
(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 11 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
(let* ((t_0 (sqrt (fma (* c -4.0) a (* b b)))))
(if (<= b -9.5e+163)
(/ (- b) a)
(if (<= b 1.8e-120)
(fma (/ t_0 a) 0.5 (/ b (* -2.0 a)))
(if (<= b 1.1e+77)
(/ 0.5 (/ a (/ (* (* c -4.0) a) (+ b t_0))))
(/ (- c) b))))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((c * -4.0), a, (b * b)));
double tmp;
if (b <= -9.5e+163) {
tmp = -b / a;
} else if (b <= 1.8e-120) {
tmp = fma((t_0 / a), 0.5, (b / (-2.0 * a)));
} else if (b <= 1.1e+77) {
tmp = 0.5 / (a / (((c * -4.0) * a) / (b + t_0)));
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(c * -4.0), a, Float64(b * b))) tmp = 0.0 if (b <= -9.5e+163) tmp = Float64(Float64(-b) / a); elseif (b <= 1.8e-120) tmp = fma(Float64(t_0 / a), 0.5, Float64(b / Float64(-2.0 * a))); elseif (b <= 1.1e+77) tmp = Float64(0.5 / Float64(a / Float64(Float64(Float64(c * -4.0) * a) / Float64(b + t_0)))); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(c * -4.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -9.5e+163], N[((-b) / a), $MachinePrecision], If[LessEqual[b, 1.8e-120], N[(N[(t$95$0 / a), $MachinePrecision] * 0.5 + N[(b / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.1e+77], N[(0.5 / N[(a / N[(N[(N[(c * -4.0), $MachinePrecision] * a), $MachinePrecision] / N[(b + t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(c \cdot -4, a, b \cdot b\right)}\\
\mathbf{if}\;b \leq -9.5 \cdot 10^{+163}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{elif}\;b \leq 1.8 \cdot 10^{-120}:\\
\;\;\;\;\mathsf{fma}\left(\frac{t\_0}{a}, 0.5, \frac{b}{-2 \cdot a}\right)\\
\mathbf{elif}\;b \leq 1.1 \cdot 10^{+77}:\\
\;\;\;\;\frac{0.5}{\frac{a}{\frac{\left(c \cdot -4\right) \cdot a}{b + t\_0}}}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -9.50000000000000053e163Initial program 41.2%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6497.9
Applied rewrites97.9%
if -9.50000000000000053e163 < b < 1.8000000000000001e-120Initial program 86.5%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6486.4
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6486.4
Applied rewrites86.4%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
metadata-evalN/A
associate-/r*N/A
lift-*.f64N/A
lift--.f64N/A
distribute-rgt-out--N/A
div-invN/A
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
sub-negN/A
Applied rewrites86.5%
if 1.8000000000000001e-120 < b < 1.1e77Initial program 44.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6444.5
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6444.5
Applied rewrites44.5%
Applied rewrites83.6%
if 1.1e77 < b Initial program 12.6%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6495.2
Applied rewrites95.2%
Final simplification90.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* c -4.0) a (* b b)))))
(if (<= b -9.5e+163)
(/ (- b) a)
(if (<= b 3.2e-118)
(fma (/ t_0 a) 0.5 (/ b (* -2.0 a)))
(if (<= b 1.36e+54)
(/ (* (* c -4.0) a) (* (* 2.0 a) (+ b t_0)))
(/ (- c) b))))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((c * -4.0), a, (b * b)));
double tmp;
if (b <= -9.5e+163) {
tmp = -b / a;
} else if (b <= 3.2e-118) {
tmp = fma((t_0 / a), 0.5, (b / (-2.0 * a)));
} else if (b <= 1.36e+54) {
tmp = ((c * -4.0) * a) / ((2.0 * a) * (b + t_0));
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(c * -4.0), a, Float64(b * b))) tmp = 0.0 if (b <= -9.5e+163) tmp = Float64(Float64(-b) / a); elseif (b <= 3.2e-118) tmp = fma(Float64(t_0 / a), 0.5, Float64(b / Float64(-2.0 * a))); elseif (b <= 1.36e+54) tmp = Float64(Float64(Float64(c * -4.0) * a) / Float64(Float64(2.0 * a) * Float64(b + t_0))); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(c * -4.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -9.5e+163], N[((-b) / a), $MachinePrecision], If[LessEqual[b, 3.2e-118], N[(N[(t$95$0 / a), $MachinePrecision] * 0.5 + N[(b / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.36e+54], N[(N[(N[(c * -4.0), $MachinePrecision] * a), $MachinePrecision] / N[(N[(2.0 * a), $MachinePrecision] * N[(b + t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(c \cdot -4, a, b \cdot b\right)}\\
\mathbf{if}\;b \leq -9.5 \cdot 10^{+163}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{elif}\;b \leq 3.2 \cdot 10^{-118}:\\
\;\;\;\;\mathsf{fma}\left(\frac{t\_0}{a}, 0.5, \frac{b}{-2 \cdot a}\right)\\
\mathbf{elif}\;b \leq 1.36 \cdot 10^{+54}:\\
\;\;\;\;\frac{\left(c \cdot -4\right) \cdot a}{\left(2 \cdot a\right) \cdot \left(b + t\_0\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -9.50000000000000053e163Initial program 41.2%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6497.9
Applied rewrites97.9%
if -9.50000000000000053e163 < b < 3.20000000000000004e-118Initial program 86.5%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6486.4
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6486.4
Applied rewrites86.4%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
metadata-evalN/A
associate-/r*N/A
lift-*.f64N/A
lift--.f64N/A
distribute-rgt-out--N/A
div-invN/A
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
sub-negN/A
Applied rewrites86.5%
if 3.20000000000000004e-118 < b < 1.35999999999999999e54Initial program 49.3%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6449.2
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6449.2
Applied rewrites49.2%
Applied rewrites70.7%
if 1.35999999999999999e54 < b Initial program 14.3%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6494.4
Applied rewrites94.4%
Final simplification88.6%
(FPCore (a b c)
:precision binary64
(if (<= b -9.5e+163)
(/ (- b) a)
(if (<= b 1.45e-31)
(fma (/ (sqrt (fma (* c -4.0) a (* b b))) a) 0.5 (/ b (* -2.0 a)))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -9.5e+163) {
tmp = -b / a;
} else if (b <= 1.45e-31) {
tmp = fma((sqrt(fma((c * -4.0), a, (b * b))) / a), 0.5, (b / (-2.0 * a)));
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -9.5e+163) tmp = Float64(Float64(-b) / a); elseif (b <= 1.45e-31) tmp = fma(Float64(sqrt(fma(Float64(c * -4.0), a, Float64(b * b))) / a), 0.5, Float64(b / Float64(-2.0 * a))); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -9.5e+163], N[((-b) / a), $MachinePrecision], If[LessEqual[b, 1.45e-31], N[(N[(N[Sqrt[N[(N[(c * -4.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] / a), $MachinePrecision] * 0.5 + N[(b / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -9.5 \cdot 10^{+163}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{elif}\;b \leq 1.45 \cdot 10^{-31}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\sqrt{\mathsf{fma}\left(c \cdot -4, a, b \cdot b\right)}}{a}, 0.5, \frac{b}{-2 \cdot a}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -9.50000000000000053e163Initial program 41.2%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6497.9
Applied rewrites97.9%
if -9.50000000000000053e163 < b < 1.45e-31Initial program 81.7%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6481.5
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6481.5
Applied rewrites81.5%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
metadata-evalN/A
associate-/r*N/A
lift-*.f64N/A
lift--.f64N/A
distribute-rgt-out--N/A
div-invN/A
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
sub-negN/A
Applied rewrites81.7%
if 1.45e-31 < b Initial program 18.8%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6489.5
Applied rewrites89.5%
(FPCore (a b c)
:precision binary64
(if (<= b -9.5e+163)
(/ (- b) a)
(if (<= b 1.45e-31)
(/ (- b (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 (- a)))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -9.5e+163) {
tmp = -b / a;
} else if (b <= 1.45e-31) {
tmp = (b - sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * -a);
} else {
tmp = -c / b;
}
return tmp;
}
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 <= (-9.5d+163)) then
tmp = -b / a
else if (b <= 1.45d-31) then
tmp = (b - sqrt(((b * b) - ((4.0d0 * a) * c)))) / (2.0d0 * -a)
else
tmp = -c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -9.5e+163) {
tmp = -b / a;
} else if (b <= 1.45e-31) {
tmp = (b - Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * -a);
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -9.5e+163: tmp = -b / a elif b <= 1.45e-31: tmp = (b - math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * -a) else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -9.5e+163) tmp = Float64(Float64(-b) / a); elseif (b <= 1.45e-31) tmp = Float64(Float64(b - sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * Float64(-a))); else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -9.5e+163) tmp = -b / a; elseif (b <= 1.45e-31) tmp = (b - sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * -a); else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -9.5e+163], N[((-b) / a), $MachinePrecision], If[LessEqual[b, 1.45e-31], 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], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -9.5 \cdot 10^{+163}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{elif}\;b \leq 1.45 \cdot 10^{-31}:\\
\;\;\;\;\frac{b - \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot \left(-a\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -9.50000000000000053e163Initial program 41.2%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6497.9
Applied rewrites97.9%
if -9.50000000000000053e163 < b < 1.45e-31Initial program 81.7%
if 1.45e-31 < b Initial program 18.8%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6489.5
Applied rewrites89.5%
Final simplification86.9%
(FPCore (a b c)
:precision binary64
(if (<= b -7e+105)
(- (/ c b) (/ b a))
(if (<= b 1.45e-31)
(* (/ 0.5 a) (- (sqrt (fma (* -4.0 c) a (* b b))) b))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -7e+105) {
tmp = (c / b) - (b / a);
} else if (b <= 1.45e-31) {
tmp = (0.5 / a) * (sqrt(fma((-4.0 * c), a, (b * b))) - b);
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -7e+105) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 1.45e-31) tmp = Float64(Float64(0.5 / a) * Float64(sqrt(fma(Float64(-4.0 * c), a, Float64(b * b))) - b)); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -7e+105], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.45e-31], N[(N[(0.5 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(-4.0 * c), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -7 \cdot 10^{+105}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 1.45 \cdot 10^{-31}:\\
\;\;\;\;\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(-4 \cdot c, a, b \cdot b\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -6.99999999999999982e105Initial program 56.9%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
associate-*l/N/A
*-lft-identityN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6498.5
Applied rewrites98.5%
Applied rewrites98.5%
if -6.99999999999999982e105 < b < 1.45e-31Initial program 79.2%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f6479.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6479.0
Applied rewrites79.0%
if 1.45e-31 < b Initial program 18.8%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6489.5
Applied rewrites89.5%
(FPCore (a b c)
:precision binary64
(if (<= b -2.95e-93)
(- (/ c b) (/ b a))
(if (<= b 2.6e-75)
(/ (- b (sqrt (* -4.0 (* c a)))) (* 2.0 (- a)))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2.95e-93) {
tmp = (c / b) - (b / a);
} else if (b <= 2.6e-75) {
tmp = (b - sqrt((-4.0 * (c * a)))) / (2.0 * -a);
} else {
tmp = -c / b;
}
return tmp;
}
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 <= (-2.95d-93)) then
tmp = (c / b) - (b / a)
else if (b <= 2.6d-75) then
tmp = (b - sqrt(((-4.0d0) * (c * a)))) / (2.0d0 * -a)
else
tmp = -c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2.95e-93) {
tmp = (c / b) - (b / a);
} else if (b <= 2.6e-75) {
tmp = (b - Math.sqrt((-4.0 * (c * a)))) / (2.0 * -a);
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2.95e-93: tmp = (c / b) - (b / a) elif b <= 2.6e-75: tmp = (b - math.sqrt((-4.0 * (c * a)))) / (2.0 * -a) else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2.95e-93) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 2.6e-75) tmp = Float64(Float64(b - sqrt(Float64(-4.0 * Float64(c * a)))) / Float64(2.0 * Float64(-a))); else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2.95e-93) tmp = (c / b) - (b / a); elseif (b <= 2.6e-75) tmp = (b - sqrt((-4.0 * (c * a)))) / (2.0 * -a); else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2.95e-93], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 2.6e-75], N[(N[(b - N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * (-a)), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.95 \cdot 10^{-93}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 2.6 \cdot 10^{-75}:\\
\;\;\;\;\frac{b - \sqrt{-4 \cdot \left(c \cdot a\right)}}{2 \cdot \left(-a\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -2.95e-93Initial program 69.0%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
associate-*l/N/A
*-lft-identityN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6487.4
Applied rewrites87.4%
Applied rewrites87.4%
if -2.95e-93 < b < 2.6e-75Initial program 79.5%
Taylor expanded in a around inf
lower-*.f64N/A
*-commutativeN/A
lower-*.f6476.8
Applied rewrites76.8%
if 2.6e-75 < b Initial program 22.0%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6483.9
Applied rewrites83.9%
Final simplification83.3%
(FPCore (a b c)
:precision binary64
(if (<= b -2.95e-93)
(- (/ c b) (/ b a))
(if (<= b 2.6e-75)
(* (/ 0.5 a) (- (sqrt (* (* a c) -4.0)) b))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2.95e-93) {
tmp = (c / b) - (b / a);
} else if (b <= 2.6e-75) {
tmp = (0.5 / a) * (sqrt(((a * c) * -4.0)) - b);
} else {
tmp = -c / b;
}
return tmp;
}
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 <= (-2.95d-93)) then
tmp = (c / b) - (b / a)
else if (b <= 2.6d-75) then
tmp = (0.5d0 / a) * (sqrt(((a * c) * (-4.0d0))) - b)
else
tmp = -c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2.95e-93) {
tmp = (c / b) - (b / a);
} else if (b <= 2.6e-75) {
tmp = (0.5 / a) * (Math.sqrt(((a * c) * -4.0)) - b);
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2.95e-93: tmp = (c / b) - (b / a) elif b <= 2.6e-75: tmp = (0.5 / a) * (math.sqrt(((a * c) * -4.0)) - b) else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2.95e-93) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 2.6e-75) tmp = Float64(Float64(0.5 / a) * Float64(sqrt(Float64(Float64(a * c) * -4.0)) - b)); else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2.95e-93) tmp = (c / b) - (b / a); elseif (b <= 2.6e-75) tmp = (0.5 / a) * (sqrt(((a * c) * -4.0)) - b); else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2.95e-93], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 2.6e-75], N[(N[(0.5 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.95 \cdot 10^{-93}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 2.6 \cdot 10^{-75}:\\
\;\;\;\;\frac{0.5}{a} \cdot \left(\sqrt{\left(a \cdot c\right) \cdot -4} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -2.95e-93Initial program 69.0%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
associate-*l/N/A
*-lft-identityN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6487.4
Applied rewrites87.4%
Applied rewrites87.4%
if -2.95e-93 < b < 2.6e-75Initial program 79.5%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6479.4
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6479.4
Applied rewrites79.4%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
lift-/.f64N/A
lower-*.f6479.4
lift-*.f64N/A
*-commutativeN/A
lower-*.f6479.4
Applied rewrites79.4%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
lower-*.f6476.7
Applied rewrites76.7%
if 2.6e-75 < b Initial program 22.0%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6483.9
Applied rewrites83.9%
(FPCore (a b c) :precision binary64 (if (<= b -1e-309) (- (/ c b) (/ b a)) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= -1e-309) {
tmp = (c / b) - (b / a);
} else {
tmp = -c / b;
}
return tmp;
}
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 <= (-1d-309)) then
tmp = (c / b) - (b / a)
else
tmp = -c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -1e-309) {
tmp = (c / b) - (b / a);
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1e-309: tmp = (c / b) - (b / a) else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1e-309) tmp = Float64(Float64(c / b) - Float64(b / a)); else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -1e-309) tmp = (c / b) - (b / a); else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1e-309], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1 \cdot 10^{-309}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -1.000000000000002e-309Initial program 71.7%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
associate-*l/N/A
*-lft-identityN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6471.2
Applied rewrites71.2%
Applied rewrites71.3%
if -1.000000000000002e-309 < b Initial program 39.7%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6461.4
Applied rewrites61.4%
(FPCore (a b c) :precision binary64 (if (<= b 1.32e-294) (/ (- b) a) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.32e-294) {
tmp = -b / a;
} else {
tmp = -c / b;
}
return tmp;
}
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 <= 1.32d-294) then
tmp = -b / a
else
tmp = -c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 1.32e-294) {
tmp = -b / a;
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1.32e-294: tmp = -b / a else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1.32e-294) tmp = Float64(Float64(-b) / a); else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 1.32e-294) tmp = -b / a; else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1.32e-294], N[((-b) / a), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.32 \cdot 10^{-294}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < 1.3199999999999999e-294Initial program 72.1%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6470.2
Applied rewrites70.2%
if 1.3199999999999999e-294 < b Initial program 38.8%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6462.3
Applied rewrites62.3%
(FPCore (a b c) :precision binary64 (if (<= b 1.06e-191) (/ (- b) a) 0.0))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.06e-191) {
tmp = -b / a;
} else {
tmp = 0.0;
}
return tmp;
}
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 <= 1.06d-191) then
tmp = -b / a
else
tmp = 0.0d0
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 1.06e-191) {
tmp = -b / a;
} else {
tmp = 0.0;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1.06e-191: tmp = -b / a else: tmp = 0.0 return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1.06e-191) tmp = Float64(Float64(-b) / a); else tmp = 0.0; end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 1.06e-191) tmp = -b / a; else tmp = 0.0; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1.06e-191], N[((-b) / a), $MachinePrecision], 0.0]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.06 \cdot 10^{-191}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if b < 1.05999999999999994e-191Initial program 72.9%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6461.9
Applied rewrites61.9%
if 1.05999999999999994e-191 < b Initial program 32.3%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6432.3
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6432.3
Applied rewrites32.3%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
metadata-evalN/A
associate-/r*N/A
lift-*.f64N/A
lift--.f64N/A
distribute-rgt-out--N/A
div-invN/A
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
sub-negN/A
Applied rewrites32.1%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgt24.8
Applied rewrites24.8%
(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 55.3%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6455.2
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6455.2
Applied rewrites55.3%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
metadata-evalN/A
associate-/r*N/A
lift-*.f64N/A
lift--.f64N/A
distribute-rgt-out--N/A
div-invN/A
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
sub-negN/A
Applied rewrites55.3%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgt12.3
Applied rewrites12.3%
herbie shell --seed 2024303
(FPCore (a b c)
:name "Quadratic roots, full range"
:precision binary64
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))