32(1.0) - cosTheta) - cosTheta)) / cosTheta)) * exp(Float32(Float32(-cosTheta) * cosTheta)))))
end

↓

function code(cosTheta, c)
	return Float32(Float32(1.0) / Float32(c + Float32(Float32(1.0) + Float32(Float32(sqrt(Float32(Float32(1.0) + Float32(cosTheta * Float32(-2.0)))) / Float32(sqrt(Float32(cosTheta * Float32(pi))) * sqrt(cosTheta))) / exp(Float32(cosTheta * cosTheta))))))
end

MATLAB

function tmp = code(cosTheta, c)
	tmp = single(1.0) / ((single(1.0) + c) + (((single(1.0) / sqrt(single(pi))) * (sqrt(((single(1.0) - cosTheta) - cosTheta)) / cosTheta)) * exp((-cosTheta * cosTheta))));
end

↓

function tmp = code(cosTheta, c)
	tmp = single(1.0) / (c + (single(1.0) + ((sqrt((single(1.0) + (cosTheta * single(-2.0)))) / (sqrt((cosTheta * single(pi))) * sqrt(cosTheta))) / exp((cosTheta * cosTheta)))));
end

Derivation

1. Initial program 0.7

   \[\frac{1}{\left(1 + c\right) + \left(\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}\right) \cdot e^{\left(-cosTheta\right) \cdot cosTheta}} \]

2. Simplified 0.5

   \[\leadsto \color{blue}{\frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + cosTheta \cdot -2}}{\sqrt{\pi} \cdot cosTheta}}{e^{cosTheta \cdot cosTheta}}\right)}} \]
   Proof

   [Start] 0.7	\[ \frac{1}{\left(1 + c\right) + \left(\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}\right) \cdot e^{\left(-cosTheta\right) \cdot cosTheta}} \]
   +-commutative [=>] 0.7	\[ \frac{1}{\color{blue}{\left(c + 1\right)} + \left(\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}\right) \cdot e^{\left(-cosTheta\right) \cdot cosTheta}} \]
   associate-+l+ [=>] 0.7	\[ \frac{1}{\color{blue}{c + \left(1 + \left(\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}\right) \cdot e^{\left(-cosTheta\right) \cdot cosTheta}\right)}} \]
   distribute-lft-neg-out [=>] 0.7	\[ \frac{1}{c + \left(1 + \left(\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}\right) \cdot e^{\color{blue}{-cosTheta \cdot cosTheta}}\right)} \]
   exp-neg [=>] 0.7	\[ \frac{1}{c + \left(1 + \left(\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}\right) \cdot \color{blue}{\frac{1}{e^{cosTheta \cdot cosTheta}}}\right)} \]
   associate-*r/ [=>] 0.7	\[ \frac{1}{c + \left(1 + \color{blue}{\frac{\left(\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}\right) \cdot 1}{e^{cosTheta \cdot cosTheta}}}\right)} \]
   associate-/l* [=>] 0.7	\[ \frac{1}{c + \left(1 + \color{blue}{\frac{\frac{1}{\sqrt{\pi}} \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}}\right)} \]
   associate-*l/ [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\color{blue}{\frac{1 \cdot \frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}}{\sqrt{\pi}}}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   *-lft-identity [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\color{blue}{\frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{cosTheta}}}{\sqrt{\pi}}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   associate-/l/ [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\color{blue}{\frac{\sqrt{\left(1 - cosTheta\right) - cosTheta}}{\sqrt{\pi} \cdot cosTheta}}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   sub-neg [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\sqrt{\color{blue}{\left(1 - cosTheta\right) + \left(-cosTheta\right)}}}{\sqrt{\pi} \cdot cosTheta}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   sub-neg [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\sqrt{\color{blue}{\left(1 + \left(-cosTheta\right)\right)} + \left(-cosTheta\right)}}{\sqrt{\pi} \cdot cosTheta}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   associate-+l+ [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\sqrt{\color{blue}{1 + \left(\left(-cosTheta\right) + \left(-cosTheta\right)\right)}}}{\sqrt{\pi} \cdot cosTheta}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   neg-mul-1 [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + \left(\color{blue}{-1 \cdot cosTheta} + \left(-cosTheta\right)\right)}}{\sqrt{\pi} \cdot cosTheta}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   neg-mul-1 [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + \left(-1 \cdot cosTheta + \color{blue}{-1 \cdot cosTheta}\right)}}{\sqrt{\pi} \cdot cosTheta}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   distribute-rgt-out [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + \color{blue}{cosTheta \cdot \left(-1 + -1\right)}}}{\sqrt{\pi} \cdot cosTheta}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   metadata-eval [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + cosTheta \cdot \color{blue}{-2}}}{\sqrt{\pi} \cdot cosTheta}}{\frac{e^{cosTheta \cdot cosTheta}}{1}}\right)} \]
   /-rgt-identity [=>] 0.5	\[ \frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + cosTheta \cdot -2}}{\sqrt{\pi} \cdot cosTheta}}{\color{blue}{e^{cosTheta \cdot cosTheta}}}\right)} \]

3. Applied egg-rr 12.5

   \[\leadsto \frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + cosTheta \cdot -2}}{\color{blue}{\sqrt{\pi \cdot \left(cosTheta \cdot cosTheta\right)}}}}{e^{cosTheta \cdot cosTheta}}\right)} \]

4. Applied egg-rr 0.5

   \[\leadsto \frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + cosTheta \cdot -2}}{\color{blue}{\sqrt{\pi \cdot cosTheta} \cdot \sqrt{cosTheta}}}}{e^{cosTheta \cdot cosTheta}}\right)} \]

5. Final simplification 0.5

   \[\leadsto \frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + cosTheta \cdot -2}}{\sqrt{cosTheta \cdot \pi} \cdot \sqrt{cosTheta}}}{e^{cosTheta \cdot cosTheta}}\right)} \]

Alternatives

Alternative 1
Error	0.5
Cost	16576

\[\frac{1}{c + \left(1 + \frac{\frac{\sqrt{\frac{\mathsf{fma}\left(cosTheta, -2, 1\right)}{cosTheta \cdot \pi}}}{\sqrt{cosTheta}}}{e^{cosTheta \cdot cosTheta}}\right)} \]

Alternative 2
Error	0.5
Cost	13376

\[\frac{1}{c + \left(1 + \frac{\frac{\sqrt{1 + cosTheta \cdot -2}}{cosTheta \cdot \sqrt{\pi}}}{e^{cosTheta \cdot cosTheta}}\right)} \]

Alternative 3
Error	0.7
Cost	13344

\[\frac{1}{1 + \mathsf{fma}\left(\sqrt{\frac{1 + cosTheta \cdot -2}{\pi}}, \frac{e^{cosTheta \cdot \left(-cosTheta\right)}}{cosTheta}, c\right)} \]

Alternative 4
Error	0.7
Cost	13344

\[\frac{1}{c + \mathsf{fma}\left(\frac{e^{cosTheta \cdot \left(-cosTheta\right)}}{cosTheta}, \sqrt{\frac{1 + cosTheta \cdot -2}{\pi}}, 1\right)} \]

Alternative 5
Error	0.6
Cost	13312

\[\frac{1}{c + \left(1 + \frac{\frac{\sqrt{\frac{\mathsf{fma}\left(cosTheta, -2, 1\right)}{\pi}}}{cosTheta}}{e^{cosTheta \cdot cosTheta}}\right)} \]

Alternative 6
Error	0.8
Cost	13280

\[\frac{1}{\mathsf{fma}\left(\frac{e^{cosTheta \cdot \left(-cosTheta\right)}}{cosTheta}, \sqrt{\frac{1 + cosTheta \cdot -2}{\pi}}, 1\right)} \]

Alternative 7
Error	1.0
Cost	10048

\[\frac{1}{\left(1 + c\right) + \frac{\mathsf{fma}\left(cosTheta, -1.5, \frac{1}{cosTheta}\right) + -1}{\sqrt{\pi}}} \]

Alternative 8
Error	1.2
Cost	6944

\[\frac{1}{\left(1 + c\right) + {\pi}^{-0.5} \cdot \left(\left(\frac{1}{cosTheta} + -1\right) + cosTheta \cdot -1.5\right)} \]

Alternative 9
Error	1.2
Cost	6912

\[\frac{1}{1 + \left(-1 + \left(\frac{1}{cosTheta} + cosTheta \cdot -1.5\right)\right) \cdot \sqrt{\frac{1}{\pi}}} \]

Alternative 10
Error	1.6
Cost	6848

\[\frac{1}{\left(1 + c\right) + \left(\frac{1}{cosTheta} + -1\right) \cdot \sqrt{\frac{1}{\pi}}} \]

Alternative 11
Error	2.2
Cost	6464

\[cosTheta \cdot \sqrt{\pi} \]

Alternative 12
Error	28.6
Cost	96

\[1 - c \]

Alternative 13
Error	28.6
Cost	32

\[1 \]

Reproduce

herbie shell --seed 2022354 
(FPCore (cosTheta c)
  :name "Beckmann Sample, normalization factor"
  :precision binary32
  :pre (and (and (< 0.0 cosTheta) (< cosTheta 0.9999)) (and (< -1.0 c) (< c 1.0)))
  (/ 1.0 (+ (+ 1.0 c) (* (* (/ 1.0 (sqrt PI)) (/ (sqrt (- (- 1.0 cosTheta) cosTheta)) cosTheta)) (exp (* (- cosTheta) cosTheta))))))