
(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 8 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
(if (<= b -1e+138)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 8.2e-8)
(/ (- (sqrt (- (* b b) (* (* a 4.0) c))) b) (* 2.0 a))
(/ 1.0 (- (/ a b) (/ b c))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1e+138) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 8.2e-8) {
tmp = (sqrt(((b * b) - ((a * 4.0) * c))) - b) / (2.0 * a);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1e+138) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 8.2e-8) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(a * 4.0) * c))) - b) / Float64(2.0 * a)); else tmp = Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1e+138], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 8.2e-8], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(a * 4.0), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1 \cdot 10^{+138}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 8.2 \cdot 10^{-8}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - \left(a \cdot 4\right) \cdot c} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{a}{b} - \frac{b}{c}}\\
\end{array}
\end{array}
if b < -1e138Initial program 47.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/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.f6490.0
Applied rewrites90.0%
if -1e138 < b < 8.20000000000000063e-8Initial program 82.5%
if 8.20000000000000063e-8 < b Initial program 11.6%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6411.6
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval11.6
Applied rewrites11.6%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f644.0
Applied rewrites4.0%
lift-/.f64N/A
clear-numN/A
lower-/.f64N/A
lower-/.f644.0
Applied rewrites4.0%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6489.1
Applied rewrites89.1%
Final simplification85.8%
(FPCore (a b c)
:precision binary64
(if (<= b -1e+138)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 8.2e-8)
(/ (- (sqrt (fma (* -4.0 c) a (* b b))) b) (* 2.0 a))
(/ 1.0 (- (/ a b) (/ b c))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1e+138) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 8.2e-8) {
tmp = (sqrt(fma((-4.0 * c), a, (b * b))) - b) / (2.0 * a);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1e+138) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 8.2e-8) tmp = Float64(Float64(sqrt(fma(Float64(-4.0 * c), a, Float64(b * b))) - b) / Float64(2.0 * a)); else tmp = Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1e+138], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 8.2e-8], N[(N[(N[Sqrt[N[(N[(-4.0 * c), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1 \cdot 10^{+138}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 8.2 \cdot 10^{-8}:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(-4 \cdot c, a, b \cdot b\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{a}{b} - \frac{b}{c}}\\
\end{array}
\end{array}
if b < -1e138Initial program 47.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/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.f6490.0
Applied rewrites90.0%
if -1e138 < b < 8.20000000000000063e-8Initial program 82.5%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6482.5
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval82.5
Applied rewrites82.5%
if 8.20000000000000063e-8 < b Initial program 11.6%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6411.6
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval11.6
Applied rewrites11.6%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f644.0
Applied rewrites4.0%
lift-/.f64N/A
clear-numN/A
lower-/.f64N/A
lower-/.f644.0
Applied rewrites4.0%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6489.1
Applied rewrites89.1%
(FPCore (a b c)
:precision binary64
(if (<= b -4.5e+98)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 8.2e-8)
(* (/ 0.5 a) (- (sqrt (fma (* -4.0 c) a (* b b))) b))
(/ 1.0 (- (/ a b) (/ b c))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -4.5e+98) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 8.2e-8) {
tmp = (0.5 / a) * (sqrt(fma((-4.0 * c), a, (b * b))) - b);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -4.5e+98) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 8.2e-8) tmp = Float64(Float64(0.5 / a) * Float64(sqrt(fma(Float64(-4.0 * c), a, Float64(b * b))) - b)); else tmp = Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -4.5e+98], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 8.2e-8], 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[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4.5 \cdot 10^{+98}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 8.2 \cdot 10^{-8}:\\
\;\;\;\;\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(-4 \cdot c, a, b \cdot b\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{a}{b} - \frac{b}{c}}\\
\end{array}
\end{array}
if b < -4.5000000000000002e98Initial program 56.8%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/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.f6491.8
Applied rewrites91.8%
if -4.5000000000000002e98 < b < 8.20000000000000063e-8Initial program 81.1%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f6481.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6481.0
Applied rewrites81.0%
if 8.20000000000000063e-8 < b Initial program 11.6%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6411.6
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval11.6
Applied rewrites11.6%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f644.0
Applied rewrites4.0%
lift-/.f64N/A
clear-numN/A
lower-/.f64N/A
lower-/.f644.0
Applied rewrites4.0%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6489.1
Applied rewrites89.1%
(FPCore (a b c)
:precision binary64
(if (<= b -5.5e-98)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 8.2e-8)
(* (- (sqrt (* (* c a) -4.0)) b) (/ 0.5 a))
(/ 1.0 (- (/ a b) (/ b c))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5.5e-98) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 8.2e-8) {
tmp = (sqrt(((c * a) * -4.0)) - b) * (0.5 / a);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -5.5e-98) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 8.2e-8) tmp = Float64(Float64(sqrt(Float64(Float64(c * a) * -4.0)) - b) * Float64(0.5 / a)); else tmp = Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -5.5e-98], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 8.2e-8], N[(N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5.5 \cdot 10^{-98}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 8.2 \cdot 10^{-8}:\\
\;\;\;\;\left(\sqrt{\left(c \cdot a\right) \cdot -4} - b\right) \cdot \frac{0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{a}{b} - \frac{b}{c}}\\
\end{array}
\end{array}
if b < -5.4999999999999997e-98Initial program 73.8%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/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.f6485.5
Applied rewrites85.5%
if -5.4999999999999997e-98 < b < 8.20000000000000063e-8Initial program 73.3%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6473.3
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval73.3
Applied rewrites73.3%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6473.1
Applied rewrites73.1%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
metadata-evalN/A
lift-/.f6473.1
Applied rewrites73.1%
if 8.20000000000000063e-8 < b Initial program 11.6%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6411.6
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval11.6
Applied rewrites11.6%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f644.0
Applied rewrites4.0%
lift-/.f64N/A
clear-numN/A
lower-/.f64N/A
lower-/.f644.0
Applied rewrites4.0%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6489.1
Applied rewrites89.1%
Final simplification82.9%
(FPCore (a b c)
:precision binary64
(if (<= b -5.5e-98)
(* (- (/ c (* b b)) (/ 1.0 a)) b)
(if (<= b 8.2e-8)
(* (- (sqrt (* (* c a) -4.0)) b) (/ 0.5 a))
(/ 1.0 (- (/ a b) (/ b c))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5.5e-98) {
tmp = ((c / (b * b)) - (1.0 / a)) * b;
} else if (b <= 8.2e-8) {
tmp = (sqrt(((c * a) * -4.0)) - b) * (0.5 / a);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
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 <= (-5.5d-98)) then
tmp = ((c / (b * b)) - (1.0d0 / a)) * b
else if (b <= 8.2d-8) then
tmp = (sqrt(((c * a) * (-4.0d0))) - b) * (0.5d0 / a)
else
tmp = 1.0d0 / ((a / b) - (b / c))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -5.5e-98) {
tmp = ((c / (b * b)) - (1.0 / a)) * b;
} else if (b <= 8.2e-8) {
tmp = (Math.sqrt(((c * a) * -4.0)) - b) * (0.5 / a);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5.5e-98: tmp = ((c / (b * b)) - (1.0 / a)) * b elif b <= 8.2e-8: tmp = (math.sqrt(((c * a) * -4.0)) - b) * (0.5 / a) else: tmp = 1.0 / ((a / b) - (b / c)) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5.5e-98) tmp = Float64(Float64(Float64(c / Float64(b * b)) - Float64(1.0 / a)) * b); elseif (b <= 8.2e-8) tmp = Float64(Float64(sqrt(Float64(Float64(c * a) * -4.0)) - b) * Float64(0.5 / a)); else tmp = Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -5.5e-98) tmp = ((c / (b * b)) - (1.0 / a)) * b; elseif (b <= 8.2e-8) tmp = (sqrt(((c * a) * -4.0)) - b) * (0.5 / a); else tmp = 1.0 / ((a / b) - (b / c)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5.5e-98], N[(N[(N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] - N[(1.0 / a), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision], If[LessEqual[b, 8.2e-8], N[(N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5.5 \cdot 10^{-98}:\\
\;\;\;\;\left(\frac{c}{b \cdot b} - \frac{1}{a}\right) \cdot b\\
\mathbf{elif}\;b \leq 8.2 \cdot 10^{-8}:\\
\;\;\;\;\left(\sqrt{\left(c \cdot a\right) \cdot -4} - b\right) \cdot \frac{0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{a}{b} - \frac{b}{c}}\\
\end{array}
\end{array}
if b < -5.4999999999999997e-98Initial program 73.8%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6473.8
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval73.9
Applied rewrites73.9%
Taylor expanded in b around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6485.3
Applied rewrites85.3%
if -5.4999999999999997e-98 < b < 8.20000000000000063e-8Initial program 73.3%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6473.3
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval73.3
Applied rewrites73.3%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6473.1
Applied rewrites73.1%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
metadata-evalN/A
lift-/.f6473.1
Applied rewrites73.1%
if 8.20000000000000063e-8 < b Initial program 11.6%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6411.6
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval11.6
Applied rewrites11.6%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f644.0
Applied rewrites4.0%
lift-/.f64N/A
clear-numN/A
lower-/.f64N/A
lower-/.f644.0
Applied rewrites4.0%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6489.1
Applied rewrites89.1%
Final simplification82.8%
(FPCore (a b c) :precision binary64 (if (<= b -7.2e-305) (/ (- b) a) (/ 1.0 (- (/ a b) (/ b c)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -7.2e-305) {
tmp = -b / a;
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
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 <= (-7.2d-305)) then
tmp = -b / a
else
tmp = 1.0d0 / ((a / b) - (b / c))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -7.2e-305) {
tmp = -b / a;
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -7.2e-305: tmp = -b / a else: tmp = 1.0 / ((a / b) - (b / c)) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -7.2e-305) tmp = Float64(Float64(-b) / a); else tmp = Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -7.2e-305) tmp = -b / a; else tmp = 1.0 / ((a / b) - (b / c)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -7.2e-305], N[((-b) / a), $MachinePrecision], N[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -7.2 \cdot 10^{-305}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{a}{b} - \frac{b}{c}}\\
\end{array}
\end{array}
if b < -7.20000000000000007e-305Initial program 75.4%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6467.3
Applied rewrites67.3%
if -7.20000000000000007e-305 < b Initial program 32.6%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6432.6
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval32.6
Applied rewrites32.6%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6427.7
Applied rewrites27.7%
lift-/.f64N/A
clear-numN/A
lower-/.f64N/A
lower-/.f6427.6
Applied rewrites27.6%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6464.8
Applied rewrites64.8%
(FPCore (a b c) :precision binary64 (if (<= b 5e-304) (/ (- b) a) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 5e-304) {
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 <= 5d-304) 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 <= 5e-304) {
tmp = -b / a;
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 5e-304: tmp = -b / a else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= 5e-304) 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 <= 5e-304) tmp = -b / a; else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 5e-304], N[((-b) / a), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 5 \cdot 10^{-304}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < 4.99999999999999965e-304Initial program 75.1%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6466.4
Applied rewrites66.4%
if 4.99999999999999965e-304 < b Initial program 32.3%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6465.6
Applied rewrites65.6%
(FPCore (a b c) :precision binary64 (/ (- b) a))
double code(double a, double b, double c) {
return -b / 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 / a
end function
public static double code(double a, double b, double c) {
return -b / a;
}
def code(a, b, c): return -b / a
function code(a, b, c) return Float64(Float64(-b) / a) end
function tmp = code(a, b, c) tmp = -b / a; end
code[a_, b_, c_] := N[((-b) / a), $MachinePrecision]
\begin{array}{l}
\\
\frac{-b}{a}
\end{array}
Initial program 54.7%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6436.1
Applied rewrites36.1%
herbie shell --seed 2024304
(FPCore (a b c)
:name "Quadratic roots, full range"
:precision binary64
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))