Data.Array.Repa.Algorithms.Pixel:doubleRmsOfRGB8 from repa-algorithms-3.4.0.1

Average Error: 59.57% → 0.59%

Time: 6.5s

Precision: binary64

Cost: 19520

Math

\[\sqrt{\frac{\left(x \cdot x + y \cdot y\right) + z \cdot z}{3}} \]

↓

\[\frac{\mathsf{hypot}\left(z, \mathsf{hypot}\left(y, x\right)\right)}{\sqrt{3}} \]

FPCore

(FPCore (x y z)
 :precision binary64
 (sqrt (/ (+ (+ (* x x) (* y y)) (* z z)) 3.0)))

↓

(FPCore (x y z) :precision binary64 (/ (hypot z (hypot y x)) (sqrt 3.0)))

C

double code(double x, double y, double z) {
	return sqrt(((((x * x) + (y * y)) + (z * z)) / 3.0));
}

↓

double code(double x, double y, double z) {
	return hypot(z, hypot(y, x)) / sqrt(3.0);
}

Java

public static double code(double x, double y, double z) {
	return Math.sqrt(((((x * x) + (y * y)) + (z * z)) / 3.0));
}

↓

public static double code(double x, double y, double z) {
	return Math.hypot(z, Math.hypot(y, x)) / Math.sqrt(3.0);
}

Python

def code(x, y, z):
	return math.sqrt(((((x * x) + (y * y)) + (z * z)) / 3.0))

↓

def code(x, y, z):
	return math.hypot(z, math.hypot(y, x)) / math.sqrt(3.0)

Julia

function code(x, y, z)
	return sqrt(Float64(Float64(Float64(Float64(x * x) + Float64(y * y)) + Float64(z * z)) / 3.0))
end

↓

function code(x, y, z)
	return Float64(hypot(z, hypot(y, x)) / sqrt(3.0))
end

MATLAB

function tmp = code(x, y, z)
	tmp = sqrt(((((x * x) + (y * y)) + (z * z)) / 3.0));
end

↓

function tmp = code(x, y, z)
	tmp = hypot(z, hypot(y, x)) / sqrt(3.0);
end

Wolfram

code[x_, y_, z_] := N[Sqrt[N[(N[(N[(N[(x * x), $MachinePrecision] + N[(y * y), $MachinePrecision]), $MachinePrecision] + N[(z * z), $MachinePrecision]), $MachinePrecision] / 3.0), $MachinePrecision]], $MachinePrecision]

↓

code[x_, y_, z_] := N[(N[Sqrt[z ^ 2 + N[Sqrt[y ^ 2 + x ^ 2], $MachinePrecision] ^ 2], $MachinePrecision] / N[Sqrt[3.0], $MachinePrecision]), $MachinePrecision]

Target

Original	59.57%
Target	40.74%
Herbie	0.59%

\[\begin{array}{l} \mathbf{if}\;z < -6.396479394109776 \cdot 10^{+136}:\\ \;\;\;\;\frac{-z}{\sqrt{3}}\\ \mathbf{elif}\;z < 7.320293694404182 \cdot 10^{+117}:\\ \;\;\;\;\frac{\sqrt{\left(z \cdot z + x \cdot x\right) + y \cdot y}}{\sqrt{3}}\\ \mathbf{else}:\\ \;\;\;\;\sqrt{0.3333333333333333} \cdot z\\ \end{array} \]

Derivation

1. Initial program 59.57

   \[\sqrt{\frac{\left(x \cdot x + y \cdot y\right) + z \cdot z}{3}} \]

2. Applied egg-rr 1.35

   \[\leadsto \color{blue}{\mathsf{hypot}\left(z, \mathsf{hypot}\left(x, y\right)\right) \cdot \frac{1}{\sqrt{3}}} \]

3. Simplified 0.59

   \[\leadsto \color{blue}{\frac{\mathsf{hypot}\left(z, \mathsf{hypot}\left(y, x\right)\right)}{\sqrt{3}}} \]
   Proof

   [Start] 1.35	\[ \mathsf{hypot}\left(z, \mathsf{hypot}\left(x, y\right)\right) \cdot \frac{1}{\sqrt{3}} \]
   associate-*r/ [=>] 0.59	\[ \color{blue}{\frac{\mathsf{hypot}\left(z, \mathsf{hypot}\left(x, y\right)\right) \cdot 1}{\sqrt{3}}} \]
   *-rgt-identity [=>] 0.59	\[ \frac{\color{blue}{\mathsf{hypot}\left(z, \mathsf{hypot}\left(x, y\right)\right)}}{\sqrt{3}} \]
   hypot-def [<=] 45.5	\[ \frac{\mathsf{hypot}\left(z, \color{blue}{\sqrt{x \cdot x + y \cdot y}}\right)}{\sqrt{3}} \]
   unpow2 [<=] 45.5	\[ \frac{\mathsf{hypot}\left(z, \sqrt{\color{blue}{{x}^{2}} + y \cdot y}\right)}{\sqrt{3}} \]
   unpow2 [<=] 45.5	\[ \frac{\mathsf{hypot}\left(z, \sqrt{{x}^{2} + \color{blue}{{y}^{2}}}\right)}{\sqrt{3}} \]
   +-commutative [<=] 45.5	\[ \frac{\mathsf{hypot}\left(z, \sqrt{\color{blue}{{y}^{2} + {x}^{2}}}\right)}{\sqrt{3}} \]
   unpow2 [=>] 45.5	\[ \frac{\mathsf{hypot}\left(z, \sqrt{\color{blue}{y \cdot y} + {x}^{2}}\right)}{\sqrt{3}} \]
   unpow2 [=>] 45.5	\[ \frac{\mathsf{hypot}\left(z, \sqrt{y \cdot y + \color{blue}{x \cdot x}}\right)}{\sqrt{3}} \]
   hypot-def [=>] 0.59	\[ \frac{\mathsf{hypot}\left(z, \color{blue}{\mathsf{hypot}\left(y, x\right)}\right)}{\sqrt{3}} \]

4. Final simplification 0.59

   \[\leadsto \frac{\mathsf{hypot}\left(z, \mathsf{hypot}\left(y, x\right)\right)}{\sqrt{3}} \]

Alternatives

Alternative 1
Error	28.3%
Cost	13452

\[\begin{array}{l} t_0 := \mathsf{hypot}\left(y, x\right) \cdot \sqrt{0.3333333333333333}\\ \mathbf{if}\;z \leq 1.1 \cdot 10^{-61}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;z \leq 1.3 \cdot 10^{+92}:\\ \;\;\;\;\sqrt{\frac{\left(x \cdot x + y \cdot y\right) + z \cdot z}{3}}\\ \mathbf{elif}\;z \leq 1.45 \cdot 10^{+147}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{z}{\sqrt{3}}\\ \end{array} \]

Alternative 2
Error	32.21%
Cost	13056

\[\sqrt{0.3333333333333333} \cdot \mathsf{hypot}\left(z, x\right) \]

Alternative 3
Error	32.23%
Cost	13056

\[\frac{\mathsf{hypot}\left(x, z\right)}{\sqrt{3}} \]

Alternative 4
Error	68.12%
Cost	7496

\[\begin{array}{l} t_0 := \frac{-x}{\sqrt{3}}\\ \mathbf{if}\;z \leq 2.2 \cdot 10^{-61}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;z \leq 3.4 \cdot 10^{+92}:\\ \;\;\;\;\sqrt{\frac{\left(x \cdot x + y \cdot y\right) + z \cdot z}{3}}\\ \mathbf{elif}\;z \leq 1.35 \cdot 10^{+147}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{z}{\sqrt{3}}\\ \end{array} \]

Alternative 5
Error	69.32%
Cost	7117

\[\begin{array}{l} \mathbf{if}\;x \leq -2.55 \cdot 10^{+98}:\\ \;\;\;\;\frac{-x}{\sqrt{3}}\\ \mathbf{elif}\;x \leq -4.5 \cdot 10^{+84} \lor \neg \left(x \leq -5 \cdot 10^{-16}\right):\\ \;\;\;\;\frac{z}{\sqrt{3}}\\ \mathbf{else}:\\ \;\;\;\;\sqrt{\frac{x \cdot x}{3}}\\ \end{array} \]

Alternative 6
Error	69.33%
Cost	7053

\[\begin{array}{l} \mathbf{if}\;x \leq -3.6 \cdot 10^{+98} \lor \neg \left(x \leq -4.5 \cdot 10^{+86}\right) \land x \leq -3.5 \cdot 10^{-14}:\\ \;\;\;\;x \cdot \left(-\sqrt{0.3333333333333333}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{z}{\sqrt{3}}\\ \end{array} \]

Alternative 7
Error	69.4%
Cost	7053

\[\begin{array}{l} \mathbf{if}\;x \leq -2.35 \cdot 10^{+98}:\\ \;\;\;\;\frac{-x}{\sqrt{3}}\\ \mathbf{elif}\;x \leq -3.3 \cdot 10^{+83} \lor \neg \left(x \leq -3.5 \cdot 10^{-14}\right):\\ \;\;\;\;\frac{z}{\sqrt{3}}\\ \mathbf{else}:\\ \;\;\;\;x \cdot \left(-\sqrt{0.3333333333333333}\right)\\ \end{array} \]

Alternative 8
Error	81.95%
Cost	6592

\[z \cdot \sqrt{0.3333333333333333} \]

Alternative 9
Error	81.95%
Cost	6592

\[\frac{z}{\sqrt{3}} \]

Reproduce

herbie shell --seed 2023088 
(FPCore (x y z)
  :name "Data.Array.Repa.Algorithms.Pixel:doubleRmsOfRGB8 from repa-algorithms-3.4.0.1"
  :precision binary64

  :herbie-target
  (if (< z -6.396479394109776e+136) (/ (- z) (sqrt 3.0)) (if (< z 7.320293694404182e+117) (/ (sqrt (+ (+ (* z z) (* x x)) (* y y))) (sqrt 3.0)) (* (sqrt 0.3333333333333333) z)))

  (sqrt (/ (+ (+ (* x x) (* y y)) (* z z)) 3.0)))