
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (- (- b) t_0) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_0)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_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) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (-b - t_0) / (2.0d0 * a)
else
tmp = (2.0d0 * c) / (-b + t_0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_0);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (-b - t_0) / (2.0 * a) else: tmp = (2.0 * c) / (-b + t_0) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(Float64(-b) - t_0) / Float64(2.0 * a)); else tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_0)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b >= 0.0) tmp = (-b - t_0) / (2.0 * a); else tmp = (2.0 * c) / (-b + t_0); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_0}\\
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (- (- b) t_0) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_0)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_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) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (-b - t_0) / (2.0d0 * a)
else
tmp = (2.0d0 * c) / (-b + t_0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_0);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (-b - t_0) / (2.0 * a) else: tmp = (2.0 * c) / (-b + t_0) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(Float64(-b) - t_0) / Float64(2.0 * a)); else tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_0)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b >= 0.0) tmp = (-b - t_0) / (2.0 * a); else tmp = (2.0 * c) / (-b + t_0); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_0}\\
\end{array}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* a c) -4.0 (* b b)))))
(if (<= b -5e+148)
(if (>= b 0.0) (- (/ b a)) (/ c (- b)))
(if (<= b 2e+123)
(if (>= b 0.0) (/ (* -0.5 (+ b t_0)) a) (/ (* c 2.0) (- t_0 b)))
(if (>= b 0.0)
(- (/ c b) (/ b a))
(/ (* c 2.0) (- (sqrt (- (* b b) (* c (* 4.0 a)))) b)))))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((a * c), -4.0, (b * b)));
double tmp_1;
if (b <= -5e+148) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -(b / a);
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 2e+123) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-0.5 * (b + t_0)) / a;
} else {
tmp_3 = (c * 2.0) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = (c * 2.0) / (sqrt(((b * b) - (c * (4.0 * a)))) - b);
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(a * c), -4.0, Float64(b * b))) tmp_1 = 0.0 if (b <= -5e+148) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(-Float64(b / a)); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= 2e+123) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(-0.5 * Float64(b + t_0)) / a); else tmp_3 = Float64(Float64(c * 2.0) / Float64(t_0 - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(4.0 * a)))) - b)); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(a * c), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -5e+148], If[GreaterEqual[b, 0.0], (-N[(b / a), $MachinePrecision]), N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, 2e+123], If[GreaterEqual[b, 0.0], N[(N[(-0.5 * N[(b + t$95$0), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$0 - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(a \cdot c, -4, b \cdot b\right)}\\
\mathbf{if}\;b \leq -5 \cdot 10^{+148}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq 2 \cdot 10^{+123}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5 \cdot \left(b + t\_0\right)}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{b \cdot b - c \cdot \left(4 \cdot a\right)} - b}\\
\end{array}
\end{array}
if b < -5.00000000000000024e148Initial program 43.8%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6443.8
Applied rewrites43.8%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.2
Applied rewrites2.2%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.2
Applied rewrites2.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
if -5.00000000000000024e148 < b < 1.99999999999999996e123Initial program 86.9%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6470.6
Applied rewrites70.6%
Taylor expanded in b around 0
Applied rewrites86.9%
if 1.99999999999999996e123 < b Initial program 44.7%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6496.5
Applied rewrites96.5%
Final simplification90.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* a c) -4.0 (* b b)))) (t_1 (- (/ b a))))
(if (<= b -5e+148)
(if (>= b 0.0) t_1 (/ c (- b)))
(if (<= b 2e+123)
(if (>= b 0.0) (/ (* -0.5 (+ b t_0)) a) (/ (* c 2.0) (- t_0 b)))
(if (>= b 0.0) (- (/ c b) (/ b a)) t_1)))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((a * c), -4.0, (b * b)));
double t_1 = -(b / a);
double tmp_1;
if (b <= -5e+148) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_1;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 2e+123) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-0.5 * (b + t_0)) / a;
} else {
tmp_3 = (c * 2.0) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = t_1;
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(a * c), -4.0, Float64(b * b))) t_1 = Float64(-Float64(b / a)) tmp_1 = 0.0 if (b <= -5e+148) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_1; else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= 2e+123) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(-0.5 * Float64(b + t_0)) / a); else tmp_3 = Float64(Float64(c * 2.0) / Float64(t_0 - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = t_1; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(a * c), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = (-N[(b / a), $MachinePrecision])}, If[LessEqual[b, -5e+148], If[GreaterEqual[b, 0.0], t$95$1, N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, 2e+123], If[GreaterEqual[b, 0.0], N[(N[(-0.5 * N[(b + t$95$0), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$0 - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$1]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(a \cdot c, -4, b \cdot b\right)}\\
t_1 := -\frac{b}{a}\\
\mathbf{if}\;b \leq -5 \cdot 10^{+148}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq 2 \cdot 10^{+123}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5 \cdot \left(b + t\_0\right)}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if b < -5.00000000000000024e148Initial program 43.8%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6443.8
Applied rewrites43.8%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.2
Applied rewrites2.2%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.2
Applied rewrites2.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
if -5.00000000000000024e148 < b < 1.99999999999999996e123Initial program 86.9%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6470.6
Applied rewrites70.6%
Taylor expanded in b around 0
Applied rewrites86.9%
if 1.99999999999999996e123 < b Initial program 44.7%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6496.4
Applied rewrites96.4%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6496.4
Applied rewrites96.4%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6496.5
Applied rewrites96.5%
Final simplification90.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (- (/ b a))))
(if (<= b -8e+68)
(if (>= b 0.0) t_0 (/ c (- b)))
(if (<= b 2e+123)
(if (>= b 0.0)
(/ (* -0.5 (+ b (sqrt (fma (* a c) -4.0 (* b b))))) a)
(* c (/ 2.0 (- (sqrt (fma b b (* a (* c -4.0)))) b))))
(if (>= b 0.0) (- (/ c b) (/ b a)) t_0)))))
double code(double a, double b, double c) {
double t_0 = -(b / a);
double tmp_1;
if (b <= -8e+68) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 2e+123) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-0.5 * (b + sqrt(fma((a * c), -4.0, (b * b))))) / a;
} else {
tmp_3 = c * (2.0 / (sqrt(fma(b, b, (a * (c * -4.0)))) - b));
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = t_0;
}
return tmp_1;
}
function code(a, b, c) t_0 = Float64(-Float64(b / a)) tmp_1 = 0.0 if (b <= -8e+68) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_0; else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= 2e+123) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(-0.5 * Float64(b + sqrt(fma(Float64(a * c), -4.0, Float64(b * b))))) / a); else tmp_3 = Float64(c * Float64(2.0 / Float64(sqrt(fma(b, b, Float64(a * Float64(c * -4.0)))) - b))); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = t_0; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = (-N[(b / a), $MachinePrecision])}, If[LessEqual[b, -8e+68], If[GreaterEqual[b, 0.0], t$95$0, N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, 2e+123], If[GreaterEqual[b, 0.0], N[(N[(-0.5 * N[(b + N[Sqrt[N[(N[(a * c), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision], N[(c * N[(2.0 / N[(N[Sqrt[N[(b * b + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := -\frac{b}{a}\\
\mathbf{if}\;b \leq -8 \cdot 10^{+68}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq 2 \cdot 10^{+123}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5 \cdot \left(b + \sqrt{\mathsf{fma}\left(a \cdot c, -4, b \cdot b\right)}\right)}{a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -7.99999999999999962e68Initial program 61.0%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6461.0
Applied rewrites61.0%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.4
Applied rewrites2.4%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.4
Applied rewrites2.4%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
if -7.99999999999999962e68 < b < 1.99999999999999996e123Initial program 85.2%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6466.8
Applied rewrites66.8%
Taylor expanded in b around 0
Applied rewrites85.2%
Applied rewrites85.1%
if 1.99999999999999996e123 < b Initial program 44.7%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6496.4
Applied rewrites96.4%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6496.4
Applied rewrites96.4%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6496.5
Applied rewrites96.5%
Final simplification90.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (- (/ b a))))
(if (<= b -5e+148)
(if (>= b 0.0) t_0 (/ c (- b)))
(if (<= b 1.7e+123)
(if (>= b 0.0)
(* (+ b (sqrt (fma b b (* a (* c -4.0))))) (/ -0.5 a))
(/ (* c 2.0) (- (sqrt (fma (* a c) -4.0 (* b b))) b)))
(if (>= b 0.0) (- (/ c b) (/ b a)) t_0)))))
double code(double a, double b, double c) {
double t_0 = -(b / a);
double tmp_1;
if (b <= -5e+148) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 1.7e+123) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (b + sqrt(fma(b, b, (a * (c * -4.0))))) * (-0.5 / a);
} else {
tmp_3 = (c * 2.0) / (sqrt(fma((a * c), -4.0, (b * b))) - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = t_0;
}
return tmp_1;
}
function code(a, b, c) t_0 = Float64(-Float64(b / a)) tmp_1 = 0.0 if (b <= -5e+148) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_0; else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= 1.7e+123) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(b + sqrt(fma(b, b, Float64(a * Float64(c * -4.0))))) * Float64(-0.5 / a)); else tmp_3 = Float64(Float64(c * 2.0) / Float64(sqrt(fma(Float64(a * c), -4.0, Float64(b * b))) - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = t_0; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = (-N[(b / a), $MachinePrecision])}, If[LessEqual[b, -5e+148], If[GreaterEqual[b, 0.0], t$95$0, N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, 1.7e+123], If[GreaterEqual[b, 0.0], N[(N[(b + N[Sqrt[N[(b * b + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(a * c), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := -\frac{b}{a}\\
\mathbf{if}\;b \leq -5 \cdot 10^{+148}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.7 \cdot 10^{+123}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\left(b + \sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)}\right) \cdot \frac{-0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{\mathsf{fma}\left(a \cdot c, -4, b \cdot b\right)} - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -5.00000000000000024e148Initial program 43.8%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6443.8
Applied rewrites43.8%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.2
Applied rewrites2.2%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.2
Applied rewrites2.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
if -5.00000000000000024e148 < b < 1.70000000000000001e123Initial program 86.9%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6470.6
Applied rewrites70.6%
Taylor expanded in b around 0
Applied rewrites86.9%
Applied rewrites86.8%
if 1.70000000000000001e123 < b Initial program 44.7%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6496.4
Applied rewrites96.4%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6496.4
Applied rewrites96.4%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6496.5
Applied rewrites96.5%
Final simplification90.7%
(FPCore (a b c)
:precision binary64
(if (<= b -1.6e-80)
(if (>= b 0.0) (- (/ b a)) (/ c (- b)))
(if (>= b 0.0)
(/ (* b -2.0) (* a 2.0))
(/ (* c 2.0) (- (sqrt (* a (* c -4.0))) b)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -1.6e-80) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -(b / a);
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (b * -2.0) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (sqrt((a * (c * -4.0))) - b);
}
return tmp_1;
}
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
real(8) :: tmp_1
real(8) :: tmp_2
if (b <= (-1.6d-80)) then
if (b >= 0.0d0) then
tmp_2 = -(b / a)
else
tmp_2 = c / -b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (b * (-2.0d0)) / (a * 2.0d0)
else
tmp_1 = (c * 2.0d0) / (sqrt((a * (c * (-4.0d0)))) - b)
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double tmp_1;
if (b <= -1.6e-80) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -(b / a);
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (b * -2.0) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (Math.sqrt((a * (c * -4.0))) - b);
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if b <= -1.6e-80: tmp_2 = 0 if b >= 0.0: tmp_2 = -(b / a) else: tmp_2 = c / -b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (b * -2.0) / (a * 2.0) else: tmp_1 = (c * 2.0) / (math.sqrt((a * (c * -4.0))) - b) return tmp_1
function code(a, b, c) tmp_1 = 0.0 if (b <= -1.6e-80) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(-Float64(b / a)); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(b * -2.0) / Float64(a * 2.0)); else tmp_1 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(a * Float64(c * -4.0))) - b)); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if (b <= -1.6e-80) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = -(b / a); else tmp_3 = c / -b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (b * -2.0) / (a * 2.0); else tmp_2 = (c * 2.0) / (sqrt((a * (c * -4.0))) - b); end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[LessEqual[b, -1.6e-80], If[GreaterEqual[b, 0.0], (-N[(b / a), $MachinePrecision]), N[(c / (-b)), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.6 \cdot 10^{-80}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{a \cdot \left(c \cdot -4\right)} - b}\\
\end{array}
\end{array}
if b < -1.5999999999999999e-80Initial program 74.3%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6474.3
Applied rewrites74.3%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.4
Applied rewrites2.4%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.4
Applied rewrites2.4%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6488.6
Applied rewrites88.6%
if -1.5999999999999999e-80 < b Initial program 70.5%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6468.3
Applied rewrites68.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6464.5
Applied rewrites64.5%
lift-*.f64N/A
*-commutativeN/A
lift-*.f6464.5
lift-*.f64N/A
*-commutativeN/A
lower-*.f6464.5
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6464.5
Applied rewrites64.5%
Final simplification74.1%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (- (/ b a)) (/ c (- b))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
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 >= 0.0d0) 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 >= 0.0) {
tmp = -(b / a);
} else {
tmp = c / -b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -(b / a) else: tmp = c / -b return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(-Float64(b / a)); else tmp = Float64(c / Float64(-b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = -(b / a); else tmp = c / -b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], (-N[(b / a), $MachinePrecision]), N[(c / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}
\end{array}
Initial program 72.1%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6470.7
Applied rewrites70.7%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6433.2
Applied rewrites33.2%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6433.2
Applied rewrites33.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6470.5
Applied rewrites70.5%
Final simplification70.5%
(FPCore (a b c) :precision binary64 (let* ((t_0 (- (/ b a)))) (if (>= b 0.0) t_0 t_0)))
double code(double a, double b, double c) {
double t_0 = -(b / a);
double tmp;
if (b >= 0.0) {
tmp = t_0;
} else {
tmp = t_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) :: t_0
real(8) :: tmp
t_0 = -(b / a)
if (b >= 0.0d0) then
tmp = t_0
else
tmp = t_0
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = -(b / a);
double tmp;
if (b >= 0.0) {
tmp = t_0;
} else {
tmp = t_0;
}
return tmp;
}
def code(a, b, c): t_0 = -(b / a) tmp = 0 if b >= 0.0: tmp = t_0 else: tmp = t_0 return tmp
function code(a, b, c) t_0 = Float64(-Float64(b / a)) tmp = 0.0 if (b >= 0.0) tmp = t_0; else tmp = t_0; end return tmp end
function tmp_2 = code(a, b, c) t_0 = -(b / a); tmp = 0.0; if (b >= 0.0) tmp = t_0; else tmp = t_0; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = (-N[(b / a), $MachinePrecision])}, If[GreaterEqual[b, 0.0], t$95$0, t$95$0]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := -\frac{b}{a}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
Initial program 72.1%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6470.7
Applied rewrites70.7%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6433.2
Applied rewrites33.2%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6433.2
Applied rewrites33.2%
Final simplification33.2%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ c b) (- (/ b a))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = c / b;
} else {
tmp = -(b / a);
}
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 >= 0.0d0) then
tmp = c / b
else
tmp = -(b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = c / b;
} else {
tmp = -(b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = c / b else: tmp = -(b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(c / b); else tmp = Float64(-Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = c / b; else tmp = -(b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], (-N[(b / a), $MachinePrecision])]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;-\frac{b}{a}\\
\end{array}
\end{array}
Initial program 72.1%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f6470.7
Applied rewrites70.7%
Taylor expanded in c around 0
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6433.2
Applied rewrites33.2%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-/.f64N/A
lower--.f64N/A
lower-/.f64N/A
lower-*.f6431.3
Applied rewrites31.3%
Taylor expanded in a around inf
Applied rewrites3.0%
Final simplification3.0%
herbie shell --seed 2024233
(FPCore (a b c)
:name "jeff quadratic root 1"
:precision binary64
(if (>= b 0.0) (/ (- (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))))))