
(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 10 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 -1.9e+149)
(if (>= b 0.0)
(* (/ -0.5 a) (+ b b))
(* c (/ -2.0 (fma b 2.0 (* -2.0 (/ c (/ b a)))))))
(if (<= b 5.2e+85)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ (* c 2.0) (- t_0 b)))
(if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- c) b))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -1.9e+149) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = c * (-2.0 / fma(b, 2.0, (-2.0 * (c / (b / a)))));
}
tmp_1 = tmp_2;
} else if (b <= 5.2e+85) {
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 = (c / b) - (b / a);
} else {
tmp_1 = -c / b;
}
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 <= -1.9e+149) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(c * Float64(-2.0 / fma(b, 2.0, Float64(-2.0 * Float64(c / Float64(b / a)))))); end tmp_1 = tmp_2; elseif (b <= 5.2e+85) 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(c / b) - Float64(b / a)); else tmp_1 = Float64(Float64(-c) / b); 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, -1.9e+149], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b * 2.0 + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 5.2e+85], 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[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -1.9 \cdot 10^{+149}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{\mathsf{fma}\left(b, 2, -2 \cdot \frac{c}{\frac{b}{a}}\right)}\\
\end{array}\\
\mathbf{elif}\;b \leq 5.2 \cdot 10^{+85}:\\
\;\;\;\;\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{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -1.9e149Initial program 33.5%
Simplified33.5%
Taylor expanded in b around -inf 88.0%
+-commutative88.0%
*-commutative88.0%
fma-def88.0%
associate-/l*93.2%
Simplified93.2%
Taylor expanded in b around inf 93.2%
if -1.9e149 < b < 5.20000000000000021e85Initial program 87.0%
if 5.20000000000000021e85 < b Initial program 50.1%
Simplified50.0%
Taylor expanded in b around inf 84.2%
+-commutative84.2%
fma-def84.2%
associate-/l*91.3%
Simplified91.3%
Taylor expanded in a around 0 91.9%
mul-1-neg91.9%
unsub-neg91.9%
Simplified91.9%
fma-udef91.9%
Applied egg-rr91.9%
Taylor expanded in b around -inf 91.9%
associate-*r/91.9%
neg-mul-191.9%
Simplified91.9%
Final simplification89.5%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (- (/ c b) (/ b a))))
(if (<= b -4e+153)
(if (>= b 0.0)
(* (/ -0.5 a) (+ b b))
(* c (/ -2.0 (fma b 2.0 (* -2.0 (/ c (/ b a)))))))
(if (<= b -1.35e-306)
(if (>= b 0.0)
t_0
(* c (/ -2.0 (- b (sqrt (+ (* b b) (* a (* c -4.0))))))))
(if (<= b 6.2e+85)
(if (>= b 0.0)
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* a 2.0))
(/ 2.0 (/ (* b -2.0) c)))
(if (>= b 0.0) t_0 (/ (- c) b)))))))
double code(double a, double b, double c) {
double t_0 = (c / b) - (b / a);
double tmp_1;
if (b <= -4e+153) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = c * (-2.0 / fma(b, 2.0, (-2.0 * (c / (b / a)))));
}
tmp_1 = tmp_2;
} else if (b <= -1.35e-306) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = t_0;
} else {
tmp_3 = c * (-2.0 / (b - sqrt(((b * b) + (a * (c * -4.0))))));
}
tmp_1 = tmp_3;
} else if (b <= 6.2e+85) {
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 / ((b * -2.0) / c);
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = -c / b;
}
return tmp_1;
}
function code(a, b, c) t_0 = Float64(Float64(c / b) - Float64(b / a)) tmp_1 = 0.0 if (b <= -4e+153) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(c * Float64(-2.0 / fma(b, 2.0, Float64(-2.0 * Float64(c / Float64(b / a)))))); end tmp_1 = tmp_2; elseif (b <= -1.35e-306) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = t_0; else tmp_3 = Float64(c * Float64(-2.0 / Float64(b - sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0))))))); end tmp_1 = tmp_3; elseif (b <= 6.2e+85) 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(Float64(b * -2.0) / c)); end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = t_0; else tmp_1 = Float64(Float64(-c) / b); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -4e+153], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b * 2.0 + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, -1.35e-306], If[GreaterEqual[b, 0.0], t$95$0, N[(c * N[(-2.0 / N[(b - N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 6.2e+85], 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[(N[(b * -2.0), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], t$95$0, N[((-c) / b), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c}{b} - \frac{b}{a}\\
\mathbf{if}\;b \leq -4 \cdot 10^{+153}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{\mathsf{fma}\left(b, 2, -2 \cdot \frac{c}{\frac{b}{a}}\right)}\\
\end{array}\\
\mathbf{elif}\;b \leq -1.35 \cdot 10^{-306}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{b - \sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)}}\\
\end{array}\\
\mathbf{elif}\;b \leq 6.2 \cdot 10^{+85}:\\
\;\;\;\;\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}{\frac{b \cdot -2}{c}}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -4e153Initial program 33.5%
Simplified33.5%
Taylor expanded in b around -inf 88.0%
+-commutative88.0%
*-commutative88.0%
fma-def88.0%
associate-/l*93.2%
Simplified93.2%
Taylor expanded in b around inf 93.2%
if -4e153 < b < -1.35000000000000005e-306Initial program 89.8%
Simplified89.7%
Taylor expanded in b around inf 89.7%
+-commutative89.7%
fma-def89.7%
associate-/l*89.7%
Simplified89.7%
Taylor expanded in a around 0 89.7%
mul-1-neg89.7%
unsub-neg89.7%
Simplified89.7%
fma-udef89.7%
Applied egg-rr89.7%
if -1.35000000000000005e-306 < b < 6.20000000000000023e85Initial program 83.5%
associate-*l*83.5%
*-commutative83.5%
associate-/l*83.5%
associate-*l*83.5%
Simplified83.5%
Taylor expanded in b around -inf 83.5%
*-commutative83.5%
Simplified83.5%
if 6.20000000000000023e85 < b Initial program 50.1%
Simplified50.0%
Taylor expanded in b around inf 84.2%
+-commutative84.2%
fma-def84.2%
associate-/l*91.3%
Simplified91.3%
Taylor expanded in a around 0 91.9%
mul-1-neg91.9%
unsub-neg91.9%
Simplified91.9%
fma-udef91.9%
Applied egg-rr91.9%
Taylor expanded in b around -inf 91.9%
associate-*r/91.9%
neg-mul-191.9%
Simplified91.9%
Final simplification89.5%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* 4.0 (* a c))))))
(if (<= b -3.8e+145)
(if (>= b 0.0)
(* (/ -0.5 a) (+ b b))
(* c (/ -2.0 (fma b 2.0 (* -2.0 (/ c (/ b a)))))))
(if (<= b 5.2e+85)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ 2.0 (/ (- t_0 b) c)))
(if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- c) b))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (4.0 * (a * c))));
double tmp_1;
if (b <= -3.8e+145) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = c * (-2.0 / fma(b, 2.0, (-2.0 * (c / (b / a)))));
}
tmp_1 = tmp_2;
} else if (b <= 5.2e+85) {
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 = (c / b) - (b / a);
} else {
tmp_1 = -c / b;
}
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 <= -3.8e+145) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(c * Float64(-2.0 / fma(b, 2.0, Float64(-2.0 * Float64(c / Float64(b / a)))))); end tmp_1 = tmp_2; elseif (b <= 5.2e+85) 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(c / b) - Float64(b / a)); else tmp_1 = Float64(Float64(-c) / b); end return tmp_1 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, -3.8e+145], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b * 2.0 + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 5.2e+85], 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[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}\\
\mathbf{if}\;b \leq -3.8 \cdot 10^{+145}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{\mathsf{fma}\left(b, 2, -2 \cdot \frac{c}{\frac{b}{a}}\right)}\\
\end{array}\\
\mathbf{elif}\;b \leq 5.2 \cdot 10^{+85}:\\
\;\;\;\;\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{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -3.80000000000000012e145Initial program 33.5%
Simplified33.5%
Taylor expanded in b around -inf 88.0%
+-commutative88.0%
*-commutative88.0%
fma-def88.0%
associate-/l*93.2%
Simplified93.2%
Taylor expanded in b around inf 93.2%
if -3.80000000000000012e145 < b < 5.20000000000000021e85Initial program 87.0%
associate-*l*87.0%
*-commutative87.0%
associate-/l*86.9%
associate-*l*86.9%
Simplified86.9%
if 5.20000000000000021e85 < b Initial program 50.1%
Simplified50.0%
Taylor expanded in b around inf 84.2%
+-commutative84.2%
fma-def84.2%
associate-/l*91.3%
Simplified91.3%
Taylor expanded in a around 0 91.9%
mul-1-neg91.9%
unsub-neg91.9%
Simplified91.9%
fma-udef91.9%
Applied egg-rr91.9%
Taylor expanded in b around -inf 91.9%
associate-*r/91.9%
neg-mul-191.9%
Simplified91.9%
Final simplification89.4%
(FPCore (a b c)
:precision binary64
(if (<= b -4e+153)
(if (>= b 0.0)
(* (/ -0.5 a) (+ b b))
(* c (/ -2.0 (fma b 2.0 (* -2.0 (/ c (/ b a)))))))
(if (>= b 0.0)
(- (/ c b) (/ b a))
(* c (/ -2.0 (- b (sqrt (+ (* b b) (* a (* c -4.0))))))))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -4e+153) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = c * (-2.0 / fma(b, 2.0, (-2.0 * (c / (b / a)))));
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = c * (-2.0 / (b - sqrt(((b * b) + (a * (c * -4.0))))));
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -4e+153) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(c * Float64(-2.0 / fma(b, 2.0, Float64(-2.0 * Float64(c / Float64(b / a)))))); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = Float64(c * Float64(-2.0 / Float64(b - sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0))))))); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -4e+153], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b * 2.0 + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b - N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4 \cdot 10^{+153}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{\mathsf{fma}\left(b, 2, -2 \cdot \frac{c}{\frac{b}{a}}\right)}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{b - \sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)}}\\
\end{array}
\end{array}
if b < -4e153Initial program 33.5%
Simplified33.5%
Taylor expanded in b around -inf 88.0%
+-commutative88.0%
*-commutative88.0%
fma-def88.0%
associate-/l*93.2%
Simplified93.2%
Taylor expanded in b around inf 93.2%
if -4e153 < b Initial program 74.7%
Simplified74.6%
Taylor expanded in b around inf 74.4%
+-commutative74.4%
fma-def74.4%
associate-/l*76.7%
Simplified76.7%
Taylor expanded in a around 0 77.0%
mul-1-neg77.0%
unsub-neg77.0%
Simplified77.0%
fma-udef77.0%
Applied egg-rr77.0%
Final simplification80.1%
(FPCore (a b c)
:precision binary64
(if (<= b -5e-20)
(if (>= b 0.0)
(* (/ -0.5 a) (+ b b))
(* c (/ -2.0 (fma b 2.0 (* -2.0 (/ c (/ b a)))))))
(if (>= b 0.0)
(- (/ c b) (/ b a))
(* c (/ -2.0 (- b (sqrt (* (* a c) -4.0))))))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -5e-20) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = c * (-2.0 / fma(b, 2.0, (-2.0 * (c / (b / a)))));
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = c * (-2.0 / (b - sqrt(((a * c) * -4.0))));
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -5e-20) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-0.5 / a) * Float64(b + b)); else tmp_2 = Float64(c * Float64(-2.0 / fma(b, 2.0, Float64(-2.0 * Float64(c / Float64(b / a)))))); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = Float64(c * Float64(-2.0 / Float64(b - sqrt(Float64(Float64(a * c) * -4.0))))); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -5e-20], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b * 2.0 + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b - N[Sqrt[N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-20}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{\mathsf{fma}\left(b, 2, -2 \cdot \frac{c}{\frac{b}{a}}\right)}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{b - \sqrt{\left(a \cdot c\right) \cdot -4}}\\
\end{array}
\end{array}
if b < -4.9999999999999999e-20Initial program 56.8%
Simplified56.7%
Taylor expanded in b around -inf 84.4%
+-commutative84.4%
*-commutative84.4%
fma-def84.4%
associate-/l*87.6%
Simplified87.6%
Taylor expanded in b around inf 87.6%
if -4.9999999999999999e-20 < b Initial program 71.4%
Simplified71.3%
Taylor expanded in b around inf 71.0%
+-commutative71.0%
fma-def71.0%
associate-/l*73.8%
Simplified73.8%
Taylor expanded in a around 0 74.1%
mul-1-neg74.1%
unsub-neg74.1%
Simplified74.1%
Taylor expanded in b around 0 69.4%
Final simplification75.1%
(FPCore (a b c)
:precision binary64
(if (<= b -5e-20)
(/ (- c) b)
(if (>= b 0.0)
(- (/ c b) (/ b a))
(* c (/ -2.0 (- b (sqrt (* (* a c) -4.0))))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-20) {
tmp = -c / b;
} else if (b >= 0.0) {
tmp = (c / b) - (b / a);
} else {
tmp = c * (-2.0 / (b - sqrt(((a * c) * -4.0))));
}
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 <= (-5d-20)) then
tmp = -c / b
else if (b >= 0.0d0) then
tmp = (c / b) - (b / a)
else
tmp = c * ((-2.0d0) / (b - sqrt(((a * c) * (-4.0d0)))))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -5e-20) {
tmp = -c / b;
} else if (b >= 0.0) {
tmp = (c / b) - (b / a);
} else {
tmp = c * (-2.0 / (b - Math.sqrt(((a * c) * -4.0))));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5e-20: tmp = -c / b elif b >= 0.0: tmp = (c / b) - (b / a) else: tmp = c * (-2.0 / (b - math.sqrt(((a * c) * -4.0)))) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5e-20) tmp = Float64(Float64(-c) / b); elseif (b >= 0.0) tmp = Float64(Float64(c / b) - Float64(b / a)); else tmp = Float64(c * Float64(-2.0 / Float64(b - sqrt(Float64(Float64(a * c) * -4.0))))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -5e-20) tmp = -c / b; elseif (b >= 0.0) tmp = (c / b) - (b / a); else tmp = c * (-2.0 / (b - sqrt(((a * c) * -4.0)))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5e-20], N[((-c) / b), $MachinePrecision], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b - N[Sqrt[N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-20}:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{b - \sqrt{\left(a \cdot c\right) \cdot -4}}\\
\end{array}
\end{array}
if b < -4.9999999999999999e-20Initial program 56.8%
associate-*l*56.8%
*-commutative56.8%
associate-/l*56.7%
associate-*l*56.7%
Simplified56.7%
Taylor expanded in b around -inf 87.0%
*-commutative87.0%
Simplified87.0%
Taylor expanded in b around -inf 87.0%
associate-*r/87.2%
mul-1-neg87.2%
Simplified87.0%
Taylor expanded in b around 0 87.6%
associate-*r/87.6%
neg-mul-187.6%
Simplified87.6%
if -4.9999999999999999e-20 < b Initial program 71.4%
Simplified71.3%
Taylor expanded in b around inf 71.0%
+-commutative71.0%
fma-def71.0%
associate-/l*73.8%
Simplified73.8%
Taylor expanded in a around 0 74.1%
mul-1-neg74.1%
unsub-neg74.1%
Simplified74.1%
Taylor expanded in b around 0 69.4%
Final simplification75.1%
(FPCore (a b c) :precision binary64 (if (<= b -5e-310) (/ (- c) b) (if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- b) a))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = -c / b;
} else if (b >= 0.0) {
tmp = (c / b) - (b / a);
} 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 <= (-5d-310)) then
tmp = -c / b
else if (b >= 0.0d0) then
tmp = (c / b) - (b / a)
else
tmp = -b / a
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = -c / b;
} else if (b >= 0.0) {
tmp = (c / b) - (b / a);
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5e-310: tmp = -c / b elif b >= 0.0: tmp = (c / b) - (b / a) else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5e-310) tmp = Float64(Float64(-c) / b); elseif (b >= 0.0) tmp = Float64(Float64(c / b) - Float64(b / a)); else tmp = Float64(Float64(-b) / a); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -5e-310) tmp = -c / b; elseif (b >= 0.0) tmp = (c / b) - (b / a); else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5e-310], N[((-c) / b), $MachinePrecision], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -4.999999999999985e-310Initial program 67.2%
associate-*l*67.2%
*-commutative67.2%
associate-/l*67.1%
associate-*l*67.1%
Simplified67.1%
Taylor expanded in b around -inf 64.5%
*-commutative64.5%
Simplified64.5%
Taylor expanded in b around -inf 64.5%
associate-*r/64.9%
mul-1-neg64.9%
Simplified64.5%
Taylor expanded in b around 0 64.9%
associate-*r/64.9%
neg-mul-164.9%
Simplified64.9%
if -4.999999999999985e-310 < b Initial program 66.4%
Simplified66.3%
Taylor expanded in b around inf 65.9%
+-commutative65.9%
fma-def65.9%
associate-/l*69.7%
Simplified69.7%
Taylor expanded in a around 0 70.1%
mul-1-neg70.1%
unsub-neg70.1%
Simplified70.1%
Taylor expanded in c around 0 70.1%
associate-*r/70.1%
mul-1-neg70.1%
Simplified70.1%
Final simplification67.5%
(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 66.8%
Simplified66.7%
Taylor expanded in b around inf 66.5%
+-commutative66.5%
fma-def66.5%
associate-/l*68.4%
Simplified68.4%
Taylor expanded in a around 0 68.6%
mul-1-neg68.6%
unsub-neg68.6%
Simplified68.6%
fma-udef68.6%
Applied egg-rr68.6%
Taylor expanded in b around -inf 67.5%
associate-*r/67.5%
neg-mul-167.5%
Simplified67.5%
Final simplification67.5%
(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(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 66.8%
associate-*l*66.8%
*-commutative66.8%
associate-/l*66.7%
associate-*l*66.7%
Simplified66.7%
Taylor expanded in b around -inf 65.7%
+-commutative65.7%
fma-def65.7%
associate-*r/65.7%
*-commutative65.7%
Simplified65.7%
Taylor expanded in b around -inf 33.1%
associate-*r/33.1%
mul-1-neg33.1%
Simplified33.1%
Taylor expanded in a around inf 3.0%
Final simplification3.0%
(FPCore (a b c) :precision binary64 (/ (- c) b))
double code(double a, double b, double c) {
return -c / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = -c / b
end function
public static double code(double a, double b, double c) {
return -c / b;
}
def code(a, b, c): return -c / b
function code(a, b, c) return Float64(Float64(-c) / b) end
function tmp = code(a, b, c) tmp = -c / b; end
code[a_, b_, c_] := N[((-c) / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{-c}{b}
\end{array}
Initial program 66.8%
associate-*l*66.8%
*-commutative66.8%
associate-/l*66.7%
associate-*l*66.7%
Simplified66.7%
Taylor expanded in b around -inf 65.5%
*-commutative65.5%
Simplified65.5%
Taylor expanded in b around -inf 32.9%
associate-*r/33.1%
mul-1-neg33.1%
Simplified32.9%
Taylor expanded in b around 0 33.0%
associate-*r/33.0%
neg-mul-133.0%
Simplified33.0%
Final simplification33.0%
herbie shell --seed 2023207
(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)))))))