Toniolo and Linder, Equation (3b), real

Average Error: 4.1 → 0.6

Time: 49.5s

Precision: binary64

Cost: 45448

Math

\[\frac{\sin ky}{\sqrt{{\sin kx}^{2} + {\sin ky}^{2}}} \cdot \sin th \]

↓

\[\begin{array}{l} t_1 := \frac{\sin th \cdot \sin ky}{\mathsf{hypot}\left(\sin ky, \sin kx\right)}\\ \mathbf{if}\;\sin kx \leq -0.04:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\sin kx \leq 10^{-7}:\\ \;\;\;\;\frac{\sin th}{\frac{\mathsf{hypot}\left(kx, \sin ky\right)}{\sin ky}}\\ \mathbf{else}:\\ \;\;\;\;t_1\\ \end{array} \]

FPCore

(FPCore (kx ky th)
 :precision binary64
 (* (/ (sin ky) (sqrt (+ (pow (sin kx) 2.0) (pow (sin ky) 2.0)))) (sin th)))

↓

(FPCore (kx ky th)
 :precision binary64
 (let* ((t_1 (/ (* (sin th) (sin ky)) (hypot (sin ky) (sin kx)))))
   (if (<= (sin kx) -0.04)
     t_1
     (if (<= (sin kx) 1e-7)
       (/ (sin th) (/ (hypot kx (sin ky)) (sin ky)))
       t_1))))

C

double code(double kx, double ky, double th) {
	return (sin(ky) / sqrt((pow(sin(kx), 2.0) + pow(sin(ky), 2.0)))) * sin(th);
}

↓

double code(double kx, double ky, double th) {
	double t_1 = (sin(th) * sin(ky)) / hypot(sin(ky), sin(kx));
	double tmp;
	if (sin(kx) <= -0.04) {
		tmp = t_1;
	} else if (sin(kx) <= 1e-7) {
		tmp = sin(th) / (hypot(kx, sin(ky)) / sin(ky));
	} else {
		tmp = t_1;
	}
	return tmp;
}

Java

public static double code(double kx, double ky, double th) {
	return (Math.sin(ky) / Math.sqrt((Math.pow(Math.sin(kx), 2.0) + Math.pow(Math.sin(ky), 2.0)))) * Math.sin(th);
}

↓

public static double code(double kx, double ky, double th) {
	double t_1 = (Math.sin(th) * Math.sin(ky)) / Math.hypot(Math.sin(ky), Math.sin(kx));
	double tmp;
	if (Math.sin(kx) <= -0.04) {
		tmp = t_1;
	} else if (Math.sin(kx) <= 1e-7) {
		tmp = Math.sin(th) / (Math.hypot(kx, Math.sin(ky)) / Math.sin(ky));
	} else {
		tmp = t_1;
	}
	return tmp;
}

Python

def code(kx, ky, th):
	return (math.sin(ky) / math.sqrt((math.pow(math.sin(kx), 2.0) + math.pow(math.sin(ky), 2.0)))) * math.sin(th)

↓

def code(kx, ky, th):
	t_1 = (math.sin(th) * math.sin(ky)) / math.hypot(math.sin(ky), math.sin(kx))
	tmp = 0
	if math.sin(kx) <= -0.04:
		tmp = t_1
	elif math.sin(kx) <= 1e-7:
		tmp = math.sin(th) / (math.hypot(kx, math.sin(ky)) / math.sin(ky))
	else:
		tmp = t_1
	return tmp

Julia

function code(kx, ky, th)
	return Float64(Float64(sin(ky) / sqrt(Float64((sin(kx) ^ 2.0) + (sin(ky) ^ 2.0)))) * sin(th))
end

↓

function code(kx, ky, th)
	t_1 = Float64(Float64(sin(th) * sin(ky)) / hypot(sin(ky), sin(kx)))
	tmp = 0.0
	if (sin(kx) <= -0.04)
		tmp = t_1;
	elseif (sin(kx) <= 1e-7)
		tmp = Float64(sin(th) / Float64(hypot(kx, sin(ky)) / sin(ky)));
	else
		tmp = t_1;
	end
	return tmp
end

MATLAB

function tmp = code(kx, ky, th)
	tmp = (sin(ky) / sqrt(((sin(kx) ^ 2.0) + (sin(ky) ^ 2.0)))) * sin(th);
end

↓

function tmp_2 = code(kx, ky, th)
	t_1 = (sin(th) * sin(ky)) / hypot(sin(ky), sin(kx));
	tmp = 0.0;
	if (sin(kx) <= -0.04)
		tmp = t_1;
	elseif (sin(kx) <= 1e-7)
		tmp = sin(th) / (hypot(kx, sin(ky)) / sin(ky));
	else
		tmp = t_1;
	end
	tmp_2 = tmp;
end

Wolfram

code[kx_, ky_, th_] := N[(N[(N[Sin[ky], $MachinePrecision] / N[Sqrt[N[(N[Power[N[Sin[kx], $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[Sin[ky], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Sin[th], $MachinePrecision]), $MachinePrecision]

↓

code[kx_, ky_, th_] := Block[{t$95$1 = N[(N[(N[Sin[th], $MachinePrecision] * N[Sin[ky], $MachinePrecision]), $MachinePrecision] / N[Sqrt[N[Sin[ky], $MachinePrecision] ^ 2 + N[Sin[kx], $MachinePrecision] ^ 2], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Sin[kx], $MachinePrecision], -0.04], t$95$1, If[LessEqual[N[Sin[kx], $MachinePrecision], 1e-7], N[(N[Sin[th], $MachinePrecision] / N[(N[Sqrt[kx ^ 2 + N[Sin[ky], $MachinePrecision] ^ 2], $MachinePrecision] / N[Sin[ky], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$1]]]

Derivation

1. Split input into 2 regimes

2. if (sin.f64 kx) < -0.0400000000000000008 or 9.9999999999999995e-8 < (sin.f64 kx)

   1. Initial program 0.4

      \[\frac{\sin ky}{\sqrt{{\sin kx}^{2} + {\sin ky}^{2}}} \cdot \sin th \]

   2. Applied egg-rr 0.6

      \[\leadsto \frac{\sin ky}{\sqrt{\color{blue}{\left(0.5 - 0.5 \cdot \cos \left(kx + kx\right)\right)} + {\sin ky}^{2}}} \cdot \sin th \]

   3. Applied egg-rr 0.4

      \[\leadsto \color{blue}{\frac{\sin ky \cdot \sin th}{\mathsf{hypot}\left(\sin ky, \sin kx\right)}} \]

   if -0.0400000000000000008 < (sin.f64 kx) < 9.9999999999999995e-8

   1. Initial program 7.8

      \[\frac{\sin ky}{\sqrt{{\sin kx}^{2} + {\sin ky}^{2}}} \cdot \sin th \]

   2. Applied egg-rr 0.1

      \[\leadsto \color{blue}{\frac{\sin th}{\frac{\mathsf{hypot}\left(\sin kx, \sin ky\right)}{\sin ky}}} \]

   3. Taylor expanded in kx around 0 0.8

      \[\leadsto \frac{\sin th}{\frac{\mathsf{hypot}\left(\color{blue}{kx}, \sin ky\right)}{\sin ky}} \]
3. Recombined 2 regimes into one program.

4. Final simplification 0.6

   \[\leadsto \begin{array}{l} \mathbf{if}\;\sin kx \leq -0.04:\\ \;\;\;\;\frac{\sin th \cdot \sin ky}{\mathsf{hypot}\left(\sin ky, \sin kx\right)}\\ \mathbf{elif}\;\sin kx \leq 10^{-7}:\\ \;\;\;\;\frac{\sin th}{\frac{\mathsf{hypot}\left(kx, \sin ky\right)}{\sin ky}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sin th \cdot \sin ky}{\mathsf{hypot}\left(\sin ky, \sin kx\right)}\\ \end{array} \]

Alternatives

Alternative 1
Error	13.9
Cost	65356

\[\begin{array}{l} t_1 := \sin th \cdot \frac{\sin ky}{\sqrt{0.5 + \cos \left(kx \cdot 2\right) \cdot -0.5}}\\ t_2 := {\sin kx}^{2}\\ \mathbf{if}\;t_2 \leq 5 \cdot 10^{-10}:\\ \;\;\;\;\frac{\sin th}{\frac{\mathsf{hypot}\left(kx, \sin ky\right)}{\sin ky}}\\ \mathbf{elif}\;t_2 \leq 0.22:\\ \;\;\;\;t_1\\ \mathbf{elif}\;t_2 \leq 0.54:\\ \;\;\;\;\frac{\sin ky}{\mathsf{hypot}\left(\sin ky, \sin kx\right) \cdot \left(\frac{1}{th} + th \cdot 0.16666666666666666\right)}\\ \mathbf{else}:\\ \;\;\;\;t_1\\ \end{array} \]

Alternative 2
Error	24.9
Cost	58644

\[\begin{array}{l} t_1 := \left(\sin th \cdot ky\right) \cdot \sqrt{\frac{1}{0.5 + \cos \left(kx \cdot 2\right) \cdot -0.5}}\\ \mathbf{if}\;\sin th \leq -0.96:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\sin th \leq -0.66:\\ \;\;\;\;\sin th\\ \mathbf{elif}\;\sin th \leq -0.296:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\sin th \leq -0.05:\\ \;\;\;\;\sqrt{{\sin th}^{2}}\\ \mathbf{elif}\;\sin th \leq 4 \cdot 10^{-5}:\\ \;\;\;\;\frac{\sin ky}{\frac{\mathsf{hypot}\left(\sin ky, \sin kx\right)}{th}}\\ \mathbf{else}:\\ \;\;\;\;\sin th\\ \end{array} \]

Alternative 3
Error	14.6
Cost	52112

\[\begin{array}{l} t_1 := \left(\sin th \cdot ky\right) \cdot \sqrt{\frac{1}{0.5 + \cos \left(kx \cdot 2\right) \cdot -0.5}}\\ \mathbf{if}\;\sin kx \leq -0.912:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\sin kx \leq -0.484:\\ \;\;\;\;\frac{\sin ky}{\frac{\mathsf{hypot}\left(\sin ky, \sin kx\right)}{th}}\\ \mathbf{elif}\;\sin kx \leq -0.05:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\sin kx \leq 2 \cdot 10^{-5}:\\ \;\;\;\;\frac{\sin th}{\frac{\mathsf{hypot}\left(kx, \sin ky\right)}{\sin ky}}\\ \mathbf{else}:\\ \;\;\;\;\sin th \cdot \frac{\sin ky}{\sin kx}\\ \end{array} \]

Alternative 4
Error	37.1
Cost	45648

\[\begin{array}{l} \mathbf{if}\;\sin kx \leq -2 \cdot 10^{-44}:\\ \;\;\;\;ky \cdot \frac{th}{\sqrt{{\sin kx}^{2}}}\\ \mathbf{elif}\;\sin kx \leq -5 \cdot 10^{-273}:\\ \;\;\;\;\sin th\\ \mathbf{elif}\;\sin kx \leq 10^{-250}:\\ \;\;\;\;\sqrt{{\sin th}^{2}}\\ \mathbf{elif}\;\sin kx \leq 5 \cdot 10^{-128}:\\ \;\;\;\;\sin th\\ \mathbf{else}:\\ \;\;\;\;\sin ky \cdot \frac{\sin th}{\sin kx}\\ \end{array} \]

Alternative 5
Error	33.7
Cost	45648

\[\begin{array}{l} \mathbf{if}\;\sin kx \leq -0.05:\\ \;\;\;\;\left(\sin th \cdot ky\right) \cdot \sqrt{\frac{1}{0.5 + \cos \left(kx \cdot 2\right) \cdot -0.5}}\\ \mathbf{elif}\;\sin kx \leq -5 \cdot 10^{-273}:\\ \;\;\;\;\sin th\\ \mathbf{elif}\;\sin kx \leq 10^{-250}:\\ \;\;\;\;\sqrt{{\sin th}^{2}}\\ \mathbf{elif}\;\sin kx \leq 5 \cdot 10^{-128}:\\ \;\;\;\;\sin th\\ \mathbf{else}:\\ \;\;\;\;\sin ky \cdot \frac{\sin th}{\sin kx}\\ \end{array} \]

Alternative 6
Error	13.2
Cost	39048

\[\begin{array}{l} \mathbf{if}\;\sin kx \leq -0.04:\\ \;\;\;\;\sin th \cdot \frac{\sin ky}{\sqrt{0.5 + \cos \left(kx \cdot 2\right) \cdot -0.5}}\\ \mathbf{elif}\;\sin kx \leq 2 \cdot 10^{-5}:\\ \;\;\;\;\frac{\sin th}{\frac{\mathsf{hypot}\left(kx, \sin ky\right)}{\sin ky}}\\ \mathbf{else}:\\ \;\;\;\;\sin th \cdot \frac{\sin ky}{\sin kx}\\ \end{array} \]

Alternative 7
Error	0.2
Cost	32384

\[\frac{\sin th}{\frac{\mathsf{hypot}\left(\sin kx, \sin ky\right)}{\sin ky}} \]

Alternative 8
Error	34.4
Cost	26184

\[\begin{array}{l} \mathbf{if}\;\sin ky \leq -5 \cdot 10^{-25}:\\ \;\;\;\;\sqrt{{\sin th}^{2}}\\ \mathbf{elif}\;\sin ky \leq 2 \cdot 10^{-126}:\\ \;\;\;\;ky \cdot \frac{\sin th}{\sin kx}\\ \mathbf{else}:\\ \;\;\;\;\sin th\\ \end{array} \]

Alternative 9
Error	38.4
Cost	13384

\[\begin{array}{l} \mathbf{if}\;ky \leq -2.6852159100877643 \cdot 10^{+33}:\\ \;\;\;\;\sin th\\ \mathbf{elif}\;ky \leq 1.761721877997747 \cdot 10^{-126}:\\ \;\;\;\;\sin th \cdot \frac{ky}{\sin kx}\\ \mathbf{else}:\\ \;\;\;\;\sin th\\ \end{array} \]

Alternative 10
Error	38.4
Cost	13384

\[\begin{array}{l} \mathbf{if}\;ky \leq -2.6852159100877643 \cdot 10^{+33}:\\ \;\;\;\;\sin th\\ \mathbf{elif}\;ky \leq 1.761721877997747 \cdot 10^{-126}:\\ \;\;\;\;ky \cdot \frac{\sin th}{\sin kx}\\ \mathbf{else}:\\ \;\;\;\;\sin th\\ \end{array} \]

Alternative 11
Error	44.1
Cost	13252

\[\begin{array}{l} \mathbf{if}\;\sin ky \leq 10^{-237}:\\ \;\;\;\;th \cdot \frac{\sin ky}{kx}\\ \mathbf{else}:\\ \;\;\;\;\sin th\\ \end{array} \]

Alternative 12
Error	43.6
Cost	6984

\[\begin{array}{l} \mathbf{if}\;ky \leq -1078333431473.9033:\\ \;\;\;\;\sin th\\ \mathbf{elif}\;ky \leq 3.731262313640193 \cdot 10^{-239}:\\ \;\;\;\;\frac{ky}{\frac{\sin kx}{th}}\\ \mathbf{else}:\\ \;\;\;\;\sin th\\ \end{array} \]

Alternative 13
Error	43.5
Cost	6984

\[\begin{array}{l} \mathbf{if}\;ky \leq -1078333431473.9033:\\ \;\;\;\;\sin th\\ \mathbf{elif}\;ky \leq 3.731262313640193 \cdot 10^{-239}:\\ \;\;\;\;th \cdot \frac{ky}{\sin kx}\\ \mathbf{else}:\\ \;\;\;\;\sin th\\ \end{array} \]

Alternative 14
Error	44.9
Cost	6728

\[\begin{array}{l} \mathbf{if}\;ky \leq -3.987174777426221 \cdot 10^{+42}:\\ \;\;\;\;\sin th\\ \mathbf{elif}\;ky \leq 6.586137216934689 \cdot 10^{-238}:\\ \;\;\;\;ky \cdot \frac{th}{kx}\\ \mathbf{else}:\\ \;\;\;\;\sin th\\ \end{array} \]

Alternative 15
Error	49.9
Cost	584

\[\begin{array}{l} \mathbf{if}\;ky \leq -1078333431473.9033:\\ \;\;\;\;th\\ \mathbf{elif}\;ky \leq 1.761721877997747 \cdot 10^{-126}:\\ \;\;\;\;ky \cdot \frac{th}{kx}\\ \mathbf{else}:\\ \;\;\;\;th\\ \end{array} \]

Alternative 16
Error	55.2
Cost	64

\[th \]

Reproduce

herbie shell --seed 2022316 
(FPCore (kx ky th)
  :name "Toniolo and Linder, Equation (3b), real"
  :precision binary64
  (* (/ (sin ky) (sqrt (+ (pow (sin kx) 2.0) (pow (sin ky) 2.0)))) (sin th)))