
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (- (- b) t_0) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_0)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_0);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (-b - t_0) / (2.0d0 * a)
else
tmp = (2.0d0 * c) / (-b + t_0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_0);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (-b - t_0) / (2.0 * a) else: tmp = (2.0 * c) / (-b + t_0) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(Float64(-b) - t_0) / Float64(2.0 * a)); else tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_0)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b >= 0.0) tmp = (-b - t_0) / (2.0 * a); else tmp = (2.0 * c) / (-b + t_0); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t_0}\\
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (- (- b) t_0) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_0)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_0);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (-b - t_0) / (2.0d0 * a)
else
tmp = (2.0d0 * c) / (-b + t_0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_0);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (-b - t_0) / (2.0 * a) else: tmp = (2.0 * c) / (-b + t_0) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(Float64(-b) - t_0) / Float64(2.0 * a)); else tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_0)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b >= 0.0) tmp = (-b - t_0) / (2.0 * a); else tmp = (2.0 * c) / (-b + t_0); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t_0}\\
\end{array}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0))))) (t_1 (/ (- c) b)))
(if (<= b -5.5e+167)
(if (>= b 0.0) (- (/ c b) (/ b a)) t_1)
(if (<= b 9.5e+143)
(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)) t_1)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double t_1 = -c / b;
double tmp_1;
if (b <= -5.5e+167) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c / b) - (b / a);
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 9.5e+143) {
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 = 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 * (a * 4.0d0))))
t_1 = -c / b
if (b <= (-5.5d+167)) then
if (b >= 0.0d0) then
tmp_2 = (c / b) - (b / a)
else
tmp_2 = t_1
end if
tmp_1 = tmp_2
else if (b <= 9.5d+143) 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 = 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 * (a * 4.0))));
double t_1 = -c / b;
double tmp_1;
if (b <= -5.5e+167) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c / b) - (b / a);
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 9.5e+143) {
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 = t_1;
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (c * (a * 4.0)))) t_1 = -c / b tmp_1 = 0 if b <= -5.5e+167: tmp_2 = 0 if b >= 0.0: tmp_2 = (c / b) - (b / a) else: tmp_2 = t_1 tmp_1 = tmp_2 elif b <= 9.5e+143: 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 = t_1 return tmp_1
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) t_1 = Float64(Float64(-c) / b) tmp_1 = 0.0 if (b <= -5.5e+167) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(c / b) - Float64(b / a)); else tmp_2 = t_1; end tmp_1 = tmp_2; elseif (b <= 9.5e+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(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 = t_1; end return tmp_1 end
function tmp_5 = code(a, b, c) t_0 = sqrt(((b * b) - (c * (a * 4.0)))); t_1 = -c / b; tmp_2 = 0.0; if (b <= -5.5e+167) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (c / b) - (b / a); else tmp_3 = t_1; end tmp_2 = tmp_3; elseif (b <= 9.5e+143) 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 = 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[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[((-c) / b), $MachinePrecision]}, If[LessEqual[b, -5.5e+167], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$1], If[LessEqual[b, 9.5e+143], 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], t$95$1]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
t_1 := \frac{-c}{b}\\
\mathbf{if}\;b \leq -5.5 \cdot 10^{+167}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}\\
\mathbf{elif}\;b \leq 9.5 \cdot 10^{+143}:\\
\;\;\;\;\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}:\\
\;\;\;\;t_1\\
\end{array}
\end{array}
if b < -5.5000000000000005e167Initial program 40.8%
Simplified40.8%
Taylor expanded in a around 0 40.8%
mul-1-neg40.8%
unsub-neg40.8%
Simplified40.8%
Taylor expanded in b around -inf 97.8%
if -5.5000000000000005e167 < b < 9.50000000000000066e143Initial program 88.5%
if 9.50000000000000066e143 < b Initial program 38.2%
associate-*l*38.2%
*-commutative38.2%
associate-/l*38.2%
associate-*l*38.2%
Simplified38.2%
Taylor expanded in b around inf 97.5%
*-commutative97.5%
Simplified97.5%
Taylor expanded in b around -inf 97.5%
Taylor expanded in b around 0 97.5%
Final simplification91.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* 4.0 (* c a))))) (t_1 (/ (- c) b)))
(if (<= b -2.1e+128)
(if (>= b 0.0) (- (/ c b) (/ b a)) t_1)
(if (<= b 6.1e+144)
(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)) 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 <= -2.1e+128) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c / b) - (b / a);
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 6.1e+144) {
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 = 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 <= (-2.1d+128)) then
if (b >= 0.0d0) then
tmp_2 = (c / b) - (b / a)
else
tmp_2 = t_1
end if
tmp_1 = tmp_2
else if (b <= 6.1d+144) 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 = 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 <= -2.1e+128) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c / b) - (b / a);
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 6.1e+144) {
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 = 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 <= -2.1e+128: tmp_2 = 0 if b >= 0.0: tmp_2 = (c / b) - (b / a) else: tmp_2 = t_1 tmp_1 = tmp_2 elif b <= 6.1e+144: 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 = 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 <= -2.1e+128) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(c / b) - Float64(b / a)); else tmp_2 = t_1; end tmp_1 = tmp_2; elseif (b <= 6.1e+144) 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 = 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 <= -2.1e+128) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (c / b) - (b / a); else tmp_3 = t_1; end tmp_2 = tmp_3; elseif (b <= 6.1e+144) 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 = 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, -2.1e+128], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$1], If[LessEqual[b, 6.1e+144], 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], 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 -2.1 \cdot 10^{+128}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}\\
\mathbf{elif}\;b \leq 6.1 \cdot 10^{+144}:\\
\;\;\;\;\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}:\\
\;\;\;\;t_1\\
\end{array}
\end{array}
if b < -2.1e128Initial program 47.2%
Simplified47.2%
Taylor expanded in a around 0 47.2%
mul-1-neg47.2%
unsub-neg47.2%
Simplified47.2%
Taylor expanded in b around -inf 98.1%
if -2.1e128 < b < 6.09999999999999971e144Initial program 88.2%
associate-*l*88.2%
*-commutative88.2%
associate-/l*88.0%
associate-*l*88.0%
Simplified88.0%
if 6.09999999999999971e144 < b Initial program 38.2%
associate-*l*38.2%
*-commutative38.2%
associate-/l*38.2%
associate-*l*38.2%
Simplified38.2%
Taylor expanded in b around inf 97.5%
*-commutative97.5%
Simplified97.5%
Taylor expanded in b around -inf 97.5%
Taylor expanded in b around 0 97.5%
Final simplification91.2%
(FPCore (a b c)
:precision binary64
(if (<= b -2.8e+126)
(if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- 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 <= -2.8e+126) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c / b) - (b / a);
} 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 <= (-2.8d+126)) then
if (b >= 0.0d0) then
tmp_2 = (c / b) - (b / a)
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 <= -2.8e+126) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c / b) - (b / a);
} 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 <= -2.8e+126: tmp_2 = 0 if b >= 0.0: tmp_2 = (c / b) - (b / a) 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 <= -2.8e+126) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(c / b) - Float64(b / a)); 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 <= -2.8e+126) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (c / b) - (b / a); 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, -2.8e+126], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $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 -2.8 \cdot 10^{+126}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\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 < -2.80000000000000009e126Initial program 47.2%
Simplified47.2%
Taylor expanded in a around 0 47.2%
mul-1-neg47.2%
unsub-neg47.2%
Simplified47.2%
Taylor expanded in b around -inf 98.1%
if -2.80000000000000009e126 < b Initial program 79.4%
associate-*l*79.4%
*-commutative79.4%
associate-/l*79.2%
associate-*l*79.2%
Simplified79.2%
Taylor expanded in b around inf 75.7%
*-commutative75.7%
Simplified75.7%
Final simplification79.7%
(FPCore (a b c)
:precision binary64
(if (<= b -2.15e-81)
(if (>= b 0.0)
(* (/ -0.5 a) (+ b b))
(* c (/ -2.0 (- b (fma 2.0 (/ c (/ b a)) (- 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_1;
if (b <= -2.15e-81) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-0.5 / a) * (b + b);
} else {
tmp_2 = c * (-2.0 / (b - fma(2.0, (c / (b / a)), -b)));
}
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 <= -2.15e-81) 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 / Float64(b - fma(2.0, Float64(c / Float64(b / a)), Float64(-b))))); 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(a * Float64(c * -4.0)))))); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -2.15e-81], If[GreaterEqual[b, 0.0], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + b), $MachinePrecision]), $MachinePrecision], N[(c * N[(-2.0 / N[(b - N[(2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision] + (-b)), $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[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.15 \cdot 10^{-81}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + b\right)\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{b - \mathsf{fma}\left(2, \frac{c}{\frac{b}{a}}, -b\right)}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{b - \sqrt{a \cdot \left(c \cdot -4\right)}}\\
\end{array}
\end{array}
if b < -2.15000000000000015e-81Initial program 67.3%
Simplified67.1%
Taylor expanded in b around -inf 82.7%
fma-def82.7%
associate-/l*84.9%
mul-1-neg84.9%
Simplified84.9%
Taylor expanded in b around inf 84.9%
if -2.15000000000000015e-81 < b Initial program 77.3%
Simplified77.1%
Taylor expanded in a around 0 72.7%
mul-1-neg72.7%
unsub-neg72.7%
Simplified72.7%
Taylor expanded in b around 0 69.4%
*-commutative69.4%
*-commutative69.4%
associate-*r*69.4%
Simplified69.4%
Final simplification75.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (- (/ c b) (/ b a))))
(if (<= b -3.6e-79)
(if (>= b 0.0) t_0 (/ (- c) b))
(if (>= b 0.0) t_0 (* c (/ -2.0 (- b (sqrt (* a (* c -4.0))))))))))
double code(double a, double b, double c) {
double t_0 = (c / b) - (b / a);
double tmp_1;
if (b <= -3.6e-79) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0;
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = c * (-2.0 / (b - sqrt((a * (c * -4.0)))));
}
return tmp_1;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
t_0 = (c / b) - (b / a)
if (b <= (-3.6d-79)) then
if (b >= 0.0d0) then
tmp_2 = t_0
else
tmp_2 = -c / b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = t_0
else
tmp_1 = c * ((-2.0d0) / (b - sqrt((a * (c * (-4.0d0))))))
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = (c / b) - (b / a);
double tmp_1;
if (b <= -3.6e-79) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0;
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = c * (-2.0 / (b - Math.sqrt((a * (c * -4.0)))));
}
return tmp_1;
}
def code(a, b, c): t_0 = (c / b) - (b / a) tmp_1 = 0 if b <= -3.6e-79: tmp_2 = 0 if b >= 0.0: tmp_2 = t_0 else: tmp_2 = -c / b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = t_0 else: tmp_1 = c * (-2.0 / (b - math.sqrt((a * (c * -4.0))))) return tmp_1
function code(a, b, c) t_0 = Float64(Float64(c / b) - Float64(b / a)) tmp_1 = 0.0 if (b <= -3.6e-79) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_0; else tmp_2 = Float64(Float64(-c) / b); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = t_0; else tmp_1 = Float64(c * Float64(-2.0 / Float64(b - sqrt(Float64(a * Float64(c * -4.0)))))); end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = (c / b) - (b / a); tmp_2 = 0.0; if (b <= -3.6e-79) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = t_0; else tmp_3 = -c / b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = t_0; else tmp_2 = c * (-2.0 / (b - sqrt((a * (c * -4.0))))); end tmp_4 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -3.6e-79], If[GreaterEqual[b, 0.0], t$95$0, N[((-c) / b), $MachinePrecision]], If[GreaterEqual[b, 0.0], t$95$0, N[(c * N[(-2.0 / N[(b - N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c}{b} - \frac{b}{a}\\
\mathbf{if}\;b \leq -3.6 \cdot 10^{-79}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-2}{b - \sqrt{a \cdot \left(c \cdot -4\right)}}\\
\end{array}
\end{array}
if b < -3.6000000000000002e-79Initial program 67.3%
Simplified67.1%
Taylor expanded in a around 0 67.1%
mul-1-neg67.1%
unsub-neg67.1%
Simplified67.1%
Taylor expanded in b around -inf 84.9%
if -3.6000000000000002e-79 < b Initial program 77.3%
Simplified77.1%
Taylor expanded in a around 0 72.7%
mul-1-neg72.7%
unsub-neg72.7%
Simplified72.7%
Taylor expanded in b around 0 69.4%
*-commutative69.4%
*-commutative69.4%
associate-*r*69.4%
Simplified69.4%
Final simplification75.1%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (* b -2.0) (* a 2.0)) (/ 2.0 (+ (* -2.0 (/ b c)) (* 2.0 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (b * -2.0) / (a * 2.0);
} else {
tmp = 2.0 / ((-2.0 * (b / c)) + (2.0 * (a / 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 * (-2.0d0)) / (a * 2.0d0)
else
tmp = 2.0d0 / (((-2.0d0) * (b / c)) + (2.0d0 * (a / 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 * -2.0) / (a * 2.0);
} else {
tmp = 2.0 / ((-2.0 * (b / c)) + (2.0 * (a / b)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (b * -2.0) / (a * 2.0) else: tmp = 2.0 / ((-2.0 * (b / c)) + (2.0 * (a / b))) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(b * -2.0) / Float64(a * 2.0)); else tmp = Float64(2.0 / Float64(Float64(-2.0 * Float64(b / c)) + Float64(2.0 * Float64(a / b)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = (b * -2.0) / (a * 2.0); else tmp = 2.0 / ((-2.0 * (b / c)) + (2.0 * (a / b))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(2.0 / N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(2.0 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{2}{-2 \cdot \frac{b}{c} + 2 \cdot \frac{a}{b}}\\
\end{array}
\end{array}
Initial program 73.6%
associate-*l*73.6%
*-commutative73.6%
associate-/l*73.5%
associate-*l*73.5%
Simplified73.5%
Taylor expanded in b around inf 70.5%
*-commutative70.5%
Simplified70.5%
Taylor expanded in b around -inf 68.0%
Final simplification68.0%
(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 73.6%
Simplified73.4%
Taylor expanded in a around 0 70.6%
mul-1-neg70.6%
unsub-neg70.6%
Simplified70.6%
Taylor expanded in b around -inf 68.0%
Final simplification68.0%
herbie shell --seed 2023215
(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)))))))