?

Average Error: 2.67% → 1.13%
Time: 10.9s
Precision: binary64
Cost: 14920

?

\[\left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right| \]
\[\begin{array}{l} t_0 := \frac{x + 4}{y}\\ t_1 := t_0 - \frac{x}{y} \cdot z\\ \mathbf{if}\;t_1 \leq -4 \cdot 10^{+211}:\\ \;\;\;\;\left|t_0 - \frac{z}{\frac{y}{x}}\right|\\ \mathbf{elif}\;t_1 \leq 2.5 \cdot 10^{+101}:\\ \;\;\;\;\left|\mathsf{fma}\left(x, \frac{z}{y}, \frac{-4 - x}{y}\right)\right|\\ \mathbf{else}:\\ \;\;\;\;\left|t_1\right|\\ \end{array} \]
(FPCore (x y z) :precision binary64 (fabs (- (/ (+ x 4.0) y) (* (/ x y) z))))
(FPCore (x y z)
 :precision binary64
 (let* ((t_0 (/ (+ x 4.0) y)) (t_1 (- t_0 (* (/ x y) z))))
   (if (<= t_1 -4e+211)
     (fabs (- t_0 (/ z (/ y x))))
     (if (<= t_1 2.5e+101)
       (fabs (fma x (/ z y) (/ (- -4.0 x) y)))
       (fabs t_1)))))
double code(double x, double y, double z) {
	return fabs((((x + 4.0) / y) - ((x / y) * z)));
}
double code(double x, double y, double z) {
	double t_0 = (x + 4.0) / y;
	double t_1 = t_0 - ((x / y) * z);
	double tmp;
	if (t_1 <= -4e+211) {
		tmp = fabs((t_0 - (z / (y / x))));
	} else if (t_1 <= 2.5e+101) {
		tmp = fabs(fma(x, (z / y), ((-4.0 - x) / y)));
	} else {
		tmp = fabs(t_1);
	}
	return tmp;
}
function code(x, y, z)
	return abs(Float64(Float64(Float64(x + 4.0) / y) - Float64(Float64(x / y) * z)))
end
function code(x, y, z)
	t_0 = Float64(Float64(x + 4.0) / y)
	t_1 = Float64(t_0 - Float64(Float64(x / y) * z))
	tmp = 0.0
	if (t_1 <= -4e+211)
		tmp = abs(Float64(t_0 - Float64(z / Float64(y / x))));
	elseif (t_1 <= 2.5e+101)
		tmp = abs(fma(x, Float64(z / y), Float64(Float64(-4.0 - x) / y)));
	else
		tmp = abs(t_1);
	end
	return tmp
end
code[x_, y_, z_] := N[Abs[N[(N[(N[(x + 4.0), $MachinePrecision] / y), $MachinePrecision] - N[(N[(x / y), $MachinePrecision] * z), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]
code[x_, y_, z_] := Block[{t$95$0 = N[(N[(x + 4.0), $MachinePrecision] / y), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 - N[(N[(x / y), $MachinePrecision] * z), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -4e+211], N[Abs[N[(t$95$0 - N[(z / N[(y / x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], If[LessEqual[t$95$1, 2.5e+101], N[Abs[N[(x * N[(z / y), $MachinePrecision] + N[(N[(-4.0 - x), $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], N[Abs[t$95$1], $MachinePrecision]]]]]
\left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right|
\begin{array}{l}
t_0 := \frac{x + 4}{y}\\
t_1 := t_0 - \frac{x}{y} \cdot z\\
\mathbf{if}\;t_1 \leq -4 \cdot 10^{+211}:\\
\;\;\;\;\left|t_0 - \frac{z}{\frac{y}{x}}\right|\\

\mathbf{elif}\;t_1 \leq 2.5 \cdot 10^{+101}:\\
\;\;\;\;\left|\mathsf{fma}\left(x, \frac{z}{y}, \frac{-4 - x}{y}\right)\right|\\

\mathbf{else}:\\
\;\;\;\;\left|t_1\right|\\


\end{array}

Error?

Derivation?

  1. Split input into 3 regimes
  2. if (-.f64 (/.f64 (+.f64 x 4) y) (*.f64 (/.f64 x y) z)) < -3.9999999999999998e211

    1. Initial program 0.21

      \[\left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right| \]
    2. Simplified0.14

      \[\leadsto \color{blue}{\left|\frac{x + 4}{y} - \frac{z}{\frac{y}{x}}\right|} \]
      Proof

      [Start]0.21

      \[ \left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right| \]

      *-lft-identity [<=]0.21

      \[ \color{blue}{1 \cdot \left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right|} \]

      metadata-eval [<=]0.21

      \[ \color{blue}{\left|-1\right|} \cdot \left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right| \]

      fabs-sub [=>]0.21

      \[ \left|-1\right| \cdot \color{blue}{\left|\frac{x}{y} \cdot z - \frac{x + 4}{y}\right|} \]

      fabs-mul [<=]0.21

      \[ \color{blue}{\left|-1 \cdot \left(\frac{x}{y} \cdot z - \frac{x + 4}{y}\right)\right|} \]

      neg-mul-1 [<=]0.21

      \[ \left|\color{blue}{-\left(\frac{x}{y} \cdot z - \frac{x + 4}{y}\right)}\right| \]

      sub0-neg [<=]0.21

      \[ \left|\color{blue}{0 - \left(\frac{x}{y} \cdot z - \frac{x + 4}{y}\right)}\right| \]

      associate-+l- [<=]0.21

      \[ \left|\color{blue}{\left(0 - \frac{x}{y} \cdot z\right) + \frac{x + 4}{y}}\right| \]

      neg-sub0 [<=]0.21

      \[ \left|\color{blue}{\left(-\frac{x}{y} \cdot z\right)} + \frac{x + 4}{y}\right| \]

      +-commutative [<=]0.21

      \[ \left|\color{blue}{\frac{x + 4}{y} + \left(-\frac{x}{y} \cdot z\right)}\right| \]

      sub-neg [<=]0.21

      \[ \left|\color{blue}{\frac{x + 4}{y} - \frac{x}{y} \cdot z}\right| \]

      associate-*l/ [=>]13.03

      \[ \left|\frac{x + 4}{y} - \color{blue}{\frac{x \cdot z}{y}}\right| \]

      *-commutative [=>]13.03

      \[ \left|\frac{x + 4}{y} - \frac{\color{blue}{z \cdot x}}{y}\right| \]

      associate-/l* [=>]0.14

      \[ \left|\frac{x + 4}{y} - \color{blue}{\frac{z}{\frac{y}{x}}}\right| \]

    if -3.9999999999999998e211 < (-.f64 (/.f64 (+.f64 x 4) y) (*.f64 (/.f64 x y) z)) < 2.49999999999999994e101

    1. Initial program 3.82

      \[\left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right| \]
    2. Simplified1.59

      \[\leadsto \color{blue}{\left|\mathsf{fma}\left(x, \frac{z}{y}, \frac{-4 - x}{y}\right)\right|} \]
      Proof

      [Start]3.82

      \[ \left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right| \]

      fabs-sub [=>]3.82

      \[ \color{blue}{\left|\frac{x}{y} \cdot z - \frac{x + 4}{y}\right|} \]

      associate-*l/ [=>]2.75

      \[ \left|\color{blue}{\frac{x \cdot z}{y}} - \frac{x + 4}{y}\right| \]

      associate-*r/ [<=]1.59

      \[ \left|\color{blue}{x \cdot \frac{z}{y}} - \frac{x + 4}{y}\right| \]

      *-commutative [<=]1.59

      \[ \left|\color{blue}{\frac{z}{y} \cdot x} - \frac{x + 4}{y}\right| \]

      *-commutative [=>]1.59

      \[ \left|\color{blue}{x \cdot \frac{z}{y}} - \frac{x + 4}{y}\right| \]

      fma-neg [=>]1.59

      \[ \left|\color{blue}{\mathsf{fma}\left(x, \frac{z}{y}, -\frac{x + 4}{y}\right)}\right| \]

      distribute-neg-frac [=>]1.59

      \[ \left|\mathsf{fma}\left(x, \frac{z}{y}, \color{blue}{\frac{-\left(x + 4\right)}{y}}\right)\right| \]

      neg-sub0 [=>]1.59

      \[ \left|\mathsf{fma}\left(x, \frac{z}{y}, \frac{\color{blue}{0 - \left(x + 4\right)}}{y}\right)\right| \]

      +-commutative [=>]1.59

      \[ \left|\mathsf{fma}\left(x, \frac{z}{y}, \frac{0 - \color{blue}{\left(4 + x\right)}}{y}\right)\right| \]

      associate--r+ [=>]1.59

      \[ \left|\mathsf{fma}\left(x, \frac{z}{y}, \frac{\color{blue}{\left(0 - 4\right) - x}}{y}\right)\right| \]

      metadata-eval [=>]1.59

      \[ \left|\mathsf{fma}\left(x, \frac{z}{y}, \frac{\color{blue}{-4} - x}{y}\right)\right| \]

    if 2.49999999999999994e101 < (-.f64 (/.f64 (+.f64 x 4) y) (*.f64 (/.f64 x y) z))

    1. Initial program 0.18

      \[\left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right| \]
  3. Recombined 3 regimes into one program.
  4. Final simplification1.13

    \[\leadsto \begin{array}{l} \mathbf{if}\;\frac{x + 4}{y} - \frac{x}{y} \cdot z \leq -4 \cdot 10^{+211}:\\ \;\;\;\;\left|\frac{x + 4}{y} - \frac{z}{\frac{y}{x}}\right|\\ \mathbf{elif}\;\frac{x + 4}{y} - \frac{x}{y} \cdot z \leq 2.5 \cdot 10^{+101}:\\ \;\;\;\;\left|\mathsf{fma}\left(x, \frac{z}{y}, \frac{-4 - x}{y}\right)\right|\\ \mathbf{else}:\\ \;\;\;\;\left|\frac{x + 4}{y} - \frac{x}{y} \cdot z\right|\\ \end{array} \]

Alternatives

Alternative 1
Error1.14%
Cost8776
\[\begin{array}{l} t_0 := \frac{x + 4}{y}\\ t_1 := t_0 - \frac{x}{y} \cdot z\\ \mathbf{if}\;t_1 \leq -4 \cdot 10^{+211}:\\ \;\;\;\;\left|t_0 - \frac{z}{\frac{y}{x}}\right|\\ \mathbf{elif}\;t_1 \leq 2.5 \cdot 10^{+101}:\\ \;\;\;\;\left|\frac{4}{y} - \left(x \cdot \frac{z}{y} - \frac{x}{y}\right)\right|\\ \mathbf{else}:\\ \;\;\;\;\left|t_1\right|\\ \end{array} \]
Alternative 2
Error1.2%
Cost8649
\[\begin{array}{l} t_0 := \frac{x + 4}{y} - \frac{x}{y} \cdot z\\ \mathbf{if}\;t_0 \leq -1 \cdot 10^{+167} \lor \neg \left(t_0 \leq 10^{+54}\right):\\ \;\;\;\;\left|t_0\right|\\ \mathbf{else}:\\ \;\;\;\;\left|\frac{\left(x + 4\right) - x \cdot z}{y}\right|\\ \end{array} \]
Alternative 3
Error18.93%
Cost7250
\[\begin{array}{l} \mathbf{if}\;z \leq -6.5 \cdot 10^{+179} \lor \neg \left(z \leq -1.5 \cdot 10^{+133} \lor \neg \left(z \leq -4500000000000\right) \land z \leq 5.03 \cdot 10^{+125}\right):\\ \;\;\;\;\left|\frac{x}{y} \cdot z\right|\\ \mathbf{else}:\\ \;\;\;\;\left|\frac{x + 4}{y}\right|\\ \end{array} \]
Alternative 4
Error30.05%
Cost7249
\[\begin{array}{l} t_0 := \left|\frac{x}{y}\right|\\ \mathbf{if}\;x \leq -1.5:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 4:\\ \;\;\;\;\frac{4}{\left|y\right|}\\ \mathbf{elif}\;x \leq 2.2 \cdot 10^{+218} \lor \neg \left(x \leq 4.2 \cdot 10^{+264}\right):\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\left|\frac{x}{y} \cdot z\right|\\ \end{array} \]
Alternative 5
Error30.07%
Cost7249
\[\begin{array}{l} t_0 := \left|\frac{x}{y}\right|\\ \mathbf{if}\;x \leq -1.5:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 4:\\ \;\;\;\;\frac{4}{\left|y\right|}\\ \mathbf{elif}\;x \leq 7.8 \cdot 10^{+216} \lor \neg \left(x \leq 3.7 \cdot 10^{+264}\right):\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\left|\frac{z}{\frac{y}{x}}\right|\\ \end{array} \]
Alternative 6
Error19.44%
Cost7249
\[\begin{array}{l} \mathbf{if}\;z \leq -1.45 \cdot 10^{+180}:\\ \;\;\;\;\left|\frac{x}{\frac{y}{-z}}\right|\\ \mathbf{elif}\;z \leq -8 \cdot 10^{+126} \lor \neg \left(z \leq -3700000000000\right) \land z \leq 5.03 \cdot 10^{+125}:\\ \;\;\;\;\left|\frac{x + 4}{y}\right|\\ \mathbf{else}:\\ \;\;\;\;\left|\frac{x}{y} \cdot z\right|\\ \end{array} \]
Alternative 7
Error1.54%
Cost7113
\[\begin{array}{l} \mathbf{if}\;x \leq -1.55 \lor \neg \left(x \leq 3.6\right):\\ \;\;\;\;\left|\frac{x}{y} \cdot \left(z + -1\right)\right|\\ \mathbf{else}:\\ \;\;\;\;\left|\frac{4 - x \cdot z}{y}\right|\\ \end{array} \]
Alternative 8
Error3.56%
Cost7108
\[\begin{array}{l} \mathbf{if}\;x \leq 4 \cdot 10^{+111}:\\ \;\;\;\;\left|\frac{\left(x + 4\right) - x \cdot z}{y}\right|\\ \mathbf{else}:\\ \;\;\;\;\left|\frac{x}{y} \cdot \left(z + -1\right)\right|\\ \end{array} \]
Alternative 9
Error29.29%
Cost6857
\[\begin{array}{l} \mathbf{if}\;x \leq -1.5 \lor \neg \left(x \leq 4\right):\\ \;\;\;\;\left|\frac{x}{y}\right|\\ \mathbf{else}:\\ \;\;\;\;\frac{4}{\left|y\right|}\\ \end{array} \]
Alternative 10
Error50.33%
Cost6592
\[\frac{4}{\left|y\right|} \]

Error

Reproduce?

herbie shell --seed 2023115 
(FPCore (x y z)
  :name "fabs fraction 1"
  :precision binary64
  (fabs (- (/ (+ x 4.0) y) (* (/ x y) z))))