
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * 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) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * 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) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(*
(fma
(fma
(/ -1.0 (* b b))
(/ a b)
(* (* (* (* (fma (* c a) -5.0 (* -2.0 (* b b))) a) a) (pow b -7.0)) c))
c
(/ -1.0 b))
c))
double code(double a, double b, double c) {
return fma(fma((-1.0 / (b * b)), (a / b), ((((fma((c * a), -5.0, (-2.0 * (b * b))) * a) * a) * pow(b, -7.0)) * c)), c, (-1.0 / b)) * c;
}
function code(a, b, c) return Float64(fma(fma(Float64(-1.0 / Float64(b * b)), Float64(a / b), Float64(Float64(Float64(Float64(fma(Float64(c * a), -5.0, Float64(-2.0 * Float64(b * b))) * a) * a) * (b ^ -7.0)) * c)), c, Float64(-1.0 / b)) * c) end
code[a_, b_, c_] := N[(N[(N[(N[(-1.0 / N[(b * b), $MachinePrecision]), $MachinePrecision] * N[(a / b), $MachinePrecision] + N[(N[(N[(N[(N[(N[(c * a), $MachinePrecision] * -5.0 + N[(-2.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * N[Power[b, -7.0], $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision] * c + N[(-1.0 / b), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(\frac{-1}{b \cdot b}, \frac{a}{b}, \left(\left(\left(\mathsf{fma}\left(c \cdot a, -5, -2 \cdot \left(b \cdot b\right)\right) \cdot a\right) \cdot a\right) \cdot {b}^{-7}\right) \cdot c\right), c, \frac{-1}{b}\right) \cdot c
\end{array}
Initial program 18.8%
Taylor expanded in c around 0
Applied rewrites97.8%
Taylor expanded in b around 0
Applied rewrites97.8%
Taylor expanded in a around 0
Applied rewrites97.8%
Applied rewrites97.8%
Final simplification97.8%
(FPCore (a b c) :precision binary64 (* (fma (/ (fma (/ (* (* a a) -2.0) b) (/ c b) (- a)) (pow b 3.0)) c (/ -1.0 b)) c))
double code(double a, double b, double c) {
return fma((fma((((a * a) * -2.0) / b), (c / b), -a) / pow(b, 3.0)), c, (-1.0 / b)) * c;
}
function code(a, b, c) return Float64(fma(Float64(fma(Float64(Float64(Float64(a * a) * -2.0) / b), Float64(c / b), Float64(-a)) / (b ^ 3.0)), c, Float64(-1.0 / b)) * c) end
code[a_, b_, c_] := N[(N[(N[(N[(N[(N[(N[(a * a), $MachinePrecision] * -2.0), $MachinePrecision] / b), $MachinePrecision] * N[(c / b), $MachinePrecision] + (-a)), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * c + N[(-1.0 / b), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\frac{\mathsf{fma}\left(\frac{\left(a \cdot a\right) \cdot -2}{b}, \frac{c}{b}, -a\right)}{{b}^{3}}, c, \frac{-1}{b}\right) \cdot c
\end{array}
Initial program 18.8%
Taylor expanded in c around 0
Applied rewrites97.8%
Taylor expanded in b around 0
Applied rewrites97.8%
Taylor expanded in a around 0
Applied rewrites97.8%
Taylor expanded in b around inf
Applied rewrites97.2%
Final simplification97.2%
(FPCore (a b c) :precision binary64 (/ (fma c (/ (* c a) (* b b)) c) (- b)))
double code(double a, double b, double c) {
return fma(c, ((c * a) / (b * b)), c) / -b;
}
function code(a, b, c) return Float64(fma(c, Float64(Float64(c * a) / Float64(b * b)), c) / Float64(-b)) end
code[a_, b_, c_] := N[(N[(c * N[(N[(c * a), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(c, \frac{c \cdot a}{b \cdot b}, c\right)}{-b}
\end{array}
Initial program 18.8%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-/l*N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f6496.1
Applied rewrites96.1%
Applied rewrites96.1%
Final simplification96.1%
(FPCore (a b c) :precision binary64 (/ (- c) b))
double code(double a, double b, double c) {
return -c / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = -c / b
end function
public static double code(double a, double b, double c) {
return -c / b;
}
def code(a, b, c): return -c / b
function code(a, b, c) return Float64(Float64(-c) / b) end
function tmp = code(a, b, c) tmp = -c / b; end
code[a_, b_, c_] := N[((-c) / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{-c}{b}
\end{array}
Initial program 18.8%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6490.2
Applied rewrites90.2%
(FPCore (a b c) :precision binary64 0.0)
double code(double a, double b, double c) {
return 0.0;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.0d0
end function
public static double code(double a, double b, double c) {
return 0.0;
}
def code(a, b, c): return 0.0
function code(a, b, c) return 0.0 end
function tmp = code(a, b, c) tmp = 0.0; end
code[a_, b_, c_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 18.8%
lift-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
div-subN/A
lower--.f64N/A
Applied rewrites18.5%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-/.f64N/A
div-invN/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
lower-neg.f64N/A
metadata-evalN/A
lift-*.f64N/A
associate-/r*N/A
metadata-evalN/A
metadata-evalN/A
lower-/.f6419.8
lift-/.f64N/A
div-invN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites20.3%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgt3.3
Applied rewrites3.3%
herbie shell --seed 2024268
(FPCore (a b c)
:name "Quadratic roots, wide range"
:precision binary64
:pre (and (and (and (< 4.930380657631324e-32 a) (< a 2.028240960365167e+31)) (and (< 4.930380657631324e-32 b) (< b 2.028240960365167e+31))) (and (< 4.930380657631324e-32 c) (< c 2.028240960365167e+31)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))