?

Average Accuracy: 55.2% → 99.6%
Time: 18.0s
Precision: binary64
Cost: 13568

?

\[\left(\left(1.0536712127723509 \cdot 10^{-8} < a \land a < 94906265.62425156\right) \land \left(1.0536712127723509 \cdot 10^{-8} < b \land b < 94906265.62425156\right)\right) \land \left(1.0536712127723509 \cdot 10^{-8} < c \land c < 94906265.62425156\right)\]
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \]
\[\frac{-c}{b + \sqrt{\mathsf{fma}\left(c, a \cdot -3, b \cdot b\right)}} \]
(FPCore (a b c)
 :precision binary64
 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
(FPCore (a b c)
 :precision binary64
 (/ (- c) (+ b (sqrt (fma c (* a -3.0) (* b b))))))
double code(double a, double b, double c) {
	return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
double code(double a, double b, double c) {
	return -c / (b + sqrt(fma(c, (a * -3.0), (b * b))));
}
function code(a, b, c)
	return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a))
end
function code(a, b, c)
	return Float64(Float64(-c) / Float64(b + sqrt(fma(c, Float64(a * -3.0), Float64(b * b)))))
end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
code[a_, b_, c_] := N[((-c) / N[(b + N[Sqrt[N[(c * N[(a * -3.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\frac{-c}{b + \sqrt{\mathsf{fma}\left(c, a \cdot -3, b \cdot b\right)}}

Error?

Derivation?

  1. Initial program 55.2%

    \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \]
  2. Simplified55.2%

    \[\leadsto \color{blue}{\left(b - \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right) \cdot \frac{-0.3333333333333333}{a}} \]
    Proof

    [Start]55.2

    \[ \frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \]

    remove-double-neg [<=]55.2

    \[ \frac{\left(-b\right) + \color{blue}{\left(-\left(-\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}\right)\right)}}{3 \cdot a} \]

    sub-neg [<=]55.2

    \[ \frac{\color{blue}{\left(-b\right) - \left(-\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}\right)}}{3 \cdot a} \]

    div-sub [=>]54.4

    \[ \color{blue}{\frac{-b}{3 \cdot a} - \frac{-\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}} \]

    neg-mul-1 [=>]54.4

    \[ \frac{\color{blue}{-1 \cdot b}}{3 \cdot a} - \frac{-\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \]

    associate-*l/ [<=]54.4

    \[ \color{blue}{\frac{-1}{3 \cdot a} \cdot b} - \frac{-\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \]

    distribute-frac-neg [=>]54.4

    \[ \frac{-1}{3 \cdot a} \cdot b - \color{blue}{\left(-\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\right)} \]

    fma-neg [=>]55.2

    \[ \color{blue}{\mathsf{fma}\left(\frac{-1}{3 \cdot a}, b, -\left(-\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\right)\right)} \]

    /-rgt-identity [<=]55.2

    \[ \mathsf{fma}\left(\frac{-1}{3 \cdot a}, \color{blue}{\frac{b}{1}}, -\left(-\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\right)\right) \]

    metadata-eval [<=]55.2

    \[ \mathsf{fma}\left(\frac{-1}{3 \cdot a}, \frac{b}{\color{blue}{\frac{-1}{-1}}}, -\left(-\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\right)\right) \]

    associate-/l* [<=]55.2

    \[ \mathsf{fma}\left(\frac{-1}{3 \cdot a}, \color{blue}{\frac{b \cdot -1}{-1}}, -\left(-\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\right)\right) \]

    *-commutative [<=]55.2

    \[ \mathsf{fma}\left(\frac{-1}{3 \cdot a}, \frac{\color{blue}{-1 \cdot b}}{-1}, -\left(-\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\right)\right) \]

    neg-mul-1 [<=]55.2

    \[ \mathsf{fma}\left(\frac{-1}{3 \cdot a}, \frac{\color{blue}{-b}}{-1}, -\left(-\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\right)\right) \]

    fma-neg [<=]54.4

    \[ \color{blue}{\frac{-1}{3 \cdot a} \cdot \frac{-b}{-1} - \left(-\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\right)} \]

    neg-mul-1 [=>]54.4

    \[ \frac{-1}{3 \cdot a} \cdot \frac{-b}{-1} - \color{blue}{-1 \cdot \frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}} \]
  3. Applied egg-rr56.7%

    \[\leadsto \color{blue}{\frac{b \cdot b - \mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}{\frac{\left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right) \cdot a}{-0.3333333333333333}}} \]
  4. Taylor expanded in b around 0 99.1%

    \[\leadsto \frac{\color{blue}{3 \cdot \left(c \cdot a\right)}}{\frac{\left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right) \cdot a}{-0.3333333333333333}} \]
  5. Applied egg-rr61.8%

    \[\leadsto \color{blue}{e^{\mathsf{log1p}\left(\frac{c \cdot a}{a \cdot \left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)} \cdot -1\right)} - 1} \]
  6. Simplified99.6%

    \[\leadsto \color{blue}{-\frac{c}{b + \sqrt{\mathsf{fma}\left(c, a \cdot -3, b \cdot b\right)}}} \]
    Proof

    [Start]61.8

    \[ e^{\mathsf{log1p}\left(\frac{c \cdot a}{a \cdot \left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)} \cdot -1\right)} - 1 \]

    expm1-def [=>]85.0

    \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{c \cdot a}{a \cdot \left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)} \cdot -1\right)\right)} \]

    expm1-log1p [=>]99.3

    \[ \color{blue}{\frac{c \cdot a}{a \cdot \left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)} \cdot -1} \]

    *-commutative [=>]99.3

    \[ \color{blue}{-1 \cdot \frac{c \cdot a}{a \cdot \left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)}} \]

    mul-1-neg [=>]99.3

    \[ \color{blue}{-\frac{c \cdot a}{a \cdot \left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)}} \]

    associate-/r* [=>]99.5

    \[ -\color{blue}{\frac{\frac{c \cdot a}{a}}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}} \]

    associate-/l* [=>]99.6

    \[ -\frac{\color{blue}{\frac{c}{\frac{a}{a}}}}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}} \]

    associate-/l/ [=>]99.6

    \[ -\color{blue}{\frac{c}{\left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right) \cdot \frac{a}{a}}} \]

    *-inverses [=>]99.6

    \[ -\frac{c}{\left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right) \cdot \color{blue}{1}} \]

    *-rgt-identity [=>]99.6

    \[ -\frac{c}{\color{blue}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}} \]

    remove-double-neg [<=]99.6

    \[ -\frac{c}{\color{blue}{-\left(-\left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)\right)}} \]

    remove-double-neg [=>]99.6

    \[ -\frac{c}{\color{blue}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}} \]

    unpow2 [<=]99.6

    \[ -\frac{c}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, \color{blue}{{b}^{2}}\right)}} \]

    fma-udef [=>]99.6

    \[ -\frac{c}{b + \sqrt{\color{blue}{a \cdot \left(c \cdot -3\right) + {b}^{2}}}} \]

    *-commutative [=>]99.6

    \[ -\frac{c}{b + \sqrt{a \cdot \color{blue}{\left(-3 \cdot c\right)} + {b}^{2}}} \]

    associate-*l* [<=]99.6

    \[ -\frac{c}{b + \sqrt{\color{blue}{\left(a \cdot -3\right) \cdot c} + {b}^{2}}} \]

    *-commutative [=>]99.6

    \[ -\frac{c}{b + \sqrt{\color{blue}{c \cdot \left(a \cdot -3\right)} + {b}^{2}}} \]

    fma-def [=>]99.6

    \[ -\frac{c}{b + \sqrt{\color{blue}{\mathsf{fma}\left(c, a \cdot -3, {b}^{2}\right)}}} \]

    unpow2 [=>]99.6

    \[ -\frac{c}{b + \sqrt{\mathsf{fma}\left(c, a \cdot -3, \color{blue}{b \cdot b}\right)}} \]
  7. Final simplification99.6%

    \[\leadsto \frac{-c}{b + \sqrt{\mathsf{fma}\left(c, a \cdot -3, b \cdot b\right)}} \]

Alternatives

Alternative 1
Accuracy85.7%
Cost14788
\[\begin{array}{l} t_0 := \frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3}\\ \mathbf{if}\;t_0 \leq -0.003:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}}\\ \end{array} \]
Alternative 2
Accuracy99.3%
Cost7680
\[\frac{\frac{-c}{a}}{\frac{b}{a} + \frac{\sqrt{b \cdot b + a \cdot \left(c \cdot -3\right)}}{a}} \]
Alternative 3
Accuracy85.5%
Cost7492
\[\begin{array}{l} \mathbf{if}\;b \leq 0.95:\\ \;\;\;\;\left(b - \sqrt{b \cdot b + a \cdot \left(c \cdot -3\right)}\right) \cdot \frac{-0.3333333333333333}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}}\\ \end{array} \]
Alternative 4
Accuracy85.5%
Cost7492
\[\begin{array}{l} \mathbf{if}\;b \leq 0.95:\\ \;\;\;\;\frac{b - \sqrt{b \cdot b + a \cdot \left(c \cdot -3\right)}}{a} \cdot -0.3333333333333333\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}}\\ \end{array} \]
Alternative 5
Accuracy82.3%
Cost832
\[\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}} \]
Alternative 6
Accuracy64.6%
Cost320
\[-0.5 \cdot \frac{c}{b} \]

Error

Reproduce?

herbie shell --seed 2023122 
(FPCore (a b c)
  :name "Cubic critical, narrow range"
  :precision binary64
  :pre (and (and (and (< 1.0536712127723509e-8 a) (< a 94906265.62425156)) (and (< 1.0536712127723509e-8 b) (< b 94906265.62425156))) (and (< 1.0536712127723509e-8 c) (< c 94906265.62425156)))
  (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))