
(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 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) (/ (* 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 -3.25e+122)
(if (>= b 0.0) (/ (- c) b) (/ (- b) a))
(if (<= b 1.5e+90)
(if (>= b 0.0) (/ (* c 2.0) (- (- b) t_0)) (/ (- t_0 b) (* a 2.0)))
(if (>= b 0.0)
(/ (* c 2.0) (- (- b) (+ b (* -2.0 (/ a (/ b c))))))
(/ (* b -2.0) (* a 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 <= -3.25e+122) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -c / b;
} else {
tmp_2 = -b / a;
}
tmp_1 = tmp_2;
} else if (b <= 1.5e+90) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (c * 2.0) / (-b - t_0);
} else {
tmp_3 = (t_0 - b) / (a * 2.0);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c)))));
} else {
tmp_1 = (b * -2.0) / (a * 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 <= (-3.25d+122)) then
if (b >= 0.0d0) then
tmp_2 = -c / b
else
tmp_2 = -b / a
end if
tmp_1 = tmp_2
else if (b <= 1.5d+90) then
if (b >= 0.0d0) then
tmp_3 = (c * 2.0d0) / (-b - t_0)
else
tmp_3 = (t_0 - b) / (a * 2.0d0)
end if
tmp_1 = tmp_3
else if (b >= 0.0d0) then
tmp_1 = (c * 2.0d0) / (-b - (b + ((-2.0d0) * (a / (b / c)))))
else
tmp_1 = (b * (-2.0d0)) / (a * 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 <= -3.25e+122) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -c / b;
} else {
tmp_2 = -b / a;
}
tmp_1 = tmp_2;
} else if (b <= 1.5e+90) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (c * 2.0) / (-b - t_0);
} else {
tmp_3 = (t_0 - b) / (a * 2.0);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c)))));
} else {
tmp_1 = (b * -2.0) / (a * 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 <= -3.25e+122: tmp_2 = 0 if b >= 0.0: tmp_2 = -c / b else: tmp_2 = -b / a tmp_1 = tmp_2 elif b <= 1.5e+90: tmp_3 = 0 if b >= 0.0: tmp_3 = (c * 2.0) / (-b - t_0) else: tmp_3 = (t_0 - b) / (a * 2.0) tmp_1 = tmp_3 elif b >= 0.0: tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c))))) else: tmp_1 = (b * -2.0) / (a * 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 <= -3.25e+122) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-c) / b); else tmp_2 = Float64(Float64(-b) / a); end tmp_1 = tmp_2; elseif (b <= 1.5e+90) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(c * 2.0) / Float64(Float64(-b) - t_0)); else tmp_3 = Float64(Float64(t_0 - b) / Float64(a * 2.0)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(c * 2.0) / Float64(Float64(-b) - Float64(b + Float64(-2.0 * Float64(a / Float64(b / c)))))); else tmp_1 = Float64(Float64(b * -2.0) / Float64(a * 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 <= -3.25e+122) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = -c / b; else tmp_3 = -b / a; end tmp_2 = tmp_3; elseif (b <= 1.5e+90) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (c * 2.0) / (-b - t_0); else tmp_4 = (t_0 - b) / (a * 2.0); end tmp_2 = tmp_4; elseif (b >= 0.0) tmp_2 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c))))); else tmp_2 = (b * -2.0) / (a * 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, -3.25e+122], If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]], If[LessEqual[b, 1.5e+90], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[(t$95$0 - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - N[(b + N[(-2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $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 -3.25 \cdot 10^{+122}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.5 \cdot 10^{+90}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - t_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{t_0 - b}{a \cdot 2}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - \left(b + -2 \cdot \frac{a}{\frac{b}{c}}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\end{array}
\end{array}
if b < -3.24999999999999982e122Initial program 48.8%
Simplified49.0%
Taylor expanded in c around 0 49.0%
mul-1-neg49.0%
distribute-neg-frac49.0%
Simplified49.0%
Taylor expanded in b around -inf 96.8%
associate-*r/96.8%
mul-1-neg96.8%
Simplified96.8%
if -3.24999999999999982e122 < b < 1.49999999999999989e90Initial program 91.7%
if 1.49999999999999989e90 < b Initial program 49.0%
Taylor expanded in b around -inf 49.0%
*-commutative49.0%
Simplified49.0%
Taylor expanded in b around inf 89.5%
associate-/l*98.7%
Simplified98.7%
Final simplification94.9%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* b -2.0) (* a 2.0))))
(if (<= b 1e+87)
(if (>= b 0.0)
(/ (* c 2.0) (- (- b) (sqrt (- (* b b) (* c (* a 4.0))))))
t_0)
(if (>= b 0.0)
(/ (* c 2.0) (- (- b) (+ b (* -2.0 (/ a (/ b c))))))
t_0))))
double code(double a, double b, double c) {
double t_0 = (b * -2.0) / (a * 2.0);
double tmp_1;
if (b <= 1e+87) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c * 2.0) / (-b - sqrt(((b * b) - (c * (a * 4.0)))));
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c)))));
} else {
tmp_1 = t_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
t_0 = (b * (-2.0d0)) / (a * 2.0d0)
if (b <= 1d+87) then
if (b >= 0.0d0) then
tmp_2 = (c * 2.0d0) / (-b - sqrt(((b * b) - (c * (a * 4.0d0)))))
else
tmp_2 = t_0
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (c * 2.0d0) / (-b - (b + ((-2.0d0) * (a / (b / c)))))
else
tmp_1 = t_0
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = (b * -2.0) / (a * 2.0);
double tmp_1;
if (b <= 1e+87) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c * 2.0) / (-b - Math.sqrt(((b * b) - (c * (a * 4.0)))));
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c)))));
} else {
tmp_1 = t_0;
}
return tmp_1;
}
def code(a, b, c): t_0 = (b * -2.0) / (a * 2.0) tmp_1 = 0 if b <= 1e+87: tmp_2 = 0 if b >= 0.0: tmp_2 = (c * 2.0) / (-b - math.sqrt(((b * b) - (c * (a * 4.0))))) else: tmp_2 = t_0 tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c))))) else: tmp_1 = t_0 return tmp_1
function code(a, b, c) t_0 = Float64(Float64(b * -2.0) / Float64(a * 2.0)) tmp_1 = 0.0 if (b <= 1e+87) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(c * 2.0) / Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))))); else tmp_2 = t_0; end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(c * 2.0) / Float64(Float64(-b) - Float64(b + Float64(-2.0 * Float64(a / Float64(b / c)))))); else tmp_1 = t_0; end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = (b * -2.0) / (a * 2.0); tmp_2 = 0.0; if (b <= 1e+87) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (c * 2.0) / (-b - sqrt(((b * b) - (c * (a * 4.0))))); else tmp_3 = t_0; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c))))); else tmp_2 = t_0; end tmp_4 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 1e+87], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$0], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - N[(b + N[(-2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{b \cdot -2}{a \cdot 2}\\
\mathbf{if}\;b \leq 10^{+87}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}}\\
\mathbf{else}:\\
\;\;\;\;t_0\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - \left(b + -2 \cdot \frac{a}{\frac{b}{c}}\right)}\\
\mathbf{else}:\\
\;\;\;\;t_0\\
\end{array}
\end{array}
if b < 9.9999999999999996e86Initial program 78.2%
Taylor expanded in b around -inf 79.6%
*-commutative79.6%
Simplified79.6%
if 9.9999999999999996e86 < b Initial program 49.0%
Taylor expanded in b around -inf 49.0%
*-commutative49.0%
Simplified49.0%
Taylor expanded in b around inf 89.5%
associate-/l*98.7%
Simplified98.7%
Final simplification85.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* b -2.0) (* a 2.0))))
(if (<= b 1.2e-103)
(if (>= b 0.0) (* c (/ 2.0 (- b (sqrt (* a (* c -4.0)))))) t_0)
(if (>= b 0.0)
(/ (* c 2.0) (- (- b) (+ b (* -2.0 (/ a (/ b c))))))
t_0))))
double code(double a, double b, double c) {
double t_0 = (b * -2.0) / (a * 2.0);
double tmp_1;
if (b <= 1.2e-103) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c * (2.0 / (b - sqrt((a * (c * -4.0)))));
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c)))));
} else {
tmp_1 = t_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
t_0 = (b * (-2.0d0)) / (a * 2.0d0)
if (b <= 1.2d-103) then
if (b >= 0.0d0) then
tmp_2 = c * (2.0d0 / (b - sqrt((a * (c * (-4.0d0))))))
else
tmp_2 = t_0
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (c * 2.0d0) / (-b - (b + ((-2.0d0) * (a / (b / c)))))
else
tmp_1 = t_0
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = (b * -2.0) / (a * 2.0);
double tmp_1;
if (b <= 1.2e-103) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c * (2.0 / (b - Math.sqrt((a * (c * -4.0)))));
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c)))));
} else {
tmp_1 = t_0;
}
return tmp_1;
}
def code(a, b, c): t_0 = (b * -2.0) / (a * 2.0) tmp_1 = 0 if b <= 1.2e-103: tmp_2 = 0 if b >= 0.0: tmp_2 = c * (2.0 / (b - math.sqrt((a * (c * -4.0))))) else: tmp_2 = t_0 tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c))))) else: tmp_1 = t_0 return tmp_1
function code(a, b, c) t_0 = Float64(Float64(b * -2.0) / Float64(a * 2.0)) tmp_1 = 0.0 if (b <= 1.2e-103) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c * Float64(2.0 / Float64(b - sqrt(Float64(a * Float64(c * -4.0)))))); else tmp_2 = t_0; end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(c * 2.0) / Float64(Float64(-b) - Float64(b + Float64(-2.0 * Float64(a / Float64(b / c)))))); else tmp_1 = t_0; end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = (b * -2.0) / (a * 2.0); tmp_2 = 0.0; if (b <= 1.2e-103) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c * (2.0 / (b - sqrt((a * (c * -4.0))))); else tmp_3 = t_0; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c))))); else tmp_2 = t_0; end tmp_4 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 1.2e-103], If[GreaterEqual[b, 0.0], N[(c * N[(2.0 / N[(b - N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$0], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - N[(b + N[(-2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{b \cdot -2}{a \cdot 2}\\
\mathbf{if}\;b \leq 1.2 \cdot 10^{-103}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;c \cdot \frac{2}{b - \sqrt{a \cdot \left(c \cdot -4\right)}}\\
\mathbf{else}:\\
\;\;\;\;t_0\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - \left(b + -2 \cdot \frac{a}{\frac{b}{c}}\right)}\\
\mathbf{else}:\\
\;\;\;\;t_0\\
\end{array}
\end{array}
if b < 1.2000000000000001e-103Initial program 73.9%
Taylor expanded in b around -inf 75.6%
*-commutative75.6%
Simplified75.6%
Taylor expanded in b around 0 74.9%
associate-*r*74.9%
*-commutative74.9%
*-commutative74.9%
Simplified74.9%
expm1-log1p-u73.2%
expm1-udef67.4%
Applied egg-rr67.4%
expm1-def73.1%
expm1-log1p74.7%
associate-*r/74.7%
*-commutative74.7%
associate-*r/74.6%
*-commutative74.6%
Simplified74.6%
if 1.2000000000000001e-103 < b Initial program 64.2%
Taylor expanded in b around -inf 64.2%
*-commutative64.2%
Simplified64.2%
Taylor expanded in b around inf 81.8%
associate-/l*88.1%
Simplified88.1%
Final simplification80.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* b -2.0) (* a 2.0))))
(if (<= b 2.25e-103)
(if (>= b 0.0) (/ (* c -2.0) (+ b (sqrt (* a (* c -4.0))))) t_0)
(if (>= b 0.0)
(/ (* c 2.0) (- (- b) (+ b (* -2.0 (/ a (/ b c))))))
t_0))))
double code(double a, double b, double c) {
double t_0 = (b * -2.0) / (a * 2.0);
double tmp_1;
if (b <= 2.25e-103) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c * -2.0) / (b + sqrt((a * (c * -4.0))));
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c)))));
} else {
tmp_1 = t_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
t_0 = (b * (-2.0d0)) / (a * 2.0d0)
if (b <= 2.25d-103) then
if (b >= 0.0d0) then
tmp_2 = (c * (-2.0d0)) / (b + sqrt((a * (c * (-4.0d0)))))
else
tmp_2 = t_0
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (c * 2.0d0) / (-b - (b + ((-2.0d0) * (a / (b / c)))))
else
tmp_1 = t_0
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = (b * -2.0) / (a * 2.0);
double tmp_1;
if (b <= 2.25e-103) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c * -2.0) / (b + Math.sqrt((a * (c * -4.0))));
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c)))));
} else {
tmp_1 = t_0;
}
return tmp_1;
}
def code(a, b, c): t_0 = (b * -2.0) / (a * 2.0) tmp_1 = 0 if b <= 2.25e-103: tmp_2 = 0 if b >= 0.0: tmp_2 = (c * -2.0) / (b + math.sqrt((a * (c * -4.0)))) else: tmp_2 = t_0 tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c))))) else: tmp_1 = t_0 return tmp_1
function code(a, b, c) t_0 = Float64(Float64(b * -2.0) / Float64(a * 2.0)) tmp_1 = 0.0 if (b <= 2.25e-103) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(c * -2.0) / Float64(b + sqrt(Float64(a * Float64(c * -4.0))))); else tmp_2 = t_0; end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(c * 2.0) / Float64(Float64(-b) - Float64(b + Float64(-2.0 * Float64(a / Float64(b / c)))))); else tmp_1 = t_0; end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = (b * -2.0) / (a * 2.0); tmp_2 = 0.0; if (b <= 2.25e-103) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (c * -2.0) / (b + sqrt((a * (c * -4.0)))); else tmp_3 = t_0; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (c * 2.0) / (-b - (b + (-2.0 * (a / (b / c))))); else tmp_2 = t_0; end tmp_4 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 2.25e-103], If[GreaterEqual[b, 0.0], N[(N[(c * -2.0), $MachinePrecision] / N[(b + N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$0], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $MachinePrecision] / N[((-b) - N[(b + N[(-2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{b \cdot -2}{a \cdot 2}\\
\mathbf{if}\;b \leq 2.25 \cdot 10^{-103}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot -2}{b + \sqrt{a \cdot \left(c \cdot -4\right)}}\\
\mathbf{else}:\\
\;\;\;\;t_0\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - \left(b + -2 \cdot \frac{a}{\frac{b}{c}}\right)}\\
\mathbf{else}:\\
\;\;\;\;t_0\\
\end{array}
\end{array}
if b < 2.25e-103Initial program 73.9%
Taylor expanded in b around -inf 75.6%
*-commutative75.6%
Simplified75.6%
Taylor expanded in b around 0 74.9%
associate-*r*74.9%
*-commutative74.9%
*-commutative74.9%
Simplified74.9%
frac-2neg74.9%
div-inv74.9%
*-commutative74.9%
distribute-rgt-neg-in74.9%
metadata-eval74.9%
neg-sub074.9%
add-sqr-sqrt62.7%
sqrt-unprod74.7%
sqr-neg74.7%
sqrt-prod74.6%
add-sqr-sqrt74.6%
associate-+l-74.6%
neg-sub074.6%
add-sqr-sqrt62.7%
sqrt-unprod74.7%
sqr-neg74.7%
sqrt-prod74.9%
add-sqr-sqrt74.9%
*-commutative74.9%
associate-*l*74.9%
Applied egg-rr74.9%
associate-*r/74.9%
*-rgt-identity74.9%
*-commutative74.9%
Simplified74.9%
if 2.25e-103 < b Initial program 64.2%
Taylor expanded in b around -inf 64.2%
*-commutative64.2%
Simplified64.2%
Taylor expanded in b around inf 81.8%
associate-/l*88.1%
Simplified88.1%
Final simplification80.4%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (- c) b) (- (/ c b) (/ b a))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -c / b;
} else {
tmp = (c / b) - (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 = (c / b) - (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 = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -c / b else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(-c) / b); else tmp = Float64(Float64(c / b) - 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 = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
Initial program 69.8%
Simplified69.9%
Taylor expanded in c around 0 73.4%
mul-1-neg73.4%
distribute-neg-frac73.4%
Simplified73.4%
Taylor expanded in b around -inf 74.6%
+-commutative74.6%
mul-1-neg74.6%
unsub-neg74.6%
Simplified74.6%
Final simplification74.6%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (- c) b) (/ c b)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -c / b;
} else {
tmp = c / b;
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = -c / b
else
tmp = c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -c / b;
} else {
tmp = c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -c / b else: tmp = c / b return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(-c) / b); else tmp = Float64(c / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = -c / b; else tmp = c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[(c / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b}\\
\end{array}
\end{array}
Initial program 69.8%
Simplified69.9%
Taylor expanded in c around 0 73.4%
mul-1-neg73.4%
distribute-neg-frac73.4%
Simplified73.4%
Taylor expanded in b around -inf 74.6%
+-commutative74.6%
mul-1-neg74.6%
unsub-neg74.6%
Simplified74.6%
Taylor expanded in c around inf 39.6%
Final simplification39.6%
(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(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 69.8%
Simplified69.9%
Taylor expanded in c around 0 73.4%
mul-1-neg73.4%
distribute-neg-frac73.4%
Simplified73.4%
Taylor expanded in b around -inf 74.3%
associate-*r/74.3%
mul-1-neg74.3%
Simplified74.3%
Final simplification74.3%
herbie shell --seed 2023332
(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))))