
(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 (* 4.0 a))))) (t_1 (/ (- c) b)))
(if (<= b -6.4e+81)
(if (>= b 0.0) (/ c b) t_1)
(if (<= b 4.3e+120)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ (* c 2.0) (- t_0 b)))
(if (>= b 0.0) (- (/ b a)) t_1)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (4.0 * a))));
double t_1 = -c / b;
double tmp_1;
if (b <= -6.4e+81) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 4.3e+120) {
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 / a);
} else {
tmp_1 = t_1;
}
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) :: t_1
real(8) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
real(8) :: tmp_3
t_0 = sqrt(((b * b) - (c * (4.0d0 * a))))
t_1 = -c / b
if (b <= (-6.4d+81)) then
if (b >= 0.0d0) then
tmp_2 = c / b
else
tmp_2 = t_1
end if
tmp_1 = tmp_2
else if (b <= 4.3d+120) 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 / a)
else
tmp_1 = t_1
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 * (4.0 * a))));
double t_1 = -c / b;
double tmp_1;
if (b <= -6.4e+81) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 4.3e+120) {
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 / a);
} else {
tmp_1 = t_1;
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (c * (4.0 * a)))) t_1 = -c / b tmp_1 = 0 if b <= -6.4e+81: tmp_2 = 0 if b >= 0.0: tmp_2 = c / b else: tmp_2 = t_1 tmp_1 = tmp_2 elif b <= 4.3e+120: 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 / a) else: tmp_1 = t_1 return tmp_1
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(4.0 * a)))) t_1 = Float64(Float64(-c) / b) tmp_1 = 0.0 if (b <= -6.4e+81) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = t_1; end tmp_1 = tmp_2; elseif (b <= 4.3e+120) 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 / a)); else tmp_1 = t_1; end return tmp_1 end
function tmp_5 = code(a, b, c) t_0 = sqrt(((b * b) - (c * (4.0 * a)))); t_1 = -c / b; tmp_2 = 0.0; if (b <= -6.4e+81) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c / b; else tmp_3 = t_1; end tmp_2 = tmp_3; elseif (b <= 4.3e+120) 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 / a); else tmp_2 = t_1; end tmp_5 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[((-c) / b), $MachinePrecision]}, If[LessEqual[b, -6.4e+81], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], t$95$1], If[LessEqual[b, 4.3e+120], 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[(b / a), $MachinePrecision]), t$95$1]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(4 \cdot a\right)}\\
t_1 := \frac{-c}{b}\\
\mathbf{if}\;b \leq -6.4 \cdot 10^{+81}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}\\
\mathbf{elif}\;b \leq 4.3 \cdot 10^{+120}:\\
\;\;\;\;\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}{a}\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}
\end{array}
if b < -6.4e81Initial program 61.9%
Simplified61.8%
Taylor expanded in b around inf 61.8%
+-commutative61.8%
*-commutative61.8%
fma-def61.8%
associate-/l*61.8%
Simplified61.8%
Taylor expanded in b around -inf 94.7%
mul-1-neg94.7%
distribute-neg-frac94.7%
Simplified94.7%
Taylor expanded in a around inf 94.7%
if -6.4e81 < b < 4.3000000000000002e120Initial program 84.9%
if 4.3000000000000002e120 < b Initial program 64.8%
Simplified64.8%
Taylor expanded in b around inf 97.5%
+-commutative97.5%
*-commutative97.5%
fma-def97.5%
associate-/l*99.7%
Simplified99.7%
Taylor expanded in b around -inf 99.7%
mul-1-neg99.7%
distribute-neg-frac99.7%
Simplified99.7%
Taylor expanded in a around 0 100.0%
associate-*r/100.0%
mul-1-neg100.0%
Simplified100.0%
Final simplification90.2%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* 4.0 (* c a))))) (t_1 (/ (- c) b)))
(if (<= b -3.7e+78)
(if (>= b 0.0) (/ c b) t_1)
(if (<= b -5e-310)
(if (>= b 0.0) (/ (* b -2.0) (* a 2.0)) (/ 2.0 (/ (- t_0 b) c)))
(if (<= b 1e+120)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ 2.0 (/ (* b -2.0) c)))
(if (>= b 0.0) (- (/ b a)) t_1))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (4.0 * (c * a))));
double t_1 = -c / b;
double tmp_1;
if (b <= -3.7e+78) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= -5e-310) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (b * -2.0) / (a * 2.0);
} else {
tmp_3 = 2.0 / ((t_0 - b) / c);
}
tmp_1 = tmp_3;
} else if (b <= 1e+120) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = (-b - t_0) / (a * 2.0);
} else {
tmp_4 = 2.0 / ((b * -2.0) / c);
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = -(b / a);
} else {
tmp_1 = t_1;
}
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) :: t_1
real(8) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
real(8) :: tmp_3
real(8) :: tmp_4
t_0 = sqrt(((b * b) - (4.0d0 * (c * a))))
t_1 = -c / b
if (b <= (-3.7d+78)) then
if (b >= 0.0d0) then
tmp_2 = c / b
else
tmp_2 = t_1
end if
tmp_1 = tmp_2
else if (b <= (-5d-310)) then
if (b >= 0.0d0) then
tmp_3 = (b * (-2.0d0)) / (a * 2.0d0)
else
tmp_3 = 2.0d0 / ((t_0 - b) / c)
end if
tmp_1 = tmp_3
else if (b <= 1d+120) then
if (b >= 0.0d0) then
tmp_4 = (-b - t_0) / (a * 2.0d0)
else
tmp_4 = 2.0d0 / ((b * (-2.0d0)) / c)
end if
tmp_1 = tmp_4
else if (b >= 0.0d0) then
tmp_1 = -(b / a)
else
tmp_1 = t_1
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 * (c * a))));
double t_1 = -c / b;
double tmp_1;
if (b <= -3.7e+78) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= -5e-310) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (b * -2.0) / (a * 2.0);
} else {
tmp_3 = 2.0 / ((t_0 - b) / c);
}
tmp_1 = tmp_3;
} else if (b <= 1e+120) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = (-b - t_0) / (a * 2.0);
} else {
tmp_4 = 2.0 / ((b * -2.0) / c);
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = -(b / a);
} else {
tmp_1 = t_1;
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (4.0 * (c * a)))) t_1 = -c / b tmp_1 = 0 if b <= -3.7e+78: tmp_2 = 0 if b >= 0.0: tmp_2 = c / b else: tmp_2 = t_1 tmp_1 = tmp_2 elif b <= -5e-310: tmp_3 = 0 if b >= 0.0: tmp_3 = (b * -2.0) / (a * 2.0) else: tmp_3 = 2.0 / ((t_0 - b) / c) tmp_1 = tmp_3 elif b <= 1e+120: tmp_4 = 0 if b >= 0.0: tmp_4 = (-b - t_0) / (a * 2.0) else: tmp_4 = 2.0 / ((b * -2.0) / c) tmp_1 = tmp_4 elif b >= 0.0: tmp_1 = -(b / a) else: tmp_1 = t_1 return tmp_1
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a)))) t_1 = Float64(Float64(-c) / b) tmp_1 = 0.0 if (b <= -3.7e+78) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = t_1; end tmp_1 = tmp_2; elseif (b <= -5e-310) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(b * -2.0) / Float64(a * 2.0)); else tmp_3 = Float64(2.0 / Float64(Float64(t_0 - b) / c)); end tmp_1 = tmp_3; elseif (b <= 1e+120) tmp_4 = 0.0 if (b >= 0.0) tmp_4 = Float64(Float64(Float64(-b) - t_0) / Float64(a * 2.0)); else tmp_4 = Float64(2.0 / Float64(Float64(b * -2.0) / c)); end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = Float64(-Float64(b / a)); else tmp_1 = t_1; end return tmp_1 end
function tmp_6 = code(a, b, c) t_0 = sqrt(((b * b) - (4.0 * (c * a)))); t_1 = -c / b; tmp_2 = 0.0; if (b <= -3.7e+78) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c / b; else tmp_3 = t_1; end tmp_2 = tmp_3; elseif (b <= -5e-310) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (b * -2.0) / (a * 2.0); else tmp_4 = 2.0 / ((t_0 - b) / c); end tmp_2 = tmp_4; elseif (b <= 1e+120) tmp_5 = 0.0; if (b >= 0.0) tmp_5 = (-b - t_0) / (a * 2.0); else tmp_5 = 2.0 / ((b * -2.0) / c); end tmp_2 = tmp_5; elseif (b >= 0.0) tmp_2 = -(b / a); else tmp_2 = t_1; end tmp_6 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[((-c) / b), $MachinePrecision]}, If[LessEqual[b, -3.7e+78], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], t$95$1], If[LessEqual[b, -5e-310], If[GreaterEqual[b, 0.0], N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(2.0 / N[(N[(t$95$0 - b), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1e+120], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(2.0 / N[(N[(b * -2.0), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], (-N[(b / a), $MachinePrecision]), t$95$1]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)}\\
t_1 := \frac{-c}{b}\\
\mathbf{if}\;b \leq -3.7 \cdot 10^{+78}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}\\
\mathbf{elif}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{2}{\frac{t_0 - b}{c}}\\
\end{array}\\
\mathbf{elif}\;b \leq 10^{+120}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t_0}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{2}{\frac{b \cdot -2}{c}}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;-\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}
\end{array}
if b < -3.69999999999999985e78Initial program 61.9%
Simplified61.8%
Taylor expanded in b around inf 61.8%
+-commutative61.8%
*-commutative61.8%
fma-def61.8%
associate-/l*61.8%
Simplified61.8%
Taylor expanded in b around -inf 94.7%
mul-1-neg94.7%
distribute-neg-frac94.7%
Simplified94.7%
Taylor expanded in a around inf 94.7%
if -3.69999999999999985e78 < b < -4.999999999999985e-310Initial program 82.4%
associate-*l*82.4%
*-commutative82.4%
associate-/l*82.2%
associate-*l*82.2%
Simplified82.2%
Taylor expanded in b around inf 82.2%
*-commutative82.2%
Simplified82.2%
if -4.999999999999985e-310 < b < 9.9999999999999998e119Initial program 86.8%
associate-*l*86.8%
*-commutative86.8%
associate-/l*86.8%
associate-*l*86.8%
Simplified86.8%
Taylor expanded in b around -inf 86.8%
associate-*r/86.8%
*-commutative86.8%
Simplified86.8%
if 9.9999999999999998e119 < b Initial program 64.8%
Simplified64.8%
Taylor expanded in b around inf 97.5%
+-commutative97.5%
*-commutative97.5%
fma-def97.5%
associate-/l*99.7%
Simplified99.7%
Taylor expanded in b around -inf 99.7%
mul-1-neg99.7%
distribute-neg-frac99.7%
Simplified99.7%
Taylor expanded in a around 0 100.0%
associate-*r/100.0%
mul-1-neg100.0%
Simplified100.0%
Final simplification90.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* 4.0 (* c a))))) (t_1 (/ (- c) b)))
(if (<= b -6.6e+81)
(if (>= b 0.0) (/ c b) t_1)
(if (<= b 1e+120)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ 2.0 (/ (- t_0 b) c)))
(if (>= b 0.0) (- (/ b a)) t_1)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (4.0 * (c * a))));
double t_1 = -c / b;
double tmp_1;
if (b <= -6.6e+81) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 1e+120) {
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 / a);
} else {
tmp_1 = t_1;
}
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) :: t_1
real(8) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
real(8) :: tmp_3
t_0 = sqrt(((b * b) - (4.0d0 * (c * a))))
t_1 = -c / b
if (b <= (-6.6d+81)) then
if (b >= 0.0d0) then
tmp_2 = c / b
else
tmp_2 = t_1
end if
tmp_1 = tmp_2
else if (b <= 1d+120) 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 / a)
else
tmp_1 = t_1
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 * (c * a))));
double t_1 = -c / b;
double tmp_1;
if (b <= -6.6e+81) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 1e+120) {
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 / a);
} else {
tmp_1 = t_1;
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (4.0 * (c * a)))) t_1 = -c / b tmp_1 = 0 if b <= -6.6e+81: tmp_2 = 0 if b >= 0.0: tmp_2 = c / b else: tmp_2 = t_1 tmp_1 = tmp_2 elif b <= 1e+120: 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 / a) else: tmp_1 = t_1 return tmp_1
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a)))) t_1 = Float64(Float64(-c) / b) tmp_1 = 0.0 if (b <= -6.6e+81) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = t_1; end tmp_1 = tmp_2; elseif (b <= 1e+120) 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 / a)); else tmp_1 = t_1; end return tmp_1 end
function tmp_5 = code(a, b, c) t_0 = sqrt(((b * b) - (4.0 * (c * a)))); t_1 = -c / b; tmp_2 = 0.0; if (b <= -6.6e+81) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c / b; else tmp_3 = t_1; end tmp_2 = tmp_3; elseif (b <= 1e+120) 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 / a); else tmp_2 = t_1; 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[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[((-c) / b), $MachinePrecision]}, If[LessEqual[b, -6.6e+81], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], t$95$1], If[LessEqual[b, 1e+120], 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[(b / a), $MachinePrecision]), t$95$1]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)}\\
t_1 := \frac{-c}{b}\\
\mathbf{if}\;b \leq -6.6 \cdot 10^{+81}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}\\
\mathbf{elif}\;b \leq 10^{+120}:\\
\;\;\;\;\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}{a}\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}
\end{array}
if b < -6.6e81Initial program 61.9%
Simplified61.8%
Taylor expanded in b around inf 61.8%
+-commutative61.8%
*-commutative61.8%
fma-def61.8%
associate-/l*61.8%
Simplified61.8%
Taylor expanded in b around -inf 94.7%
mul-1-neg94.7%
distribute-neg-frac94.7%
Simplified94.7%
Taylor expanded in a around inf 94.7%
if -6.6e81 < b < 9.9999999999999998e119Initial program 84.9%
associate-*l*84.9%
*-commutative84.9%
associate-/l*84.8%
associate-*l*84.8%
Simplified84.8%
if 9.9999999999999998e119 < b Initial program 64.8%
Simplified64.8%
Taylor expanded in b around inf 97.5%
+-commutative97.5%
*-commutative97.5%
fma-def97.5%
associate-/l*99.7%
Simplified99.7%
Taylor expanded in b around -inf 99.7%
mul-1-neg99.7%
distribute-neg-frac99.7%
Simplified99.7%
Taylor expanded in a around 0 100.0%
associate-*r/100.0%
mul-1-neg100.0%
Simplified100.0%
Final simplification90.1%
(FPCore (a b c)
:precision binary64
(if (<= b -1.46e+78)
(if (>= b 0.0) (/ c b) (/ (- c) b))
(if (>= b 0.0)
(/ (* b -2.0) (* a 2.0))
(/ 2.0 (/ (- (sqrt (- (* b b) (* 4.0 (* c a)))) b) c)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -1.46e+78) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / 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 = 2.0 / ((sqrt(((b * b) - (4.0 * (c * a)))) - b) / 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) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
if (b <= (-1.46d+78)) then
if (b >= 0.0d0) then
tmp_2 = c / 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 = 2.0d0 / ((sqrt(((b * b) - (4.0d0 * (c * a)))) - b) / c)
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double tmp_1;
if (b <= -1.46e+78) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / 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 = 2.0 / ((Math.sqrt(((b * b) - (4.0 * (c * a)))) - b) / c);
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if b <= -1.46e+78: tmp_2 = 0 if b >= 0.0: tmp_2 = c / 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 = 2.0 / ((math.sqrt(((b * b) - (4.0 * (c * a)))) - b) / c) return tmp_1
function code(a, b, c) tmp_1 = 0.0 if (b <= -1.46e+78) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / 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(2.0 / Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a)))) - b) / c)); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if (b <= -1.46e+78) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c / 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 = 2.0 / ((sqrt(((b * b) - (4.0 * (c * a)))) - b) / c); end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[LessEqual[b, -1.46e+78], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[((-c) / b), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(2.0 / N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.46 \cdot 10^{+78}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{2}{\frac{\sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)} - b}{c}}\\
\end{array}
\end{array}
if b < -1.46000000000000005e78Initial program 61.9%
Simplified61.8%
Taylor expanded in b around inf 61.8%
+-commutative61.8%
*-commutative61.8%
fma-def61.8%
associate-/l*61.8%
Simplified61.8%
Taylor expanded in b around -inf 94.7%
mul-1-neg94.7%
distribute-neg-frac94.7%
Simplified94.7%
Taylor expanded in a around inf 94.7%
if -1.46000000000000005e78 < b Initial program 80.2%
associate-*l*80.2%
*-commutative80.2%
associate-/l*80.2%
associate-*l*80.2%
Simplified80.2%
Taylor expanded in b around inf 71.6%
*-commutative71.6%
Simplified71.6%
Final simplification78.0%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (c / b) - (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 = (c / b) - (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 = (c / b) - (b / a);
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (c / b) - (b / a) else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(c / b) - Float64(b / a)); 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 = (c / b) - (b / a); else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
Initial program 75.2%
Simplified75.0%
Taylor expanded in b around inf 68.6%
+-commutative68.6%
*-commutative68.6%
fma-def68.6%
associate-/l*69.0%
Simplified69.0%
Taylor expanded in b around -inf 66.0%
mul-1-neg66.0%
distribute-neg-frac66.0%
Simplified66.0%
Taylor expanded in a around 0 66.1%
mul-1-neg66.1%
unsub-neg66.1%
Simplified66.1%
Final simplification66.1%
(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(c / 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 = 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 75.2%
Simplified75.0%
Taylor expanded in b around inf 68.6%
+-commutative68.6%
*-commutative68.6%
fma-def68.6%
associate-/l*69.0%
Simplified69.0%
Taylor expanded in b around -inf 66.0%
mul-1-neg66.0%
distribute-neg-frac66.0%
Simplified66.0%
Taylor expanded in a around inf 35.6%
Final simplification35.6%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (- (/ b a)) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -(b / a);
} else {
tmp = -c / b;
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = -(b / a)
else
tmp = -c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -(b / a);
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -(b / a) else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(-Float64(b / a)); else tmp = Float64(Float64(-c) / 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 75.2%
Simplified75.0%
Taylor expanded in b around inf 68.6%
+-commutative68.6%
*-commutative68.6%
fma-def68.6%
associate-/l*69.0%
Simplified69.0%
Taylor expanded in b around -inf 66.0%
mul-1-neg66.0%
distribute-neg-frac66.0%
Simplified66.0%
Taylor expanded in a around 0 66.0%
associate-*r/66.0%
mul-1-neg66.0%
Simplified66.0%
Final simplification66.0%
herbie shell --seed 2023192
(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)))))))