
(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 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) (/ (- (- 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 -1.25e+154)
(if (>= b 0.0) (* (/ -0.5 a) (+ b b)) (/ (- c) b))
(if (<= b 1.82e+146)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ (* c 2.0) (- t_0 b)))
(if (>= b 0.0) (/ (* b -2.0) (* a 2.0)) (* c (/ b (* a c))))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -1.25e+154) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b <= 1.82e+146) {
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 = (b * -2.0) / (a * 2.0);
} else {
tmp_1 = c * (b / (a * c));
}
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 <= (-1.25d+154)) then
if (b >= 0.0d0) then
tmp_2 = ((-0.5d0) / a) * (b + b)
else
tmp_2 = -c / b
end if
tmp_1 = tmp_2
else if (b <= 1.82d+146) 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 = (b * (-2.0d0)) / (a * 2.0d0)
else
tmp_1 = c * (b / (a * c))
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 <= -1.25e+154) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b <= 1.82e+146) {
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 = (b * -2.0) / (a * 2.0);
} else {
tmp_1 = c * (b / (a * c));
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (c * (a * 4.0)))) tmp_1 = 0 if b <= -1.25e+154: tmp_2 = 0 if b >= 0.0: tmp_2 = (-0.5 / a) * (b + b) else: tmp_2 = -c / b tmp_1 = tmp_2 elif b <= 1.82e+146: 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 = (b * -2.0) / (a * 2.0) else: tmp_1 = c * (b / (a * c)) 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 <= -1.25e+154) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(Float64(-c) / b); end tmp_1 = tmp_2; elseif (b <= 1.82e+146) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(-b) - t_0) / Float64(a * 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(Float64(b * -2.0) / Float64(a * 2.0)); else tmp_1 = Float64(c * Float64(b / Float64(a * c))); 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 <= -1.25e+154) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (-0.5 / a) * (b + b); else tmp_3 = -c / b; end tmp_2 = tmp_3; elseif (b <= 1.82e+146) 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 = (b * -2.0) / (a * 2.0); else tmp_2 = c * (b / (a * c)); 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, -1.25e+154], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]], If[LessEqual[b, 1.82e+146], 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[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(c * N[(b / N[(a * c), $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 -1.25 \cdot 10^{+154}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.82 \cdot 10^{+146}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t_0}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{b}{a \cdot c}\\
\end{array}
\end{array}
if b < -1.25000000000000001e154Initial program 29.0%
Simplified29.0%
Taylor expanded in b around -inf 97.7%
mul-1-neg97.7%
distribute-neg-frac97.7%
Simplified97.7%
Taylor expanded in b around inf 97.7%
if -1.25000000000000001e154 < b < 1.82e146Initial program 92.0%
if 1.82e146 < b Initial program 24.5%
associate-*l*24.5%
*-commutative24.5%
associate-/l*24.5%
associate-*l*24.5%
Simplified24.5%
Taylor expanded in b around inf 97.8%
*-commutative97.8%
Simplified97.8%
associate-/r/97.8%
cancel-sign-sub-inv97.8%
metadata-eval97.8%
Applied egg-rr97.8%
Taylor expanded in b around -inf 97.8%
neg-mul-197.8%
unsub-neg97.8%
associate-/l*97.8%
Simplified97.8%
Taylor expanded in b around 0 97.8%
Final simplification93.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* b -2.0) (* a 2.0))))
(if (<= b -2e+144)
(if (>= b 0.0) (* (/ -0.5 a) (+ b b)) (/ (- c) b))
(if (<= b -5e-310)
(if (>= b 0.0)
t_0
(* c (/ 2.0 (- (sqrt (+ (* b b) (* (* a c) -4.0))) b))))
(if (<= b 2e+143)
(if (>= b 0.0)
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* a 2.0))
(/ 2.0 (* -2.0 (/ b c))))
(if (>= b 0.0) t_0 (* c (/ b (* a c)))))))))
double code(double a, double b, double c) {
double t_0 = (b * -2.0) / (a * 2.0);
double tmp_1;
if (b <= -2e+144) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b <= -5e-310) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = t_0;
} else {
tmp_3 = c * (2.0 / (sqrt(((b * b) + ((a * c) * -4.0))) - b));
}
tmp_1 = tmp_3;
} else if (b <= 2e+143) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (a * 2.0);
} else {
tmp_4 = 2.0 / (-2.0 * (b / c));
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = c * (b / (a * c));
}
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
real(8) :: tmp_4
t_0 = (b * (-2.0d0)) / (a * 2.0d0)
if (b <= (-2d+144)) then
if (b >= 0.0d0) then
tmp_2 = ((-0.5d0) / a) * (b + b)
else
tmp_2 = -c / b
end if
tmp_1 = tmp_2
else if (b <= (-5d-310)) then
if (b >= 0.0d0) then
tmp_3 = t_0
else
tmp_3 = c * (2.0d0 / (sqrt(((b * b) + ((a * c) * (-4.0d0)))) - b))
end if
tmp_1 = tmp_3
else if (b <= 2d+143) then
if (b >= 0.0d0) then
tmp_4 = (-b - sqrt(((b * b) - (4.0d0 * (a * c))))) / (a * 2.0d0)
else
tmp_4 = 2.0d0 / ((-2.0d0) * (b / c))
end if
tmp_1 = tmp_4
else if (b >= 0.0d0) then
tmp_1 = t_0
else
tmp_1 = c * (b / (a * c))
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 <= -2e+144) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b <= -5e-310) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = t_0;
} else {
tmp_3 = c * (2.0 / (Math.sqrt(((b * b) + ((a * c) * -4.0))) - b));
}
tmp_1 = tmp_3;
} else if (b <= 2e+143) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = (-b - Math.sqrt(((b * b) - (4.0 * (a * c))))) / (a * 2.0);
} else {
tmp_4 = 2.0 / (-2.0 * (b / c));
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = c * (b / (a * c));
}
return tmp_1;
}
def code(a, b, c): t_0 = (b * -2.0) / (a * 2.0) tmp_1 = 0 if b <= -2e+144: tmp_2 = 0 if b >= 0.0: tmp_2 = (-0.5 / a) * (b + b) else: tmp_2 = -c / b tmp_1 = tmp_2 elif b <= -5e-310: tmp_3 = 0 if b >= 0.0: tmp_3 = t_0 else: tmp_3 = c * (2.0 / (math.sqrt(((b * b) + ((a * c) * -4.0))) - b)) tmp_1 = tmp_3 elif b <= 2e+143: tmp_4 = 0 if b >= 0.0: tmp_4 = (-b - math.sqrt(((b * b) - (4.0 * (a * c))))) / (a * 2.0) else: tmp_4 = 2.0 / (-2.0 * (b / c)) tmp_1 = tmp_4 elif b >= 0.0: tmp_1 = t_0 else: tmp_1 = c * (b / (a * c)) 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 <= -2e+144) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(Float64(-c) / b); end tmp_1 = tmp_2; elseif (b <= -5e-310) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = t_0; else tmp_3 = Float64(c * Float64(2.0 / Float64(sqrt(Float64(Float64(b * b) + Float64(Float64(a * c) * -4.0))) - b))); end tmp_1 = tmp_3; elseif (b <= 2e+143) tmp_4 = 0.0 if (b >= 0.0) tmp_4 = Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))) / Float64(a * 2.0)); else tmp_4 = Float64(2.0 / Float64(-2.0 * Float64(b / c))); end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = t_0; else tmp_1 = Float64(c * Float64(b / Float64(a * c))); end return tmp_1 end
function tmp_6 = code(a, b, c) t_0 = (b * -2.0) / (a * 2.0); tmp_2 = 0.0; if (b <= -2e+144) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (-0.5 / a) * (b + b); else tmp_3 = -c / b; end tmp_2 = tmp_3; elseif (b <= -5e-310) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = t_0; else tmp_4 = c * (2.0 / (sqrt(((b * b) + ((a * c) * -4.0))) - b)); end tmp_2 = tmp_4; elseif (b <= 2e+143) tmp_5 = 0.0; if (b >= 0.0) tmp_5 = (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (a * 2.0); else tmp_5 = 2.0 / (-2.0 * (b / c)); end tmp_2 = tmp_5; elseif (b >= 0.0) tmp_2 = t_0; else tmp_2 = c * (b / (a * c)); end tmp_6 = 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, -2e+144], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]], If[LessEqual[b, -5e-310], If[GreaterEqual[b, 0.0], t$95$0, N[(c * N[(2.0 / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 2e+143], If[GreaterEqual[b, 0.0], N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(2.0 / N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], t$95$0, N[(c * N[(b / N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{b \cdot -2}{a \cdot 2}\\
\mathbf{if}\;b \leq -2 \cdot 10^{+144}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{\sqrt{b \cdot b + \left(a \cdot c\right) \cdot -4} - b}\\
\end{array}\\
\mathbf{elif}\;b \leq 2 \cdot 10^{+143}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{2}{-2 \cdot \frac{b}{c}}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{b}{a \cdot c}\\
\end{array}
\end{array}
if b < -2.00000000000000005e144Initial program 34.1%
Simplified34.1%
Taylor expanded in b around -inf 97.9%
mul-1-neg97.9%
distribute-neg-frac97.9%
Simplified97.9%
Taylor expanded in b around inf 97.9%
if -2.00000000000000005e144 < b < -4.999999999999985e-310Initial program 93.0%
associate-*l*93.0%
*-commutative93.0%
associate-/l*91.0%
associate-*l*91.0%
Simplified91.0%
Taylor expanded in b around inf 91.0%
*-commutative91.0%
Simplified91.0%
associate-/r/92.8%
cancel-sign-sub-inv92.8%
metadata-eval92.8%
Applied egg-rr92.8%
if -4.999999999999985e-310 < b < 2e143Initial program 90.7%
associate-*l*90.7%
*-commutative90.7%
associate-/l*90.7%
associate-*l*90.7%
Simplified90.7%
Taylor expanded in b around -inf 90.7%
if 2e143 < b Initial program 24.5%
associate-*l*24.5%
*-commutative24.5%
associate-/l*24.5%
associate-*l*24.5%
Simplified24.5%
Taylor expanded in b around inf 97.8%
*-commutative97.8%
Simplified97.8%
associate-/r/97.8%
cancel-sign-sub-inv97.8%
metadata-eval97.8%
Applied egg-rr97.8%
Taylor expanded in b around -inf 97.8%
neg-mul-197.8%
unsub-neg97.8%
associate-/l*97.8%
Simplified97.8%
Taylor expanded in b around 0 97.8%
Final simplification93.7%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* 4.0 (* a c))))))
(if (<= b -5.3e+47)
(if (>= b 0.0) (* (/ -0.5 a) (+ b b)) (/ (- c) b))
(if (<= b 2e+143)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ 2.0 (/ (- t_0 b) c)))
(if (>= b 0.0) (/ (* b -2.0) (* a 2.0)) (* c (/ b (* a c))))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (4.0 * (a * c))));
double tmp_1;
if (b <= -5.3e+47) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b <= 2e+143) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_0) / (a * 2.0);
} else {
tmp_3 = 2.0 / ((t_0 - b) / c);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (b * -2.0) / (a * 2.0);
} else {
tmp_1 = c * (b / (a * c));
}
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) - (4.0d0 * (a * c))))
if (b <= (-5.3d+47)) then
if (b >= 0.0d0) then
tmp_2 = ((-0.5d0) / a) * (b + b)
else
tmp_2 = -c / b
end if
tmp_1 = tmp_2
else if (b <= 2d+143) then
if (b >= 0.0d0) then
tmp_3 = (-b - t_0) / (a * 2.0d0)
else
tmp_3 = 2.0d0 / ((t_0 - b) / c)
end if
tmp_1 = tmp_3
else if (b >= 0.0d0) then
tmp_1 = (b * (-2.0d0)) / (a * 2.0d0)
else
tmp_1 = c * (b / (a * c))
end if
code = tmp_1
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_1;
if (b <= -5.3e+47) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b <= 2e+143) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_0) / (a * 2.0);
} else {
tmp_3 = 2.0 / ((t_0 - b) / c);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (b * -2.0) / (a * 2.0);
} else {
tmp_1 = c * (b / (a * c));
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (4.0 * (a * c)))) tmp_1 = 0 if b <= -5.3e+47: tmp_2 = 0 if b >= 0.0: tmp_2 = (-0.5 / a) * (b + b) else: tmp_2 = -c / b tmp_1 = tmp_2 elif b <= 2e+143: tmp_3 = 0 if b >= 0.0: tmp_3 = (-b - t_0) / (a * 2.0) else: tmp_3 = 2.0 / ((t_0 - b) / c) tmp_1 = tmp_3 elif b >= 0.0: tmp_1 = (b * -2.0) / (a * 2.0) else: tmp_1 = c * (b / (a * c)) return tmp_1
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c)))) tmp_1 = 0.0 if (b <= -5.3e+47) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(Float64(-c) / b); end tmp_1 = tmp_2; elseif (b <= 2e+143) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(-b) - t_0) / Float64(a * 2.0)); else tmp_3 = Float64(2.0 / Float64(Float64(t_0 - b) / c)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(b * -2.0) / Float64(a * 2.0)); else tmp_1 = Float64(c * Float64(b / Float64(a * c))); end return tmp_1 end
function tmp_5 = code(a, b, c) t_0 = sqrt(((b * b) - (4.0 * (a * c)))); tmp_2 = 0.0; if (b <= -5.3e+47) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (-0.5 / a) * (b + b); else tmp_3 = -c / b; end tmp_2 = tmp_3; elseif (b <= 2e+143) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (-b - t_0) / (a * 2.0); else tmp_4 = 2.0 / ((t_0 - b) / c); end tmp_2 = tmp_4; elseif (b >= 0.0) tmp_2 = (b * -2.0) / (a * 2.0); else tmp_2 = c * (b / (a * c)); end tmp_5 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -5.3e+47], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]], If[LessEqual[b, 2e+143], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(2.0 / N[(N[(t$95$0 - b), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(c * N[(b / N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}\\
\mathbf{if}\;b \leq -5.3 \cdot 10^{+47}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \leq 2 \cdot 10^{+143}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t_0}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{2}{\frac{t_0 - b}{c}}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{b}{a \cdot c}\\
\end{array}
\end{array}
if b < -5.3e47Initial program 57.2%
Simplified57.2%
Taylor expanded in b around -inf 96.3%
mul-1-neg96.3%
distribute-neg-frac96.3%
Simplified96.3%
Taylor expanded in b around inf 96.3%
if -5.3e47 < b < 2e143Initial program 91.1%
associate-*l*91.1%
*-commutative91.1%
associate-/l*91.0%
associate-*l*91.0%
Simplified91.0%
if 2e143 < b Initial program 24.5%
associate-*l*24.5%
*-commutative24.5%
associate-/l*24.5%
associate-*l*24.5%
Simplified24.5%
Taylor expanded in b around inf 97.8%
*-commutative97.8%
Simplified97.8%
associate-/r/97.8%
cancel-sign-sub-inv97.8%
metadata-eval97.8%
Applied egg-rr97.8%
Taylor expanded in b around -inf 97.8%
neg-mul-197.8%
unsub-neg97.8%
associate-/l*97.8%
Simplified97.8%
Taylor expanded in b around 0 97.8%
Final simplification93.5%
(FPCore (a b c)
:precision binary64
(if (<= b -1e+147)
(if (>= b 0.0) (* (/ -0.5 a) (+ b b)) (/ (- c) b))
(if (>= b 0.0)
(/ (* b -2.0) (* a 2.0))
(* c (/ 2.0 (- (sqrt (+ (* b b) (* (* a c) -4.0))) b))))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -1e+147) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} 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(((b * b) + ((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 <= (-1d+147)) then
if (b >= 0.0d0) then
tmp_2 = ((-0.5d0) / a) * (b + b)
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(((b * b) + ((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 <= -1e+147) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} 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(((b * b) + ((a * c) * -4.0))) - b));
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if b <= -1e+147: tmp_2 = 0 if b >= 0.0: tmp_2 = (-0.5 / a) * (b + b) 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(((b * b) + ((a * c) * -4.0))) - b)) return tmp_1
function code(a, b, c) tmp_1 = 0.0 if (b <= -1e+147) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(Float64(-c) / 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(c * Float64(2.0 / Float64(sqrt(Float64(Float64(b * b) + Float64(Float64(a * c) * -4.0))) - b))); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if (b <= -1e+147) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (-0.5 / a) * (b + b); 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(((b * b) + ((a * c) * -4.0))) - b)); end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[LessEqual[b, -1e+147], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(c * N[(2.0 / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1 \cdot 10^{+147}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{\sqrt{b \cdot b + \left(a \cdot c\right) \cdot -4} - b}\\
\end{array}
\end{array}
if b < -9.9999999999999998e146Initial program 34.1%
Simplified34.1%
Taylor expanded in b around -inf 97.9%
mul-1-neg97.9%
distribute-neg-frac97.9%
Simplified97.9%
Taylor expanded in b around inf 97.9%
if -9.9999999999999998e146 < b Initial program 78.3%
associate-*l*78.3%
*-commutative78.3%
associate-/l*77.5%
associate-*l*77.5%
Simplified77.5%
Taylor expanded in b around inf 79.9%
*-commutative79.9%
Simplified79.9%
associate-/r/80.6%
cancel-sign-sub-inv80.6%
metadata-eval80.6%
Applied egg-rr80.6%
Final simplification83.4%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (* (/ -0.5 a) (+ b b)) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (-0.5 / a) * (b + 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 = ((-0.5d0) / a) * (b + 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 = (-0.5 / a) * (b + b);
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (-0.5 / a) * (b + b) else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = (-0.5 / a) * (b + b); else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
Initial program 71.0%
Simplified70.9%
Taylor expanded in b around -inf 70.3%
mul-1-neg70.3%
distribute-neg-frac70.3%
Simplified70.3%
Taylor expanded in b around inf 72.3%
Final simplification72.3%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ c b) (/ -1.0 (/ b c))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = c / b;
} else {
tmp = -1.0 / (b / c);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = c / b
else
tmp = (-1.0d0) / (b / c)
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 = -1.0 / (b / c);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = c / b else: tmp = -1.0 / (b / c) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(c / b); else tmp = Float64(-1.0 / Float64(b / c)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = c / b; else tmp = -1.0 / (b / c); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[(-1.0 / N[(b / c), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-1}{\frac{b}{c}}\\
\end{array}
\end{array}
Initial program 71.0%
associate-*l*71.0%
*-commutative71.0%
associate-/l*70.4%
associate-*l*70.4%
Simplified70.4%
Taylor expanded in b around -inf 69.8%
Taylor expanded in b around inf 71.5%
Taylor expanded in c around inf 35.3%
*-un-lft-identity35.3%
associate-/r*35.3%
metadata-eval35.3%
Applied egg-rr35.3%
*-lft-identity35.3%
Simplified35.3%
Final simplification35.3%
herbie shell --seed 2023229
(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)))))))