math.cube on complex, imaginary part

Average Error: 7.5 → 0.2

Time: 17.3s

Precision: binary64

Cost: 968

Math

\[\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]

↓

\[\begin{array}{l} \mathbf{if}\;x.re \leq -2 \cdot 10^{+151}:\\ \;\;\;\;\left(x.re \cdot \left(3 \cdot x.im\right)\right) \cdot x.re\\ \mathbf{elif}\;x.re \leq 2 \cdot 10^{+107}:\\ \;\;\;\;x.im \cdot \left(x.re \cdot \left(x.re \cdot 3\right) - x.im \cdot x.im\right)\\ \mathbf{else}:\\ \;\;\;\;\left(3 \cdot \left(x.re \cdot x.im\right)\right) \cdot x.re\\ \end{array} \]

FPCore

(FPCore (x.re x.im)
 :precision binary64
 (+
  (* (- (* x.re x.re) (* x.im x.im)) x.im)
  (* (+ (* x.re x.im) (* x.im x.re)) x.re)))

↓

(FPCore (x.re x.im)
 :precision binary64
 (if (<= x.re -2e+151)
   (* (* x.re (* 3.0 x.im)) x.re)
   (if (<= x.re 2e+107)
     (* x.im (- (* x.re (* x.re 3.0)) (* x.im x.im)))
     (* (* 3.0 (* x.re x.im)) x.re))))

C

double code(double x_46_re, double x_46_im) {
	return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
}

↓

double code(double x_46_re, double x_46_im) {
	double tmp;
	if (x_46_re <= -2e+151) {
		tmp = (x_46_re * (3.0 * x_46_im)) * x_46_re;
	} else if (x_46_re <= 2e+107) {
		tmp = x_46_im * ((x_46_re * (x_46_re * 3.0)) - (x_46_im * x_46_im));
	} else {
		tmp = (3.0 * (x_46_re * x_46_im)) * x_46_re;
	}
	return tmp;
}

Fortran

real(8) function code(x_46re, x_46im)
    real(8), intent (in) :: x_46re
    real(8), intent (in) :: x_46im
    code = (((x_46re * x_46re) - (x_46im * x_46im)) * x_46im) + (((x_46re * x_46im) + (x_46im * x_46re)) * x_46re)
end function

↓

real(8) function code(x_46re, x_46im)
    real(8), intent (in) :: x_46re
    real(8), intent (in) :: x_46im
    real(8) :: tmp
    if (x_46re <= (-2d+151)) then
        tmp = (x_46re * (3.0d0 * x_46im)) * x_46re
    else if (x_46re <= 2d+107) then
        tmp = x_46im * ((x_46re * (x_46re * 3.0d0)) - (x_46im * x_46im))
    else
        tmp = (3.0d0 * (x_46re * x_46im)) * x_46re
    end if
    code = tmp
end function

Java

public static double code(double x_46_re, double x_46_im) {
	return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
}

↓

public static double code(double x_46_re, double x_46_im) {
	double tmp;
	if (x_46_re <= -2e+151) {
		tmp = (x_46_re * (3.0 * x_46_im)) * x_46_re;
	} else if (x_46_re <= 2e+107) {
		tmp = x_46_im * ((x_46_re * (x_46_re * 3.0)) - (x_46_im * x_46_im));
	} else {
		tmp = (3.0 * (x_46_re * x_46_im)) * x_46_re;
	}
	return tmp;
}

Python

def code(x_46_re, x_46_im):
	return (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re)

↓

def code(x_46_re, x_46_im):
	tmp = 0
	if x_46_re <= -2e+151:
		tmp = (x_46_re * (3.0 * x_46_im)) * x_46_re
	elif x_46_re <= 2e+107:
		tmp = x_46_im * ((x_46_re * (x_46_re * 3.0)) - (x_46_im * x_46_im))
	else:
		tmp = (3.0 * (x_46_re * x_46_im)) * x_46_re
	return tmp

Julia

function code(x_46_re, x_46_im)
	return Float64(Float64(Float64(Float64(x_46_re * x_46_re) - Float64(x_46_im * x_46_im)) * x_46_im) + Float64(Float64(Float64(x_46_re * x_46_im) + Float64(x_46_im * x_46_re)) * x_46_re))
end

↓

function code(x_46_re, x_46_im)
	tmp = 0.0
	if (x_46_re <= -2e+151)
		tmp = Float64(Float64(x_46_re * Float64(3.0 * x_46_im)) * x_46_re);
	elseif (x_46_re <= 2e+107)
		tmp = Float64(x_46_im * Float64(Float64(x_46_re * Float64(x_46_re * 3.0)) - Float64(x_46_im * x_46_im)));
	else
		tmp = Float64(Float64(3.0 * Float64(x_46_re * x_46_im)) * x_46_re);
	end
	return tmp
end

MATLAB

function tmp = code(x_46_re, x_46_im)
	tmp = (((x_46_re * x_46_re) - (x_46_im * x_46_im)) * x_46_im) + (((x_46_re * x_46_im) + (x_46_im * x_46_re)) * x_46_re);
end

↓

function tmp_2 = code(x_46_re, x_46_im)
	tmp = 0.0;
	if (x_46_re <= -2e+151)
		tmp = (x_46_re * (3.0 * x_46_im)) * x_46_re;
	elseif (x_46_re <= 2e+107)
		tmp = x_46_im * ((x_46_re * (x_46_re * 3.0)) - (x_46_im * x_46_im));
	else
		tmp = (3.0 * (x_46_re * x_46_im)) * x_46_re;
	end
	tmp_2 = tmp;
end

Wolfram

code[x$46$re_, x$46$im_] := N[(N[(N[(N[(x$46$re * x$46$re), $MachinePrecision] - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision] * x$46$im), $MachinePrecision] + N[(N[(N[(x$46$re * x$46$im), $MachinePrecision] + N[(x$46$im * x$46$re), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]), $MachinePrecision]

↓

code[x$46$re_, x$46$im_] := If[LessEqual[x$46$re, -2e+151], N[(N[(x$46$re * N[(3.0 * x$46$im), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision], If[LessEqual[x$46$re, 2e+107], N[(x$46$im * N[(N[(x$46$re * N[(x$46$re * 3.0), $MachinePrecision]), $MachinePrecision] - N[(x$46$im * x$46$im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(3.0 * N[(x$46$re * x$46$im), $MachinePrecision]), $MachinePrecision] * x$46$re), $MachinePrecision]]]

Target

Original	7.5
Target	0.2
Herbie	0.2

\[\left(x.re \cdot x.im\right) \cdot \left(2 \cdot x.re\right) + \left(x.im \cdot \left(x.re - x.im\right)\right) \cdot \left(x.re + x.im\right) \]

Derivation

1. Split input into 3 regimes

2. if x.re < -2.00000000000000003e151

   1. Initial program 62.3

      \[\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]

   2. Simplified 0.4

      \[\leadsto \color{blue}{\left(x.re + x.im\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)} \]
      Proof

      [Start] 62.3	\[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-2 [=>] 62.3	\[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-60 [=>] 62.3	\[ x.im \cdot \color{blue}{\left(\left(x.im + x.re\right) \cdot \left(x.re - x.im\right)\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-43 [=>] 0.4	\[ \color{blue}{\left(x.im + x.re\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-1 [=>] 0.4	\[ \color{blue}{\left(x.re + x.im\right)} \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-2 [=>] 0.4	\[ \left(x.re + x.im\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + \color{blue}{x.re \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)} \]
      rational.json-simplify-47 [=>] 0.4	\[ \left(x.re + x.im\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + x.re \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)} \]

   3. Taylor expanded in x.re around inf 0.4

      \[\leadsto \left(x.re + x.im\right) \cdot \color{blue}{\left(x.re \cdot x.im\right)} + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right) \]

   4. Applied egg-rr 0.4

      \[\leadsto \color{blue}{\left(x.im \cdot \left(x.im + x.re \cdot 3\right)\right) \cdot x.re} \]

   5. Taylor expanded in x.im around 0 0.4

      \[\leadsto \color{blue}{\left(3 \cdot \left(x.re \cdot x.im\right)\right)} \cdot x.re \]

   6. Simplified 0.4

      \[\leadsto \color{blue}{\left(x.re \cdot \left(3 \cdot x.im\right)\right)} \cdot x.re \]
      Proof

      [Start] 0.4	\[ \left(3 \cdot \left(x.re \cdot x.im\right)\right) \cdot x.re \]
      rational.json-simplify-43 [=>] 0.4	\[ \color{blue}{\left(x.re \cdot \left(x.im \cdot 3\right)\right)} \cdot x.re \]
      rational.json-simplify-2 [=>] 0.4	\[ \left(x.re \cdot \color{blue}{\left(3 \cdot x.im\right)}\right) \cdot x.re \]

   if -2.00000000000000003e151 < x.re < 1.9999999999999999e107

   1. Initial program 0.2

      \[\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]

   2. Simplified 0.2

      \[\leadsto \color{blue}{x.im \cdot \left(\left(x.re \cdot x.re - x.im \cdot x.im\right) + x.re \cdot \left(x.re + x.re\right)\right)} \]
      Proof

      [Start] 0.2	\[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-1 [=>] 0.2	\[ \color{blue}{\left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re + \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im} \]
      rational.json-simplify-2 [=>] 0.2	\[ \color{blue}{x.re \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)} + \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im \]
      rational.json-simplify-1 [=>] 0.2	\[ x.re \cdot \color{blue}{\left(x.im \cdot x.re + x.re \cdot x.im\right)} + \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im \]
      rational.json-simplify-47 [=>] 0.2	\[ x.re \cdot \color{blue}{\left(x.im \cdot \left(x.re + x.re\right)\right)} + \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im \]
      rational.json-simplify-43 [=>] 0.2	\[ \color{blue}{x.im \cdot \left(\left(x.re + x.re\right) \cdot x.re\right)} + \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im \]
      rational.json-simplify-47 [=>] 0.2	\[ \color{blue}{x.im \cdot \left(\left(x.re \cdot x.re - x.im \cdot x.im\right) + \left(x.re + x.re\right) \cdot x.re\right)} \]
      rational.json-simplify-2 [=>] 0.2	\[ x.im \cdot \left(\left(x.re \cdot x.re - x.im \cdot x.im\right) + \color{blue}{x.re \cdot \left(x.re + x.re\right)}\right) \]

   3. Applied egg-rr 0.2

      \[\leadsto \color{blue}{x.im \cdot \left(x.re \cdot \left(x.re \cdot 3\right) - x.im \cdot x.im\right) + 0} \]

   4. Simplified 0.2

      \[\leadsto \color{blue}{x.im \cdot \left(x.re \cdot \left(x.re \cdot 3\right) - x.im \cdot x.im\right)} \]
      Proof

      [Start] 0.2	\[ x.im \cdot \left(x.re \cdot \left(x.re \cdot 3\right) - x.im \cdot x.im\right) + 0 \]
      rational.json-simplify-4 [=>] 0.2	\[ \color{blue}{x.im \cdot \left(x.re \cdot \left(x.re \cdot 3\right) - x.im \cdot x.im\right)} \]

   if 1.9999999999999999e107 < x.re

   1. Initial program 38.9

      \[\left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]

   2. Simplified 0.4

      \[\leadsto \color{blue}{\left(x.re + x.im\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right)} \]
      Proof

      [Start] 38.9	\[ \left(x.re \cdot x.re - x.im \cdot x.im\right) \cdot x.im + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-2 [=>] 38.9	\[ \color{blue}{x.im \cdot \left(x.re \cdot x.re - x.im \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-60 [=>] 38.9	\[ x.im \cdot \color{blue}{\left(\left(x.im + x.re\right) \cdot \left(x.re - x.im\right)\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-43 [=>] 0.4	\[ \color{blue}{\left(x.im + x.re\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right)} + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-1 [=>] 0.4	\[ \color{blue}{\left(x.re + x.im\right)} \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + \left(x.re \cdot x.im + x.im \cdot x.re\right) \cdot x.re \]
      rational.json-simplify-2 [=>] 0.4	\[ \left(x.re + x.im\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + \color{blue}{x.re \cdot \left(x.re \cdot x.im + x.im \cdot x.re\right)} \]
      rational.json-simplify-47 [=>] 0.4	\[ \left(x.re + x.im\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + x.re \cdot \color{blue}{\left(x.re \cdot \left(x.im + x.im\right)\right)} \]

   3. Taylor expanded in x.re around inf 0.4

      \[\leadsto \left(x.re + x.im\right) \cdot \color{blue}{\left(x.re \cdot x.im\right)} + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right) \]

   4. Applied egg-rr 0.3

      \[\leadsto \color{blue}{\left(x.im \cdot \left(x.im + x.re \cdot 3\right)\right) \cdot x.re} \]

   5. Taylor expanded in x.im around 0 0.4

      \[\leadsto \color{blue}{\left(3 \cdot \left(x.re \cdot x.im\right)\right)} \cdot x.re \]
3. Recombined 3 regimes into one program.

4. Final simplification 0.2

   \[\leadsto \begin{array}{l} \mathbf{if}\;x.re \leq -2 \cdot 10^{+151}:\\ \;\;\;\;\left(x.re \cdot \left(3 \cdot x.im\right)\right) \cdot x.re\\ \mathbf{elif}\;x.re \leq 2 \cdot 10^{+107}:\\ \;\;\;\;x.im \cdot \left(x.re \cdot \left(x.re \cdot 3\right) - x.im \cdot x.im\right)\\ \mathbf{else}:\\ \;\;\;\;\left(3 \cdot \left(x.re \cdot x.im\right)\right) \cdot x.re\\ \end{array} \]

Alternatives

Alternative 1
Error	0.2
Cost	1088

\[\left(x.re + x.im\right) \cdot \left(\left(x.re - x.im\right) \cdot x.im\right) + x.re \cdot \left(x.re \cdot \left(x.im + x.im\right)\right) \]

Alternative 2
Error	0.2
Cost	968

\[\begin{array}{l} \mathbf{if}\;x.re \leq -3.2 \cdot 10^{+146}:\\ \;\;\;\;\left(x.re \cdot \left(3 \cdot x.im\right)\right) \cdot x.re\\ \mathbf{elif}\;x.re \leq 9 \cdot 10^{+106}:\\ \;\;\;\;x.im \cdot \left(3 \cdot \left(x.re \cdot x.re\right) - x.im \cdot x.im\right)\\ \mathbf{else}:\\ \;\;\;\;\left(3 \cdot \left(x.re \cdot x.im\right)\right) \cdot x.re\\ \end{array} \]

Alternative 3
Error	19.0
Cost	576

\[\left(x.im \cdot \left(x.im + x.re \cdot 3\right)\right) \cdot x.re \]

Alternative 4
Error	26.4
Cost	448

\[3 \cdot \left(\left(x.re \cdot x.re\right) \cdot x.im\right) \]

Alternative 5
Error	26.4
Cost	448

\[x.im \cdot \left(x.re \cdot \left(3 \cdot x.re\right)\right) \]

Alternative 6
Error	19.0
Cost	448

\[\left(3 \cdot \left(x.re \cdot x.im\right)\right) \cdot x.re \]

Alternative 7
Error	19.0
Cost	448

\[\left(x.re \cdot \left(3 \cdot x.im\right)\right) \cdot x.re \]

Alternative 8
Error	46.5
Cost	320

\[\left(x.im \cdot x.im\right) \cdot x.re \]

Reproduce

herbie shell --seed 2023077 
(FPCore (x.re x.im)
  :name "math.cube on complex, imaginary part"
  :precision binary64

  :herbie-target
  (+ (* (* x.re x.im) (* 2.0 x.re)) (* (* x.im (- x.re x.im)) (+ x.re x.im)))

  (+ (* (- (* x.re x.re) (* x.im x.im)) x.im) (* (+ (* x.re x.im) (* x.im x.re)) x.re)))