
(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 7 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 (- (* b b) (* c (* a 4.0))))))
(if (<= b -1e+104)
(if (>= b 0.0) (/ b (- a)) (/ c (- b)))
(if (<= b 5.5e+72)
(if (>= b 0.0) (/ (+ b t_0) (* a (- 2.0))) (/ (* c 2.0) (- t_0 b)))
(if (>= b 0.0)
(* -0.5 (+ (* -2.0 (/ c b)) (* 2.0 (/ b a))))
(* c (/ 2.0 (* b -2.0))))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -1e+104) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 5.5e+72) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (b + t_0) / (a * -2.0);
} else {
tmp_3 = (c * 2.0) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a)));
} else {
tmp_1 = c * (2.0 / (b * -2.0));
}
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
real(8) :: tmp_3
t_0 = sqrt(((b * b) - (c * (a * 4.0d0))))
if (b <= (-1d+104)) then
if (b >= 0.0d0) then
tmp_2 = b / -a
else
tmp_2 = c / -b
end if
tmp_1 = tmp_2
else if (b <= 5.5d+72) then
if (b >= 0.0d0) then
tmp_3 = (b + t_0) / (a * -2.0d0)
else
tmp_3 = (c * 2.0d0) / (t_0 - b)
end if
tmp_1 = tmp_3
else if (b >= 0.0d0) then
tmp_1 = (-0.5d0) * (((-2.0d0) * (c / b)) + (2.0d0 * (b / a)))
else
tmp_1 = c * (2.0d0 / (b * (-2.0d0)))
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -1e+104) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 5.5e+72) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (b + t_0) / (a * -2.0);
} else {
tmp_3 = (c * 2.0) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a)));
} else {
tmp_1 = c * (2.0 / (b * -2.0));
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (c * (a * 4.0)))) tmp_1 = 0 if b <= -1e+104: tmp_2 = 0 if b >= 0.0: tmp_2 = b / -a else: tmp_2 = c / -b tmp_1 = tmp_2 elif b <= 5.5e+72: tmp_3 = 0 if b >= 0.0: tmp_3 = (b + t_0) / (a * -2.0) else: tmp_3 = (c * 2.0) / (t_0 - b) tmp_1 = tmp_3 elif b >= 0.0: tmp_1 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a))) else: tmp_1 = c * (2.0 / (b * -2.0)) 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+104) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / Float64(-a)); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= 5.5e+72) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(b + t_0) / Float64(a * Float64(-2.0))); else tmp_3 = Float64(Float64(c * 2.0) / Float64(t_0 - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(-0.5 * Float64(Float64(-2.0 * Float64(c / b)) + Float64(2.0 * Float64(b / a)))); else tmp_1 = Float64(c * Float64(2.0 / Float64(b * -2.0))); end return tmp_1 end
function tmp_5 = code(a, b, c) t_0 = sqrt(((b * b) - (c * (a * 4.0)))); tmp_2 = 0.0; if (b <= -1e+104) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = b / -a; else tmp_3 = c / -b; end tmp_2 = tmp_3; elseif (b <= 5.5e+72) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (b + t_0) / (a * -2.0); else tmp_4 = (c * 2.0) / (t_0 - b); end tmp_2 = tmp_4; elseif (b >= 0.0) tmp_2 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a))); else tmp_2 = c * (2.0 / (b * -2.0)); end tmp_5 = tmp_2; 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+104], If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, 5.5e+72], If[GreaterEqual[b, 0.0], N[(N[(b + t$95$0), $MachinePrecision] / N[(a * (-2.0)), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$0 - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(-0.5 * N[(N[(-2.0 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(2.0 * N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(c * N[(2.0 / N[(b * -2.0), $MachinePrecision]), $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^{+104}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq 5.5 \cdot 10^{+72}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b + t\_0}{a \cdot \left(-2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;-0.5 \cdot \left(-2 \cdot \frac{c}{b} + 2 \cdot \frac{b}{a}\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{b \cdot -2}\\
\end{array}
\end{array}
if b < -1e104Initial program 48.0%
Simplified48.3%
Taylor expanded in b around inf 48.3%
associate-*r/48.3%
mul-1-neg48.3%
Simplified48.3%
Taylor expanded in b around -inf 94.5%
*-commutative94.5%
Simplified94.5%
Taylor expanded in b around 0 94.7%
neg-mul-194.7%
distribute-frac-neg294.7%
mul-1-neg94.7%
distribute-neg-frac294.7%
Simplified94.7%
if -1e104 < b < 5.5e72Initial program 84.5%
if 5.5e72 < b Initial program 52.2%
Simplified52.4%
Taylor expanded in b around -inf 52.4%
*-commutative95.1%
Simplified52.4%
Taylor expanded in c around 0 95.1%
Final simplification88.9%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (<= b -3.4e+106)
(if (>= b 0.0) (/ b (- a)) (/ c (- b)))
(if (<= b -4e-310)
(if (>= b 0.0)
(/ (* 2.0 (fma a (/ c b) (- b))) (* a 2.0))
(/ (* c 2.0) (- t_0 b)))
(if (<= b 1.22e+73)
(if (>= b 0.0)
(/ (+ b t_0) (* a (- 2.0)))
(/ (* c 2.0) (- (sqrt (- (* b b) (* a (* c -4.0)))) b)))
(if (>= b 0.0)
(* -0.5 (+ (* -2.0 (/ c b)) (* 2.0 (/ b a))))
(* c (/ 2.0 (* b -2.0)))))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -3.4e+106) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= -4e-310) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (2.0 * fma(a, (c / b), -b)) / (a * 2.0);
} else {
tmp_3 = (c * 2.0) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b <= 1.22e+73) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = (b + t_0) / (a * -2.0);
} else {
tmp_4 = (c * 2.0) / (sqrt(((b * b) - (a * (c * -4.0)))) - b);
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a)));
} else {
tmp_1 = c * (2.0 / (b * -2.0));
}
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 <= -3.4e+106) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / Float64(-a)); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= -4e-310) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(2.0 * fma(a, Float64(c / b), Float64(-b))) / Float64(a * 2.0)); else tmp_3 = Float64(Float64(c * 2.0) / Float64(t_0 - b)); end tmp_1 = tmp_3; elseif (b <= 1.22e+73) tmp_4 = 0.0 if (b >= 0.0) tmp_4 = Float64(Float64(b + t_0) / Float64(a * Float64(-2.0))); else tmp_4 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(Float64(b * b) - Float64(a * Float64(c * -4.0)))) - b)); end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = Float64(-0.5 * Float64(Float64(-2.0 * Float64(c / b)) + Float64(2.0 * Float64(b / a)))); else tmp_1 = Float64(c * Float64(2.0 / Float64(b * -2.0))); 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, -3.4e+106], If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, -4e-310], If[GreaterEqual[b, 0.0], N[(N[(2.0 * N[(a * N[(c / b), $MachinePrecision] + (-b)), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$0 - b), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1.22e+73], If[GreaterEqual[b, 0.0], N[(N[(b + t$95$0), $MachinePrecision] / N[(a * (-2.0)), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(-0.5 * N[(N[(-2.0 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(2.0 * N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(c * N[(2.0 / N[(b * -2.0), $MachinePrecision]), $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 -3.4 \cdot 10^{+106}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq -4 \cdot 10^{-310}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \mathsf{fma}\left(a, \frac{c}{b}, -b\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.22 \cdot 10^{+73}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b + t\_0}{a \cdot \left(-2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{b \cdot b - a \cdot \left(c \cdot -4\right)} - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;-0.5 \cdot \left(-2 \cdot \frac{c}{b} + 2 \cdot \frac{b}{a}\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{b \cdot -2}\\
\end{array}
\end{array}
if b < -3.39999999999999994e106Initial program 48.0%
Simplified48.3%
Taylor expanded in b around inf 48.3%
associate-*r/48.3%
mul-1-neg48.3%
Simplified48.3%
Taylor expanded in b around -inf 94.5%
*-commutative94.5%
Simplified94.5%
Taylor expanded in b around 0 94.7%
neg-mul-194.7%
distribute-frac-neg294.7%
mul-1-neg94.7%
distribute-neg-frac294.7%
Simplified94.7%
if -3.39999999999999994e106 < b < -3.999999999999988e-310Initial program 79.7%
Taylor expanded in a around 0 79.7%
distribute-lft-out--79.7%
associate-/l*79.7%
fma-neg79.7%
Simplified79.7%
if -3.999999999999988e-310 < b < 1.21999999999999998e73Initial program 89.4%
*-commutative89.4%
add-sqr-sqrt89.4%
sqrt-unprod89.4%
*-commutative89.4%
*-commutative89.4%
swap-sqr89.4%
metadata-eval89.4%
metadata-eval89.4%
swap-sqr89.4%
sqrt-unprod89.4%
add-sqr-sqrt89.4%
pow189.4%
*-commutative89.4%
associate-*r*89.4%
Applied egg-rr89.4%
unpow189.4%
*-commutative89.4%
*-commutative89.4%
Simplified89.4%
if 1.21999999999999998e73 < b Initial program 52.2%
Simplified52.4%
Taylor expanded in b around -inf 52.4%
*-commutative95.1%
Simplified52.4%
Taylor expanded in c around 0 95.1%
Final simplification88.9%
(FPCore (a b c)
:precision binary64
(if (<= b -8e+106)
(if (>= b 0.0) (/ b (- a)) (/ c (- b)))
(if (<= b -4e-310)
(if (>= b 0.0)
(/ (* 2.0 (fma a (/ c b) (- b))) (* a 2.0))
(/ (* c 2.0) (- (sqrt (- (* b b) (* c (* a 4.0)))) b)))
(if (<= b 5.6e-127)
(if (>= b 0.0)
(/ 1.0 (/ (* a 2.0) (- b (sqrt (* c (* a -4.0))))))
(/ (* c 2.0) (- (- b) b)))
(if (>= b 0.0)
(* -0.5 (+ (* -2.0 (/ c b)) (* 2.0 (/ b a))))
(* c (/ 2.0 (* b -2.0))))))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -8e+106) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= -4e-310) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (2.0 * fma(a, (c / b), -b)) / (a * 2.0);
} else {
tmp_3 = (c * 2.0) / (sqrt(((b * b) - (c * (a * 4.0)))) - b);
}
tmp_1 = tmp_3;
} else if (b <= 5.6e-127) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = 1.0 / ((a * 2.0) / (b - sqrt((c * (a * -4.0)))));
} else {
tmp_4 = (c * 2.0) / (-b - b);
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a)));
} else {
tmp_1 = c * (2.0 / (b * -2.0));
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -8e+106) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / Float64(-a)); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= -4e-310) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(2.0 * fma(a, Float64(c / b), Float64(-b))) / Float64(a * 2.0)); else tmp_3 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b)); end tmp_1 = tmp_3; elseif (b <= 5.6e-127) tmp_4 = 0.0 if (b >= 0.0) tmp_4 = Float64(1.0 / Float64(Float64(a * 2.0) / Float64(b - sqrt(Float64(c * Float64(a * -4.0)))))); else tmp_4 = Float64(Float64(c * 2.0) / Float64(Float64(-b) - b)); end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = Float64(-0.5 * Float64(Float64(-2.0 * Float64(c / b)) + Float64(2.0 * Float64(b / a)))); else tmp_1 = Float64(c * Float64(2.0 / Float64(b * -2.0))); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -8e+106], If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, -4e-310], If[GreaterEqual[b, 0.0], N[(N[(2.0 * N[(a * N[(c / b), $MachinePrecision] + (-b)), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 5.6e-127], If[GreaterEqual[b, 0.0], N[(1.0 / N[(N[(a * 2.0), $MachinePrecision] / N[(b - N[Sqrt[N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(-0.5 * N[(N[(-2.0 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(2.0 * N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(c * N[(2.0 / N[(b * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -8 \cdot 10^{+106}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq -4 \cdot 10^{-310}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \mathsf{fma}\left(a, \frac{c}{b}, -b\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}\\
\end{array}\\
\mathbf{elif}\;b \leq 5.6 \cdot 10^{-127}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{1}{\frac{a \cdot 2}{b - \sqrt{c \cdot \left(a \cdot -4\right)}}}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;-0.5 \cdot \left(-2 \cdot \frac{c}{b} + 2 \cdot \frac{b}{a}\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{b \cdot -2}\\
\end{array}
\end{array}
if b < -8.00000000000000073e106Initial program 48.0%
Simplified48.3%
Taylor expanded in b around inf 48.3%
associate-*r/48.3%
mul-1-neg48.3%
Simplified48.3%
Taylor expanded in b around -inf 94.5%
*-commutative94.5%
Simplified94.5%
Taylor expanded in b around 0 94.7%
neg-mul-194.7%
distribute-frac-neg294.7%
mul-1-neg94.7%
distribute-neg-frac294.7%
Simplified94.7%
if -8.00000000000000073e106 < b < -3.999999999999988e-310Initial program 79.7%
Taylor expanded in a around 0 79.7%
distribute-lft-out--79.7%
associate-/l*79.7%
fma-neg79.7%
Simplified79.7%
if -3.999999999999988e-310 < b < 5.59999999999999999e-127Initial program 88.2%
add-sqr-sqrt88.2%
pow288.2%
pow1/288.2%
sqrt-pow188.2%
fma-neg88.2%
*-commutative88.2%
distribute-rgt-neg-in88.2%
distribute-lft-neg-in88.2%
metadata-eval88.2%
associate-*r*88.2%
metadata-eval88.2%
Applied egg-rr88.2%
Taylor expanded in b around -inf 88.2%
clear-num88.0%
inv-pow88.0%
*-commutative88.0%
add-sqr-sqrt0.0%
sqrt-unprod87.3%
sqr-neg87.3%
sqrt-prod87.2%
add-sqr-sqrt87.2%
fma-neg87.2%
*-commutative87.2%
distribute-rgt-neg-in87.2%
distribute-lft-neg-in87.2%
metadata-eval87.2%
associate-*r*87.2%
Applied egg-rr87.2%
unpow-187.2%
*-commutative87.2%
*-commutative87.2%
Simplified87.2%
Taylor expanded in b around 0 87.2%
associate-*r*87.2%
Simplified87.2%
if 5.59999999999999999e-127 < b Initial program 68.3%
Simplified68.4%
Taylor expanded in b around -inf 68.4%
*-commutative79.4%
Simplified68.4%
Taylor expanded in c around 0 79.7%
Final simplification83.7%
(FPCore (a b c)
:precision binary64
(if (<= b 1e-126)
(if (>= b 0.0)
(/ 1.0 (/ (* a 2.0) (- b (sqrt (* c (* a -4.0))))))
(/ (* c 2.0) (- (- b) b)))
(if (>= b 0.0)
(* -0.5 (+ (* -2.0 (/ c b)) (* 2.0 (/ b a))))
(* c (/ 2.0 (* b -2.0))))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= 1e-126) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = 1.0 / ((a * 2.0) / (b - sqrt((c * (a * -4.0)))));
} else {
tmp_2 = (c * 2.0) / (-b - b);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a)));
} else {
tmp_1 = c * (2.0 / (b * -2.0));
}
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 <= 1d-126) then
if (b >= 0.0d0) then
tmp_2 = 1.0d0 / ((a * 2.0d0) / (b - sqrt((c * (a * (-4.0d0))))))
else
tmp_2 = (c * 2.0d0) / (-b - b)
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (-0.5d0) * (((-2.0d0) * (c / b)) + (2.0d0 * (b / a)))
else
tmp_1 = c * (2.0d0 / (b * (-2.0d0)))
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double tmp_1;
if (b <= 1e-126) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = 1.0 / ((a * 2.0) / (b - Math.sqrt((c * (a * -4.0)))));
} else {
tmp_2 = (c * 2.0) / (-b - b);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a)));
} else {
tmp_1 = c * (2.0 / (b * -2.0));
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if b <= 1e-126: tmp_2 = 0 if b >= 0.0: tmp_2 = 1.0 / ((a * 2.0) / (b - math.sqrt((c * (a * -4.0))))) else: tmp_2 = (c * 2.0) / (-b - b) tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a))) else: tmp_1 = c * (2.0 / (b * -2.0)) return tmp_1
function code(a, b, c) tmp_1 = 0.0 if (b <= 1e-126) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(1.0 / Float64(Float64(a * 2.0) / Float64(b - sqrt(Float64(c * Float64(a * -4.0)))))); else tmp_2 = Float64(Float64(c * 2.0) / Float64(Float64(-b) - b)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(-0.5 * Float64(Float64(-2.0 * Float64(c / b)) + Float64(2.0 * Float64(b / a)))); else tmp_1 = Float64(c * Float64(2.0 / Float64(b * -2.0))); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if (b <= 1e-126) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = 1.0 / ((a * 2.0) / (b - sqrt((c * (a * -4.0))))); else tmp_3 = (c * 2.0) / (-b - b); end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a))); else tmp_2 = c * (2.0 / (b * -2.0)); end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[LessEqual[b, 1e-126], If[GreaterEqual[b, 0.0], N[(1.0 / N[(N[(a * 2.0), $MachinePrecision] / N[(b - N[Sqrt[N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(-0.5 * N[(N[(-2.0 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(2.0 * N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(c * N[(2.0 / N[(b * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 10^{-126}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{1}{\frac{a \cdot 2}{b - \sqrt{c \cdot \left(a \cdot -4\right)}}}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;-0.5 \cdot \left(-2 \cdot \frac{c}{b} + 2 \cdot \frac{b}{a}\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{b \cdot -2}\\
\end{array}
\end{array}
if b < 9.9999999999999995e-127Initial program 71.0%
add-sqr-sqrt70.9%
pow270.9%
pow1/270.9%
sqrt-pow170.9%
fma-neg71.1%
*-commutative71.1%
distribute-rgt-neg-in71.1%
distribute-lft-neg-in71.1%
metadata-eval71.1%
associate-*r*71.1%
metadata-eval71.1%
Applied egg-rr71.1%
Taylor expanded in b around -inf 70.5%
clear-num70.5%
inv-pow70.5%
*-commutative70.5%
add-sqr-sqrt52.8%
sqrt-unprod70.4%
sqr-neg70.4%
sqrt-prod70.4%
add-sqr-sqrt70.4%
fma-neg70.4%
*-commutative70.4%
distribute-rgt-neg-in70.4%
distribute-lft-neg-in70.4%
metadata-eval70.4%
associate-*r*70.4%
Applied egg-rr70.4%
unpow-170.4%
*-commutative70.4%
*-commutative70.4%
Simplified70.4%
Taylor expanded in b around 0 70.4%
associate-*r*70.4%
Simplified70.4%
if 9.9999999999999995e-127 < b Initial program 68.3%
Simplified68.4%
Taylor expanded in b around -inf 68.4%
*-commutative79.4%
Simplified68.4%
Taylor expanded in c around 0 79.7%
Final simplification73.9%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (* 2.0 (- (* a (/ c b)) b)) (* a 2.0)) (/ (* c 2.0) (- (- b) b))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (2.0 * ((a * (c / b)) - b)) / (a * 2.0);
} else {
tmp = (c * 2.0) / (-b - 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 = (2.0d0 * ((a * (c / b)) - b)) / (a * 2.0d0)
else
tmp = (c * 2.0d0) / (-b - b)
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 * ((a * (c / b)) - b)) / (a * 2.0);
} else {
tmp = (c * 2.0) / (-b - b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (2.0 * ((a * (c / b)) - b)) / (a * 2.0) else: tmp = (c * 2.0) / (-b - b) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(2.0 * Float64(Float64(a * Float64(c / b)) - b)) / Float64(a * 2.0)); else tmp = Float64(Float64(c * 2.0) / Float64(Float64(-b) - b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = (2.0 * ((a * (c / b)) - b)) / (a * 2.0); else tmp = (c * 2.0) / (-b - b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[(2.0 * N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(a \cdot \frac{c}{b} - b\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - b}\\
\end{array}
\end{array}
Initial program 70.0%
add-sqr-sqrt69.9%
pow269.9%
pow1/269.9%
sqrt-pow170.0%
fma-neg70.0%
*-commutative70.0%
distribute-rgt-neg-in70.0%
distribute-lft-neg-in70.0%
metadata-eval70.0%
associate-*r*70.0%
metadata-eval70.0%
Applied egg-rr70.0%
Taylor expanded in b around -inf 69.7%
Taylor expanded in a around 0 62.7%
distribute-lft-out--62.7%
associate-/l*63.9%
Simplified63.9%
Final simplification63.9%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (* -0.5 (+ (* -2.0 (/ c b)) (* 2.0 (/ b a)))) (* c (/ 2.0 (* b -2.0)))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a)));
} else {
tmp = c * (2.0 / (b * -2.0));
}
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 >= 0.0d0) then
tmp = (-0.5d0) * (((-2.0d0) * (c / b)) + (2.0d0 * (b / a)))
else
tmp = c * (2.0d0 / (b * (-2.0d0)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a)));
} else {
tmp = c * (2.0 / (b * -2.0));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a))) else: tmp = c * (2.0 / (b * -2.0)) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(-0.5 * Float64(Float64(-2.0 * Float64(c / b)) + Float64(2.0 * Float64(b / a)))); else tmp = Float64(c * Float64(2.0 / Float64(b * -2.0))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = -0.5 * ((-2.0 * (c / b)) + (2.0 * (b / a))); else tmp = c * (2.0 / (b * -2.0)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(-0.5 * N[(N[(-2.0 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(2.0 * N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(c * N[(2.0 / N[(b * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-0.5 \cdot \left(-2 \cdot \frac{c}{b} + 2 \cdot \frac{b}{a}\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{b \cdot -2}\\
\end{array}
\end{array}
Initial program 70.0%
Simplified70.1%
Taylor expanded in b around -inf 69.6%
*-commutative63.7%
Simplified69.6%
Taylor expanded in c around 0 63.9%
(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(b / Float64(-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 70.0%
Simplified70.1%
Taylor expanded in b around inf 64.2%
associate-*r/64.2%
mul-1-neg64.2%
Simplified64.2%
Taylor expanded in b around -inf 63.7%
*-commutative63.7%
Simplified63.7%
Taylor expanded in b around 0 63.8%
neg-mul-163.8%
distribute-frac-neg263.8%
mul-1-neg63.8%
distribute-neg-frac263.8%
Simplified63.8%
herbie shell --seed 2024137
(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)))))))