
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (* 2.0 c) (- (- b) t_0)) (/ (+ (- b) t_0) (* 2.0 a)))))
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 = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * 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) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (2.0d0 * c) / (-b - t_0)
else
tmp = (-b + t_0) / (2.0d0 * a)
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 = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * a);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (2.0 * c) / (-b - t_0) else: tmp = (-b + t_0) / (2.0 * a) 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(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp = Float64(Float64(Float64(-b) + t_0) / Float64(2.0 * a)); 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 = (2.0 * c) / (-b - t_0); else tmp = (-b + t_0) / (2.0 * a); 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[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $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{2 \cdot c}{\left(-b\right) - t\_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 6 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (* 2.0 c) (- (- b) t_0)) (/ (+ (- b) t_0) (* 2.0 a)))))
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 = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * 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) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (2.0d0 * c) / (-b - t_0)
else
tmp = (-b + t_0) / (2.0d0 * a)
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 = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * a);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (2.0 * c) / (-b - t_0) else: tmp = (-b + t_0) / (2.0 * a) 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(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp = Float64(Float64(Float64(-b) + t_0) / Float64(2.0 * a)); 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 = (2.0 * c) / (-b - t_0); else tmp = (-b + t_0) / (2.0 * a); 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[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $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{2 \cdot c}{\left(-b\right) - t\_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (<= b -1e+153)
(if (>= b 0.0)
(/ (* 2.0 c) (fma b -2.0 (* 2.0 (* c (/ a b)))))
(/ (- (- (* 2.0 (* a (/ c b))) b) b) (* 2.0 a)))
(if (<= b 1.2e+105)
(if (>= b 0.0) (/ (* 2.0 c) (- (- b) t_0)) (/ (- t_0 b) (* 2.0 a)))
(if (>= b 0.0) (/ (* 2.0 c) (* b -2.0)) (* -0.5 (/ b a)))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -1e+153) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * c) / fma(b, -2.0, (2.0 * (c * (a / b))));
} else {
tmp_2 = (((2.0 * (a * (c / b))) - b) - b) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b <= 1.2e+105) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (2.0 * c) / (-b - t_0);
} else {
tmp_3 = (t_0 - b) / (2.0 * a);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (2.0 * c) / (b * -2.0);
} else {
tmp_1 = -0.5 * (b / a);
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) tmp_1 = 0.0 if (b <= -1e+153) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * c) / fma(b, -2.0, Float64(2.0 * Float64(c * Float64(a / b))))); else tmp_2 = Float64(Float64(Float64(Float64(2.0 * Float64(a * Float64(c / b))) - b) - b) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b <= 1.2e+105) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp_3 = Float64(Float64(t_0 - b) / Float64(2.0 * a)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(2.0 * c) / Float64(b * -2.0)); else tmp_1 = Float64(-0.5 * Float64(b / a)); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -1e+153], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0 + N[(2.0 * N[(c * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(2.0 * N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1.2e+105], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[(t$95$0 - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(b / a), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -1 \cdot 10^{+153}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\mathsf{fma}\left(b, -2, 2 \cdot \left(c \cdot \frac{a}{b}\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(2 \cdot \left(a \cdot \frac{c}{b}\right) - b\right) - b}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.2 \cdot 10^{+105}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) - t\_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{t\_0 - b}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{b \cdot -2}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{b}{a}\\
\end{array}
\end{array}
if b < -1e153Initial program 34.7%
Taylor expanded in b around inf 34.7%
*-commutative34.7%
fma-def34.7%
*-commutative34.7%
associate-/l*34.7%
associate-/r/34.7%
Simplified34.7%
Taylor expanded in b around -inf 84.6%
+-commutative84.6%
mul-1-neg84.6%
unsub-neg84.6%
*-commutative84.6%
associate-/l*95.9%
associate-/r/95.9%
Simplified95.9%
if -1e153 < b < 1.19999999999999987e105Initial program 93.3%
if 1.19999999999999987e105 < b Initial program 55.8%
Taylor expanded in b around inf 100.0%
*-commutative100.0%
Simplified100.0%
Taylor expanded in b around 0 100.0%
*-commutative100.0%
Simplified100.0%
Taylor expanded in b around inf 100.0%
Final simplification94.7%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0)))))
(t_1 (/ (* 2.0 c) (* b -2.0))))
(if (<= b -1e+153)
(if (>= b 0.0)
(/ (* 2.0 c) (fma b -2.0 (* 2.0 (* c (/ a b)))))
(/ (- (- (* 2.0 (* a (/ c b))) b) b) (* 2.0 a)))
(if (<= b -2e-310)
(if (>= b 0.0) t_1 (/ (- t_0 b) (* 2.0 a)))
(if (<= b 1e+105)
(if (>= b 0.0)
(/ (* 2.0 c) (- (- b) t_0))
(* (/ 0.5 a) (* 2.0 (/ a (/ b c)))))
(if (>= b 0.0) t_1 (* -0.5 (/ b a))))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double t_1 = (2.0 * c) / (b * -2.0);
double tmp_1;
if (b <= -1e+153) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * c) / fma(b, -2.0, (2.0 * (c * (a / b))));
} else {
tmp_2 = (((2.0 * (a * (c / b))) - b) - b) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b <= -2e-310) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = t_1;
} else {
tmp_3 = (t_0 - b) / (2.0 * a);
}
tmp_1 = tmp_3;
} else if (b <= 1e+105) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = (2.0 * c) / (-b - t_0);
} else {
tmp_4 = (0.5 / a) * (2.0 * (a / (b / c)));
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = t_1;
} else {
tmp_1 = -0.5 * (b / a);
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) t_1 = Float64(Float64(2.0 * c) / Float64(b * -2.0)) tmp_1 = 0.0 if (b <= -1e+153) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * c) / fma(b, -2.0, Float64(2.0 * Float64(c * Float64(a / b))))); else tmp_2 = Float64(Float64(Float64(Float64(2.0 * Float64(a * Float64(c / b))) - b) - b) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b <= -2e-310) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = t_1; else tmp_3 = Float64(Float64(t_0 - b) / Float64(2.0 * a)); end tmp_1 = tmp_3; elseif (b <= 1e+105) tmp_4 = 0.0 if (b >= 0.0) tmp_4 = Float64(Float64(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp_4 = Float64(Float64(0.5 / a) * Float64(2.0 * Float64(a / Float64(b / c)))); end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = t_1; else tmp_1 = Float64(-0.5 * Float64(b / a)); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -1e+153], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0 + N[(2.0 * N[(c * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(2.0 * N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, -2e-310], If[GreaterEqual[b, 0.0], t$95$1, N[(N[(t$95$0 - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1e+105], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[(0.5 / a), $MachinePrecision] * N[(2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], t$95$1, N[(-0.5 * N[(b / a), $MachinePrecision]), $MachinePrecision]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
t_1 := \frac{2 \cdot c}{b \cdot -2}\\
\mathbf{if}\;b \leq -1 \cdot 10^{+153}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\mathsf{fma}\left(b, -2, 2 \cdot \left(c \cdot \frac{a}{b}\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(2 \cdot \left(a \cdot \frac{c}{b}\right) - b\right) - b}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq -2 \cdot 10^{-310}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;\frac{t\_0 - b}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq 10^{+105}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) - t\_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{a} \cdot \left(2 \cdot \frac{a}{\frac{b}{c}}\right)\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{b}{a}\\
\end{array}
\end{array}
if b < -1e153Initial program 34.7%
Taylor expanded in b around inf 34.7%
*-commutative34.7%
fma-def34.7%
*-commutative34.7%
associate-/l*34.7%
associate-/r/34.7%
Simplified34.7%
Taylor expanded in b around -inf 84.6%
+-commutative84.6%
mul-1-neg84.6%
unsub-neg84.6%
*-commutative84.6%
associate-/l*95.9%
associate-/r/95.9%
Simplified95.9%
if -1e153 < b < -1.999999999999994e-310Initial program 95.1%
Taylor expanded in b around inf 95.1%
*-commutative95.1%
Simplified95.1%
if -1.999999999999994e-310 < b < 9.9999999999999994e104Initial program 90.7%
clear-num90.7%
associate-/r/90.7%
associate-/r*90.7%
metadata-eval90.7%
+-commutative90.7%
add-sqr-sqrt90.7%
fma-def90.7%
Applied egg-rr90.7%
Taylor expanded in b around -inf 90.7%
*-commutative90.7%
associate-/l*90.7%
Simplified90.7%
if 9.9999999999999994e104 < b Initial program 55.8%
Taylor expanded in b around inf 100.0%
*-commutative100.0%
Simplified100.0%
Taylor expanded in b around 0 100.0%
*-commutative100.0%
Simplified100.0%
Taylor expanded in b around inf 100.0%
Final simplification94.7%
(FPCore (a b c)
:precision binary64
(if (<= b -5e+147)
(if (>= b 0.0)
(/ (* 2.0 c) (fma b -2.0 (* 2.0 (* c (/ a b)))))
(/ (- (- (* 2.0 (* a (/ c b))) b) b) (* 2.0 a)))
(if (>= b 0.0)
(/ (* 2.0 c) (* b -2.0))
(/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* 2.0 a)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -5e+147) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * c) / fma(b, -2.0, (2.0 * (c * (a / b))));
} else {
tmp_2 = (((2.0 * (a * (c / b))) - b) - b) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (2.0 * c) / (b * -2.0);
} else {
tmp_1 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a);
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -5e+147) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * c) / fma(b, -2.0, Float64(2.0 * Float64(c * Float64(a / b))))); else tmp_2 = Float64(Float64(Float64(Float64(2.0 * Float64(a * Float64(c / b))) - b) - b) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(2.0 * c) / Float64(b * -2.0)); else tmp_1 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(2.0 * a)); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -5e+147], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0 + N[(2.0 * N[(c * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(2.0 * N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{+147}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\mathsf{fma}\left(b, -2, 2 \cdot \left(c \cdot \frac{a}{b}\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(2 \cdot \left(a \cdot \frac{c}{b}\right) - b\right) - b}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{b \cdot -2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{2 \cdot a}\\
\end{array}
\end{array}
if b < -5.0000000000000002e147Initial program 34.7%
Taylor expanded in b around inf 34.7%
*-commutative34.7%
fma-def34.7%
*-commutative34.7%
associate-/l*34.7%
associate-/r/34.7%
Simplified34.7%
Taylor expanded in b around -inf 84.6%
+-commutative84.6%
mul-1-neg84.6%
unsub-neg84.6%
*-commutative84.6%
associate-/l*95.9%
associate-/r/95.9%
Simplified95.9%
if -5.0000000000000002e147 < b Initial program 86.7%
Taylor expanded in b around inf 77.1%
*-commutative77.1%
Simplified77.1%
Final simplification80.4%
(FPCore (a b c)
:precision binary64
(if (<= b -3.6e-16)
(if (>= b 0.0)
(/ (* 2.0 c) (fma b -2.0 (* 2.0 (* c (/ a b)))))
(/ (- (- b) b) (* 2.0 a)))
(if (>= b 0.0)
(/ (* 2.0 c) (* b -2.0))
(/ (- (sqrt (* (* c a) -4.0)) b) (* 2.0 a)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -3.6e-16) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * c) / fma(b, -2.0, (2.0 * (c * (a / b))));
} else {
tmp_2 = (-b - b) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (2.0 * c) / (b * -2.0);
} else {
tmp_1 = (sqrt(((c * a) * -4.0)) - b) / (2.0 * a);
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -3.6e-16) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * c) / fma(b, -2.0, Float64(2.0 * Float64(c * Float64(a / b))))); else tmp_2 = Float64(Float64(Float64(-b) - b) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(2.0 * c) / Float64(b * -2.0)); else tmp_1 = Float64(Float64(sqrt(Float64(Float64(c * a) * -4.0)) - b) / Float64(2.0 * a)); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -3.6e-16], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0 + N[(2.0 * N[(c * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[((-b) - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -3.6 \cdot 10^{-16}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\mathsf{fma}\left(b, -2, 2 \cdot \left(c \cdot \frac{a}{b}\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) - b}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{b \cdot -2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\sqrt{\left(c \cdot a\right) \cdot -4} - b}{2 \cdot a}\\
\end{array}
\end{array}
if b < -3.59999999999999983e-16Initial program 67.3%
Taylor expanded in b around inf 67.3%
*-commutative67.3%
fma-def67.3%
*-commutative67.3%
associate-/l*67.3%
associate-/r/67.3%
Simplified67.3%
Taylor expanded in b around -inf 93.9%
if -3.59999999999999983e-16 < b Initial program 83.5%
Taylor expanded in b around inf 71.2%
*-commutative71.2%
Simplified71.2%
Taylor expanded in b around 0 67.7%
*-commutative67.7%
Simplified67.7%
Final simplification77.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* 2.0 c) (* b -2.0))))
(if (<= b -1.65e-11)
(if (>= b 0.0) t_0 (* -0.5 (/ b a)))
(if (>= b 0.0) t_0 (/ (- (sqrt (* (* c a) -4.0)) b) (* 2.0 a))))))
double code(double a, double b, double c) {
double t_0 = (2.0 * c) / (b * -2.0);
double tmp_1;
if (b <= -1.65e-11) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0;
} else {
tmp_2 = -0.5 * (b / a);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = (sqrt(((c * a) * -4.0)) - b) / (2.0 * a);
}
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) :: t_0
real(8) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
t_0 = (2.0d0 * c) / (b * (-2.0d0))
if (b <= (-1.65d-11)) then
if (b >= 0.0d0) then
tmp_2 = t_0
else
tmp_2 = (-0.5d0) * (b / a)
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = t_0
else
tmp_1 = (sqrt(((c * a) * (-4.0d0))) - b) / (2.0d0 * a)
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = (2.0 * c) / (b * -2.0);
double tmp_1;
if (b <= -1.65e-11) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0;
} else {
tmp_2 = -0.5 * (b / a);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = (Math.sqrt(((c * a) * -4.0)) - b) / (2.0 * a);
}
return tmp_1;
}
def code(a, b, c): t_0 = (2.0 * c) / (b * -2.0) tmp_1 = 0 if b <= -1.65e-11: tmp_2 = 0 if b >= 0.0: tmp_2 = t_0 else: tmp_2 = -0.5 * (b / a) tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = t_0 else: tmp_1 = (math.sqrt(((c * a) * -4.0)) - b) / (2.0 * a) return tmp_1
function code(a, b, c) t_0 = Float64(Float64(2.0 * c) / Float64(b * -2.0)) tmp_1 = 0.0 if (b <= -1.65e-11) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_0; else tmp_2 = Float64(-0.5 * Float64(b / a)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = t_0; else tmp_1 = Float64(Float64(sqrt(Float64(Float64(c * a) * -4.0)) - b) / Float64(2.0 * a)); end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = (2.0 * c) / (b * -2.0); tmp_2 = 0.0; if (b <= -1.65e-11) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = t_0; else tmp_3 = -0.5 * (b / a); end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = t_0; else tmp_2 = (sqrt(((c * a) * -4.0)) - b) / (2.0 * a); end tmp_4 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -1.65e-11], If[GreaterEqual[b, 0.0], t$95$0, N[(-0.5 * N[(b / a), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], t$95$0, N[(N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{2 \cdot c}{b \cdot -2}\\
\mathbf{if}\;b \leq -1.65 \cdot 10^{-11}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{b}{a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{\sqrt{\left(c \cdot a\right) \cdot -4} - b}{2 \cdot a}\\
\end{array}
\end{array}
if b < -1.6500000000000001e-11Initial program 67.3%
Taylor expanded in b around inf 67.3%
*-commutative67.3%
Simplified67.3%
Taylor expanded in b around 0 25.9%
*-commutative25.9%
Simplified25.9%
Taylor expanded in b around inf 33.2%
if -1.6500000000000001e-11 < b Initial program 83.5%
Taylor expanded in b around inf 71.2%
*-commutative71.2%
Simplified71.2%
Taylor expanded in b around 0 67.7%
*-commutative67.7%
Simplified67.7%
Final simplification55.4%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (* 2.0 c) (* b -2.0)) (* -0.5 (/ b a))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (2.0 * c) / (b * -2.0);
} else {
tmp = -0.5 * (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 = (2.0d0 * c) / (b * (-2.0d0))
else
tmp = (-0.5d0) * (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 = (2.0 * c) / (b * -2.0);
} else {
tmp = -0.5 * (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (2.0 * c) / (b * -2.0) else: tmp = -0.5 * (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(2.0 * c) / Float64(b * -2.0)); else tmp = Float64(-0.5 * Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = (2.0 * c) / (b * -2.0); else tmp = -0.5 * (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(b * -2.0), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(b / a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{b \cdot -2}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{b}{a}\\
\end{array}
\end{array}
Initial program 77.8%
Taylor expanded in b around inf 69.8%
*-commutative69.8%
Simplified69.8%
Taylor expanded in b around 0 52.8%
*-commutative52.8%
Simplified52.8%
Taylor expanded in b around inf 39.4%
Final simplification39.4%
herbie shell --seed 2024026
(FPCore (a b c)
:name "jeff quadratic root 2"
:precision binary64
(if (>= b 0.0) (/ (* 2.0 c) (- (- b) (sqrt (- (* b b) (* (* 4.0 a) c))))) (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a))))