Quotient of products

Average Accuracy: 82.0% → 95.4%

Time: 6.8s

Precision: binary64

Cost: 2512

Math

\[\frac{a1 \cdot a2}{b1 \cdot b2} \]

↓

\[\begin{array}{l} t_0 := \frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{if}\;t_0 \leq -\infty:\\ \;\;\;\;\frac{\frac{a2}{\frac{b1}{a1}}}{b2}\\ \mathbf{elif}\;t_0 \leq -2 \cdot 10^{-291}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;t_0 \leq 0:\\ \;\;\;\;\frac{a1 \cdot \frac{a2}{b2}}{b1}\\ \mathbf{elif}\;t_0 \leq 2 \cdot 10^{+278}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{a2}{b2} \cdot \frac{a1}{b1}\\ \end{array} \]

FPCore

(FPCore (a1 a2 b1 b2) :precision binary64 (/ (* a1 a2) (* b1 b2)))

↓

(FPCore (a1 a2 b1 b2)
 :precision binary64
 (let* ((t_0 (/ (* a1 a2) (* b1 b2))))
   (if (<= t_0 (- INFINITY))
     (/ (/ a2 (/ b1 a1)) b2)
     (if (<= t_0 -2e-291)
       t_0
       (if (<= t_0 0.0)
         (/ (* a1 (/ a2 b2)) b1)
         (if (<= t_0 2e+278) t_0 (* (/ a2 b2) (/ a1 b1))))))))

C

double code(double a1, double a2, double b1, double b2) {
	return (a1 * a2) / (b1 * b2);
}

↓

double code(double a1, double a2, double b1, double b2) {
	double t_0 = (a1 * a2) / (b1 * b2);
	double tmp;
	if (t_0 <= -((double) INFINITY)) {
		tmp = (a2 / (b1 / a1)) / b2;
	} else if (t_0 <= -2e-291) {
		tmp = t_0;
	} else if (t_0 <= 0.0) {
		tmp = (a1 * (a2 / b2)) / b1;
	} else if (t_0 <= 2e+278) {
		tmp = t_0;
	} else {
		tmp = (a2 / b2) * (a1 / b1);
	}
	return tmp;
}

Java

public static double code(double a1, double a2, double b1, double b2) {
	return (a1 * a2) / (b1 * b2);
}

↓

public static double code(double a1, double a2, double b1, double b2) {
	double t_0 = (a1 * a2) / (b1 * b2);
	double tmp;
	if (t_0 <= -Double.POSITIVE_INFINITY) {
		tmp = (a2 / (b1 / a1)) / b2;
	} else if (t_0 <= -2e-291) {
		tmp = t_0;
	} else if (t_0 <= 0.0) {
		tmp = (a1 * (a2 / b2)) / b1;
	} else if (t_0 <= 2e+278) {
		tmp = t_0;
	} else {
		tmp = (a2 / b2) * (a1 / b1);
	}
	return tmp;
}

Python

def code(a1, a2, b1, b2):
	return (a1 * a2) / (b1 * b2)

↓

def code(a1, a2, b1, b2):
	t_0 = (a1 * a2) / (b1 * b2)
	tmp = 0
	if t_0 <= -math.inf:
		tmp = (a2 / (b1 / a1)) / b2
	elif t_0 <= -2e-291:
		tmp = t_0
	elif t_0 <= 0.0:
		tmp = (a1 * (a2 / b2)) / b1
	elif t_0 <= 2e+278:
		tmp = t_0
	else:
		tmp = (a2 / b2) * (a1 / b1)
	return tmp

Julia

function code(a1, a2, b1, b2)
	return Float64(Float64(a1 * a2) / Float64(b1 * b2))
end

↓

function code(a1, a2, b1, b2)
	t_0 = Float64(Float64(a1 * a2) / Float64(b1 * b2))
	tmp = 0.0
	if (t_0 <= Float64(-Inf))
		tmp = Float64(Float64(a2 / Float64(b1 / a1)) / b2);
	elseif (t_0 <= -2e-291)
		tmp = t_0;
	elseif (t_0 <= 0.0)
		tmp = Float64(Float64(a1 * Float64(a2 / b2)) / b1);
	elseif (t_0 <= 2e+278)
		tmp = t_0;
	else
		tmp = Float64(Float64(a2 / b2) * Float64(a1 / b1));
	end
	return tmp
end

MATLAB

function tmp = code(a1, a2, b1, b2)
	tmp = (a1 * a2) / (b1 * b2);
end

↓

function tmp_2 = code(a1, a2, b1, b2)
	t_0 = (a1 * a2) / (b1 * b2);
	tmp = 0.0;
	if (t_0 <= -Inf)
		tmp = (a2 / (b1 / a1)) / b2;
	elseif (t_0 <= -2e-291)
		tmp = t_0;
	elseif (t_0 <= 0.0)
		tmp = (a1 * (a2 / b2)) / b1;
	elseif (t_0 <= 2e+278)
		tmp = t_0;
	else
		tmp = (a2 / b2) * (a1 / b1);
	end
	tmp_2 = tmp;
end

Wolfram

code[a1_, a2_, b1_, b2_] := N[(N[(a1 * a2), $MachinePrecision] / N[(b1 * b2), $MachinePrecision]), $MachinePrecision]

↓

code[a1_, a2_, b1_, b2_] := Block[{t$95$0 = N[(N[(a1 * a2), $MachinePrecision] / N[(b1 * b2), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(a2 / N[(b1 / a1), $MachinePrecision]), $MachinePrecision] / b2), $MachinePrecision], If[LessEqual[t$95$0, -2e-291], t$95$0, If[LessEqual[t$95$0, 0.0], N[(N[(a1 * N[(a2 / b2), $MachinePrecision]), $MachinePrecision] / b1), $MachinePrecision], If[LessEqual[t$95$0, 2e+278], t$95$0, N[(N[(a2 / b2), $MachinePrecision] * N[(a1 / b1), $MachinePrecision]), $MachinePrecision]]]]]]

Target

Original	82.0%
Target	82.1%
Herbie	95.4%

\[\frac{a1}{b1} \cdot \frac{a2}{b2} \]

Derivation

1. Split input into 4 regimes

2. if (/.f64 (*.f64 a1 a2) (*.f64 b1 b2)) < -inf.0

   1. Initial program 0.0%

      \[\frac{a1 \cdot a2}{b1 \cdot b2} \]

   2. Simplified 70.7%

      \[\leadsto \color{blue}{\frac{\frac{a2}{\frac{b1}{a1}}}{b2}} \]
      Proof

      [Start] 0.0	\[ \frac{a1 \cdot a2}{b1 \cdot b2} \]
      associate-/r* [=>] 47.0	\[ \color{blue}{\frac{\frac{a1 \cdot a2}{b1}}{b2}} \]
      *-commutative [=>] 47.0	\[ \frac{\frac{\color{blue}{a2 \cdot a1}}{b1}}{b2} \]
      associate-/l* [=>] 70.7	\[ \frac{\color{blue}{\frac{a2}{\frac{b1}{a1}}}}{b2} \]

   if -inf.0 < (/.f64 (*.f64 a1 a2) (*.f64 b1 b2)) < -1.99999999999999992e-291 or 0.0 < (/.f64 (*.f64 a1 a2) (*.f64 b1 b2)) < 1.99999999999999993e278

   1. Initial program 98.6%

      \[\frac{a1 \cdot a2}{b1 \cdot b2} \]

   if -1.99999999999999992e-291 < (/.f64 (*.f64 a1 a2) (*.f64 b1 b2)) < 0.0

   1. Initial program 79.3%

      \[\frac{a1 \cdot a2}{b1 \cdot b2} \]

   2. Simplified 87.6%

      \[\leadsto \color{blue}{a2 \cdot \frac{a1}{b1 \cdot b2}} \]
      Proof

      [Start] 79.3	\[ \frac{a1 \cdot a2}{b1 \cdot b2} \]
      associate-*l/ [<=] 87.6	\[ \color{blue}{\frac{a1}{b1 \cdot b2} \cdot a2} \]
      *-commutative [=>] 87.6	\[ \color{blue}{a2 \cdot \frac{a1}{b1 \cdot b2}} \]

   3. Applied egg-rr 94.2%

      \[\leadsto \color{blue}{\frac{\frac{a2}{b2} \cdot a1}{b1}} \]
      Proof

      [Start] 87.6	\[ a2 \cdot \frac{a1}{b1 \cdot b2} \]
      associate-*r/ [=>] 79.3	\[ \color{blue}{\frac{a2 \cdot a1}{b1 \cdot b2}} \]
      *-commutative [=>] 79.3	\[ \frac{a2 \cdot a1}{\color{blue}{b2 \cdot b1}} \]
      times-frac [=>] 95.7	\[ \color{blue}{\frac{a2}{b2} \cdot \frac{a1}{b1}} \]
      associate-*r/ [=>] 94.2	\[ \color{blue}{\frac{\frac{a2}{b2} \cdot a1}{b1}} \]

   if 1.99999999999999993e278 < (/.f64 (*.f64 a1 a2) (*.f64 b1 b2))

   1. Initial program 9.2%

      \[\frac{a1 \cdot a2}{b1 \cdot b2} \]

   2. Simplified 88.5%

      \[\leadsto \color{blue}{\frac{a1}{b1} \cdot \frac{a2}{b2}} \]
      Proof

      [Start] 9.2	\[ \frac{a1 \cdot a2}{b1 \cdot b2} \]
      times-frac [=>] 88.5	\[ \color{blue}{\frac{a1}{b1} \cdot \frac{a2}{b2}} \]

3. Recombined 4 regimes into one program.

4. Final simplification 95.4%

   \[\leadsto \begin{array}{l} \mathbf{if}\;\frac{a1 \cdot a2}{b1 \cdot b2} \leq -\infty:\\ \;\;\;\;\frac{\frac{a2}{\frac{b1}{a1}}}{b2}\\ \mathbf{elif}\;\frac{a1 \cdot a2}{b1 \cdot b2} \leq -2 \cdot 10^{-291}:\\ \;\;\;\;\frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{elif}\;\frac{a1 \cdot a2}{b1 \cdot b2} \leq 0:\\ \;\;\;\;\frac{a1 \cdot \frac{a2}{b2}}{b1}\\ \mathbf{elif}\;\frac{a1 \cdot a2}{b1 \cdot b2} \leq 2 \cdot 10^{+278}:\\ \;\;\;\;\frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{else}:\\ \;\;\;\;\frac{a2}{b2} \cdot \frac{a1}{b1}\\ \end{array} \]

Alternatives

Alternative 1
Accuracy	94.9%
Cost	2512

\[\begin{array}{l} t_0 := \frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{if}\;t_0 \leq -\infty:\\ \;\;\;\;a1 \cdot \frac{\frac{a2}{b1}}{b2}\\ \mathbf{elif}\;t_0 \leq -1 \cdot 10^{-289}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;t_0 \leq 0:\\ \;\;\;\;\frac{a2}{\frac{b2}{\frac{a1}{b1}}}\\ \mathbf{elif}\;t_0 \leq 2 \cdot 10^{+278}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{a2}{b2} \cdot \frac{a1}{b1}\\ \end{array} \]

Alternative 2
Accuracy	95.5%
Cost	2512

\[\begin{array}{l} t_0 := \frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{if}\;t_0 \leq -\infty:\\ \;\;\;\;a1 \cdot \frac{\frac{a2}{b1}}{b2}\\ \mathbf{elif}\;t_0 \leq -2 \cdot 10^{-291}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;t_0 \leq 0:\\ \;\;\;\;\frac{a1 \cdot \frac{a2}{b2}}{b1}\\ \mathbf{elif}\;t_0 \leq 2 \cdot 10^{+278}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{a2}{b2} \cdot \frac{a1}{b1}\\ \end{array} \]

Alternative 3
Accuracy	90.2%
Cost	1490

\[\begin{array}{l} \mathbf{if}\;b1 \cdot b2 \leq -1 \cdot 10^{+267} \lor \neg \left(b1 \cdot b2 \leq -5 \cdot 10^{-41}\right) \land \left(b1 \cdot b2 \leq 10^{-310} \lor \neg \left(b1 \cdot b2 \leq 5 \cdot 10^{+133}\right)\right):\\ \;\;\;\;\frac{a2}{b2} \cdot \frac{a1}{b1}\\ \mathbf{else}:\\ \;\;\;\;a2 \cdot \frac{a1}{b1 \cdot b2}\\ \end{array} \]

Alternative 4
Accuracy	87.3%
Cost	1488

\[\begin{array}{l} t_0 := a2 \cdot \frac{a1}{b1 \cdot b2}\\ t_1 := a1 \cdot \frac{\frac{a2}{b1}}{b2}\\ \mathbf{if}\;b1 \cdot b2 \leq -4 \cdot 10^{+185}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;b1 \cdot b2 \leq -0.0001:\\ \;\;\;\;t_0\\ \mathbf{elif}\;b1 \cdot b2 \leq 4 \cdot 10^{-251}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;b1 \cdot b2 \leq 5 \cdot 10^{+133}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{a2}{b2} \cdot \frac{a1}{b1}\\ \end{array} \]

Alternative 5
Accuracy	82.4%
Cost	448

\[a2 \cdot \frac{a1}{b1 \cdot b2} \]

Reproduce

herbie shell --seed 2023142 
(FPCore (a1 a2 b1 b2)
  :name "Quotient of products"
  :precision binary64

  :herbie-target
  (* (/ a1 b1) (/ a2 b2))

  (/ (* a1 a2) (* b1 b2)))