
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
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) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
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 tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); 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]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 15 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
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) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
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 tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); 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]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(if (<= b -5.2e+67)
(/ (/ (- b (- b)) -3.0) a)
(if (<= b 1.06e-54)
(/ 1.0 (* a (/ -3.0 (- b (sqrt (fma b b (* c (* a -3.0))))))))
(/ (* c -0.5) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5.2e+67) {
tmp = ((b - -b) / -3.0) / a;
} else if (b <= 1.06e-54) {
tmp = 1.0 / (a * (-3.0 / (b - sqrt(fma(b, b, (c * (a * -3.0)))))));
} else {
tmp = (c * -0.5) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -5.2e+67) tmp = Float64(Float64(Float64(b - Float64(-b)) / -3.0) / a); elseif (b <= 1.06e-54) tmp = Float64(1.0 / Float64(a * Float64(-3.0 / Float64(b - sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))))))); else tmp = Float64(Float64(c * -0.5) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -5.2e+67], N[(N[(N[(b - (-b)), $MachinePrecision] / -3.0), $MachinePrecision] / a), $MachinePrecision], If[LessEqual[b, 1.06e-54], N[(1.0 / N[(a * N[(-3.0 / N[(b - N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5.2 \cdot 10^{+67}:\\
\;\;\;\;\frac{\frac{b - \left(-b\right)}{-3}}{a}\\
\mathbf{elif}\;b \leq 1.06 \cdot 10^{-54}:\\
\;\;\;\;\frac{1}{a \cdot \frac{-3}{b - \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)}}}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot -0.5}{b}\\
\end{array}
\end{array}
if b < -5.2000000000000001e67Initial program 64.7%
Applied rewrites64.8%
lift-/.f64N/A
lift-*.f64N/A
associate-/l*N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f64N/A
associate-/l/N/A
metadata-evalN/A
distribute-lft-neg-inN/A
lower-/.f64N/A
distribute-lft-neg-inN/A
metadata-evalN/A
*-commutativeN/A
lift-*.f6464.8
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
lower-*.f6464.6
Applied rewrites64.6%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6497.9
Applied rewrites97.9%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
un-div-invN/A
lift-*.f64N/A
*-commutativeN/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f6498.1
Applied rewrites98.1%
if -5.2000000000000001e67 < b < 1.0600000000000001e-54Initial program 76.3%
Applied rewrites76.2%
lift-/.f64N/A
lift-*.f64N/A
associate-/l*N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f64N/A
associate-/l/N/A
metadata-evalN/A
distribute-lft-neg-inN/A
lower-/.f64N/A
distribute-lft-neg-inN/A
metadata-evalN/A
*-commutativeN/A
lift-*.f6476.2
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
lower-*.f6476.2
Applied rewrites76.2%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
un-div-invN/A
lift-*.f64N/A
*-commutativeN/A
associate-/r*N/A
lower-/.f64N/A
Applied rewrites76.3%
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
clear-numN/A
frac-timesN/A
metadata-evalN/A
lower-/.f64N/A
lower-*.f64N/A
Applied rewrites76.4%
if 1.0600000000000001e-54 < b Initial program 23.2%
Taylor expanded in b around inf
associate-*r/N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f6482.0
Applied rewrites82.0%
Final simplification83.4%
(FPCore (a b c)
:precision binary64
(if (<= b -4.6e+101)
(* (- b (- b)) (/ (/ 1.0 a) -3.0))
(if (<= b 1.06e-54)
(/ (/ (- b (sqrt (fma a (* -3.0 c) (* b b)))) a) -3.0)
(/ (* c -0.5) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -4.6e+101) {
tmp = (b - -b) * ((1.0 / a) / -3.0);
} else if (b <= 1.06e-54) {
tmp = ((b - sqrt(fma(a, (-3.0 * c), (b * b)))) / a) / -3.0;
} else {
tmp = (c * -0.5) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -4.6e+101) tmp = Float64(Float64(b - Float64(-b)) * Float64(Float64(1.0 / a) / -3.0)); elseif (b <= 1.06e-54) tmp = Float64(Float64(Float64(b - sqrt(fma(a, Float64(-3.0 * c), Float64(b * b)))) / a) / -3.0); else tmp = Float64(Float64(c * -0.5) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -4.6e+101], N[(N[(b - (-b)), $MachinePrecision] * N[(N[(1.0 / a), $MachinePrecision] / -3.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.06e-54], N[(N[(N[(b - N[Sqrt[N[(a * N[(-3.0 * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] / -3.0), $MachinePrecision], N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4.6 \cdot 10^{+101}:\\
\;\;\;\;\left(b - \left(-b\right)\right) \cdot \frac{\frac{1}{a}}{-3}\\
\mathbf{elif}\;b \leq 1.06 \cdot 10^{-54}:\\
\;\;\;\;\frac{\frac{b - \sqrt{\mathsf{fma}\left(a, -3 \cdot c, b \cdot b\right)}}{a}}{-3}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot -0.5}{b}\\
\end{array}
\end{array}
if b < -4.6000000000000003e101Initial program 53.5%
Applied rewrites53.6%
lift-/.f64N/A
lift-*.f64N/A
associate-/l*N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f64N/A
associate-/l/N/A
metadata-evalN/A
distribute-lft-neg-inN/A
lower-/.f64N/A
distribute-lft-neg-inN/A
metadata-evalN/A
*-commutativeN/A
lift-*.f6453.6
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
lower-*.f6453.4
Applied rewrites53.4%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6495.2
Applied rewrites95.2%
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f6495.3
Applied rewrites95.3%
if -4.6000000000000003e101 < b < 1.0600000000000001e-54Initial program 80.1%
Applied rewrites80.0%
if 1.0600000000000001e-54 < b Initial program 16.7%
Taylor expanded in b around inf
associate-*r/N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f6487.0
Applied rewrites87.0%
Final simplification85.7%
herbie shell --seed 2024226
(FPCore (a b c)
:name "Cubic critical"
:precision binary64
(/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))