quadm (p42, negative)

Average Error: 34.2 → 10.0

Time: 15.2s

Precision: binary64

Cost: 7688

Math

\[\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a} \]

↓

\[\begin{array}{l} \mathbf{if}\;b \leq -4.2 \cdot 10^{-62}:\\ \;\;\;\;-\frac{c}{b}\\ \mathbf{elif}\;b \leq 1.1 \cdot 10^{+125}:\\ \;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}\\ \mathbf{else}:\\ \;\;\;\;\frac{c}{b} - \frac{b}{a}\\ \end{array} \]

FPCore

(FPCore (a b c)
 :precision binary64
 (/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))

↓

(FPCore (a b c)
 :precision binary64
 (if (<= b -4.2e-62)
   (- (/ c b))
   (if (<= b 1.1e+125)
     (/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a))
     (- (/ c b) (/ b a)))))

C

double code(double a, double b, double c) {
	return (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}

↓

double code(double a, double b, double c) {
	double tmp;
	if (b <= -4.2e-62) {
		tmp = -(c / b);
	} else if (b <= 1.1e+125) {
		tmp = (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
	} else {
		tmp = (c / b) - (b / a);
	}
	return tmp;
}

Fortran

real(8) function code(a, b, c)
    real(8), intent (in) :: a
    real(8), intent (in) :: b
    real(8), intent (in) :: c
    code = (-b - sqrt(((b * b) - (4.0d0 * (a * c))))) / (2.0d0 * a)
end function

↓

real(8) function code(a, b, c)
    real(8), intent (in) :: a
    real(8), intent (in) :: b
    real(8), intent (in) :: c
    real(8) :: tmp
    if (b <= (-4.2d-62)) then
        tmp = -(c / b)
    else if (b <= 1.1d+125) then
        tmp = (-b - sqrt(((b * b) - (4.0d0 * (a * c))))) / (2.0d0 * a)
    else
        tmp = (c / b) - (b / a)
    end if
    code = tmp
end function

Java

public static double code(double a, double b, double c) {
	return (-b - Math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}

↓

public static double code(double a, double b, double c) {
	double tmp;
	if (b <= -4.2e-62) {
		tmp = -(c / b);
	} else if (b <= 1.1e+125) {
		tmp = (-b - Math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
	} else {
		tmp = (c / b) - (b / a);
	}
	return tmp;
}

Python

def code(a, b, c):
	return (-b - math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a)

↓

def code(a, b, c):
	tmp = 0
	if b <= -4.2e-62:
		tmp = -(c / b)
	elif b <= 1.1e+125:
		tmp = (-b - math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a)
	else:
		tmp = (c / b) - (b / a)
	return tmp

Julia

function code(a, b, c)
	return Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))) / Float64(2.0 * a))
end

↓

function code(a, b, c)
	tmp = 0.0
	if (b <= -4.2e-62)
		tmp = Float64(-Float64(c / b));
	elseif (b <= 1.1e+125)
		tmp = Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))) / Float64(2.0 * a));
	else
		tmp = Float64(Float64(c / b) - Float64(b / a));
	end
	return tmp
end

MATLAB

function tmp = code(a, b, c)
	tmp = (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
end

↓

function tmp_2 = code(a, b, c)
	tmp = 0.0;
	if (b <= -4.2e-62)
		tmp = -(c / b);
	elseif (b <= 1.1e+125)
		tmp = (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
	else
		tmp = (c / b) - (b / a);
	end
	tmp_2 = tmp;
end

Wolfram

code[a_, b_, c_] := N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]

↓

code[a_, b_, c_] := If[LessEqual[b, -4.2e-62], (-N[(c / b), $MachinePrecision]), If[LessEqual[b, 1.1e+125], N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]

Target

Original	34.2
Target	21.0
Herbie	10.0

\[\begin{array}{l} \mathbf{if}\;b < 0:\\ \;\;\;\;\frac{c}{a \cdot \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}\\ \end{array} \]

Derivation

1. Split input into 3 regimes

2. if b < -4.1999999999999998e-62

   1. Initial program 54.0

      \[\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a} \]

   2. Simplified 54.0

      \[\leadsto \color{blue}{\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a + a}} \]
      Proof

      [Start] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{a \cdot 2}} \]
      metadata-eval [<=] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot \color{blue}{\left(1 + 1\right)}} \]
      metadata-eval [<=] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot \left(\color{blue}{\frac{4}{4}} + 1\right)} \]
      metadata-eval [<=] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot \left(\frac{4}{4} + \color{blue}{\frac{4}{4}}\right)} \]
      rational_best_oopsla_all_46_json_45_simplify-23 [<=] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\frac{4}{4} \cdot a + a \cdot \frac{4}{4}}} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [<=] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{a \cdot \frac{4}{4}} + a \cdot \frac{4}{4}} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot \frac{4}{4} + \color{blue}{\frac{4}{4} \cdot a}} \]
      rational_best_oopsla_all_46_json_45_simplify-23 [=>] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\frac{4}{4} \cdot \left(a + a\right)}} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\left(a + a\right) \cdot \frac{4}{4}}} \]
      metadata-eval [=>] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\left(a + a\right) \cdot \color{blue}{1}} \]
      rational_best_oopsla_all_46_json_45_simplify-52 [=>] 54.0	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{a + a}} \]

   3. Taylor expanded in b around -inf 8.8

      \[\leadsto \color{blue}{-1 \cdot \frac{c}{b}} \]

   4. Simplified 8.8

      \[\leadsto \color{blue}{-\frac{c}{b}} \]
      Proof

      [Start] 8.8	\[ -1 \cdot \frac{c}{b} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 8.8	\[ \color{blue}{\frac{c}{b} \cdot -1} \]
      rational_best_oopsla_all_46_json_45_simplify-92 [=>] 8.8	\[ \color{blue}{-\frac{c}{b}} \]

   if -4.1999999999999998e-62 < b < 1.09999999999999995e125

   1. Initial program 12.9

      \[\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a} \]

   if 1.09999999999999995e125 < b

   1. Initial program 54.6

      \[\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a} \]

   2. Simplified 54.6

      \[\leadsto \color{blue}{\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a + a}} \]
      Proof

      [Start] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{a \cdot 2}} \]
      metadata-eval [<=] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot \color{blue}{\left(1 + 1\right)}} \]
      metadata-eval [<=] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot \left(\color{blue}{\frac{4}{4}} + 1\right)} \]
      metadata-eval [<=] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot \left(\frac{4}{4} + \color{blue}{\frac{4}{4}}\right)} \]
      rational_best_oopsla_all_46_json_45_simplify-23 [<=] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\frac{4}{4} \cdot a + a \cdot \frac{4}{4}}} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [<=] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{a \cdot \frac{4}{4}} + a \cdot \frac{4}{4}} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot \frac{4}{4} + \color{blue}{\frac{4}{4} \cdot a}} \]
      rational_best_oopsla_all_46_json_45_simplify-23 [=>] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\frac{4}{4} \cdot \left(a + a\right)}} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\left(a + a\right) \cdot \frac{4}{4}}} \]
      metadata-eval [=>] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\left(a + a\right) \cdot \color{blue}{1}} \]
      rational_best_oopsla_all_46_json_45_simplify-52 [=>] 54.6	\[ \frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{a + a}} \]

   3. Taylor expanded in b around inf 2.5

      \[\leadsto \color{blue}{\frac{c}{b} + -1 \cdot \frac{b}{a}} \]

   4. Simplified 2.5

      \[\leadsto \color{blue}{\left(-\frac{b}{a}\right) + \frac{c}{b}} \]
      Proof

      [Start] 2.5	\[ \frac{c}{b} + -1 \cdot \frac{b}{a} \]
      rational_best_oopsla_all_46_json_45_simplify-35 [=>] 2.5	\[ \color{blue}{-1 \cdot \frac{b}{a} + \frac{c}{b}} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 2.5	\[ \color{blue}{\frac{b}{a} \cdot -1} + \frac{c}{b} \]
      rational_best_oopsla_all_46_json_45_simplify-92 [=>] 2.5	\[ \color{blue}{\left(-\frac{b}{a}\right)} + \frac{c}{b} \]

   5. Applied egg-rr 2.5

      \[\leadsto \color{blue}{\left(-\frac{b}{a}\right) - \left(-\frac{c}{b}\right)} \]

   6. Simplified 2.5

      \[\leadsto \color{blue}{\frac{c}{b} - \frac{b}{a}} \]
      Proof

      [Start] 2.5	\[ \left(-\frac{b}{a}\right) - \left(-\frac{c}{b}\right) \]
      rational_best_oopsla_all_46_json_45_simplify-94 [=>] 2.5	\[ \color{blue}{\frac{b}{a} \cdot -1} - \left(-\frac{c}{b}\right) \]
      rational_best_oopsla_all_46_json_45_simplify-94 [=>] 2.5	\[ \frac{b}{a} \cdot -1 - \color{blue}{\frac{c}{b} \cdot -1} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [<=] 2.5	\[ \frac{b}{a} \cdot -1 - \color{blue}{-1 \cdot \frac{c}{b}} \]
      rational_best_oopsla_all_46_json_45_simplify-13 [<=] 2.5	\[ \color{blue}{-1 \cdot \left(\frac{b}{a} - \frac{c}{b}\right)} \]
      metadata-eval [<=] 2.5	\[ \color{blue}{\left(-1\right)} \cdot \left(\frac{b}{a} - \frac{c}{b}\right) \]
      rational_best_oopsla_all_46_json_45_simplify-87 [<=] 2.5	\[ \color{blue}{1 \cdot \left(\frac{c}{b} - \frac{b}{a}\right)} \]
      rational_best_oopsla_all_46_json_45_simplify-74 [=>] 2.5	\[ \color{blue}{\left(\frac{c}{b} - \frac{b}{a}\right) \cdot 1} \]
      rational_best_oopsla_all_46_json_45_simplify-52 [=>] 2.5	\[ \color{blue}{\frac{c}{b} - \frac{b}{a}} \]

3. Recombined 3 regimes into one program.

4. Final simplification 10.0

   \[\leadsto \begin{array}{l} \mathbf{if}\;b \leq -4.2 \cdot 10^{-62}:\\ \;\;\;\;-\frac{c}{b}\\ \mathbf{elif}\;b \leq 1.1 \cdot 10^{+125}:\\ \;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}\\ \mathbf{else}:\\ \;\;\;\;\frac{c}{b} - \frac{b}{a}\\ \end{array} \]

Alternatives

Alternative 1
Error	13.4
Cost	7432

\[\begin{array}{l} \mathbf{if}\;b \leq -3.05 \cdot 10^{-117}:\\ \;\;\;\;-\frac{c}{b}\\ \mathbf{elif}\;b \leq 5.6 \cdot 10^{-51}:\\ \;\;\;\;\frac{\left(-b\right) - \sqrt{c \cdot \left(a \cdot -4\right)}}{a + a}\\ \mathbf{else}:\\ \;\;\;\;\frac{c}{b} - \frac{b}{a}\\ \end{array} \]

Alternative 2
Error	22.9
Cost	580

\[\begin{array}{l} \mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\ \;\;\;\;-\frac{c}{b}\\ \mathbf{else}:\\ \;\;\;\;\frac{c}{b} - \frac{b}{a}\\ \end{array} \]

Alternative 3
Error	40.1
Cost	388

\[\begin{array}{l} \mathbf{if}\;b \leq -1.3 \cdot 10^{-18}:\\ \;\;\;\;\frac{c}{b}\\ \mathbf{else}:\\ \;\;\;\;-\frac{b}{a}\\ \end{array} \]

Alternative 4
Error	22.9
Cost	388

\[\begin{array}{l} \mathbf{if}\;b \leq -4.3 \cdot 10^{-213}:\\ \;\;\;\;-\frac{c}{b}\\ \mathbf{else}:\\ \;\;\;\;-\frac{b}{a}\\ \end{array} \]

Alternative 5
Error	56.7
Cost	192

\[\frac{c}{b} \]

Reproduce

herbie shell --seed 2023090 
(FPCore (a b c)
  :name "quadm (p42, negative)"
  :precision binary64

  :herbie-target
  (if (< b 0.0) (/ c (* a (/ (+ (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))) (/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))

  (/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))