
(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)))))
(t_1 (/ (- b) a))
(t_2 (/ c (- b))))
(if (<= b -4.1e+90)
(if (>= b 0.0) t_1 t_2)
(if (<= b 4e+111)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ (* c 2.0) (- t_0 b)))
(if (>= b 0.0) t_1 (pow (pow t_2 3.0) 0.3333333333333333))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double t_1 = -b / a;
double t_2 = c / -b;
double tmp_1;
if (b <= -4.1e+90) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_1;
} else {
tmp_2 = t_2;
}
tmp_1 = tmp_2;
} else if (b <= 4e+111) {
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 = t_1;
} else {
tmp_1 = pow(pow(t_2, 3.0), 0.3333333333333333);
}
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) :: t_2
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 = -b / a
t_2 = c / -b
if (b <= (-4.1d+90)) then
if (b >= 0.0d0) then
tmp_2 = t_1
else
tmp_2 = t_2
end if
tmp_1 = tmp_2
else if (b <= 4d+111) 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 = t_1
else
tmp_1 = (t_2 ** 3.0d0) ** 0.3333333333333333d0
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 = -b / a;
double t_2 = c / -b;
double tmp_1;
if (b <= -4.1e+90) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_1;
} else {
tmp_2 = t_2;
}
tmp_1 = tmp_2;
} else if (b <= 4e+111) {
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 = t_1;
} else {
tmp_1 = Math.pow(Math.pow(t_2, 3.0), 0.3333333333333333);
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (c * (a * 4.0)))) t_1 = -b / a t_2 = c / -b tmp_1 = 0 if b <= -4.1e+90: tmp_2 = 0 if b >= 0.0: tmp_2 = t_1 else: tmp_2 = t_2 tmp_1 = tmp_2 elif b <= 4e+111: 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 = t_1 else: tmp_1 = math.pow(math.pow(t_2, 3.0), 0.3333333333333333) 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(-b) / a) t_2 = Float64(c / Float64(-b)) tmp_1 = 0.0 if (b <= -4.1e+90) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_1; else tmp_2 = t_2; end tmp_1 = tmp_2; elseif (b <= 4e+111) 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 = t_1; else tmp_1 = (t_2 ^ 3.0) ^ 0.3333333333333333; end return tmp_1 end
function tmp_5 = code(a, b, c) t_0 = sqrt(((b * b) - (c * (a * 4.0)))); t_1 = -b / a; t_2 = c / -b; tmp_2 = 0.0; if (b <= -4.1e+90) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = t_1; else tmp_3 = t_2; end tmp_2 = tmp_3; elseif (b <= 4e+111) 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 = t_1; else tmp_2 = (t_2 ^ 3.0) ^ 0.3333333333333333; 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[((-b) / a), $MachinePrecision]}, Block[{t$95$2 = N[(c / (-b)), $MachinePrecision]}, If[LessEqual[b, -4.1e+90], If[GreaterEqual[b, 0.0], t$95$1, t$95$2], If[LessEqual[b, 4e+111], 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], t$95$1, N[Power[N[Power[t$95$2, 3.0], $MachinePrecision], 0.3333333333333333], $MachinePrecision]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
t_1 := \frac{-b}{a}\\
t_2 := \frac{c}{-b}\\
\mathbf{if}\;b \leq -4.1 \cdot 10^{+90}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;t\_2\\
\end{array}\\
\mathbf{elif}\;b \leq 4 \cdot 10^{+111}:\\
\;\;\;\;\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:\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;{\left({t\_2}^{3}\right)}^{0.3333333333333333}\\
\end{array}
\end{array}
if b < -4.10000000000000042e90Initial program 53.0%
Simplified53.1%
Taylor expanded in b around -inf 94.9%
*-commutative94.9%
Simplified94.9%
Taylor expanded in c around 0 94.9%
Taylor expanded in b around 0 95.0%
neg-mul-195.0%
distribute-frac-neg95.0%
neg-mul-195.0%
distribute-neg-frac295.0%
Simplified95.0%
if -4.10000000000000042e90 < b < 3.99999999999999983e111Initial program 89.5%
if 3.99999999999999983e111 < b Initial program 54.2%
Simplified54.1%
Taylor expanded in b around -inf 54.1%
*-commutative54.1%
Simplified54.1%
Taylor expanded in c around 0 96.1%
Taylor expanded in b around 0 96.3%
neg-mul-196.3%
distribute-frac-neg96.3%
neg-mul-196.3%
distribute-neg-frac296.3%
Simplified96.3%
add-cbrt-cube96.3%
pow1/396.3%
pow396.3%
Applied egg-rr96.3%
Final simplification92.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (if (>= b 0.0) (/ (- b) a) (/ c (- b))))
(t_1 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (<= b -5e+91)
t_0
(if (<= b -5e-310)
(if (>= b 0.0)
(/ (* 2.0 (- (* a (/ c b)) b)) (* a 2.0))
(/ (* c 2.0) (- t_1 b)))
(if (<= b 6.3e+115)
(if (>= b 0.0)
(/ (- (- b) t_1) (* a 2.0))
(/ (* c 2.0) (- (sqrt (- (* b b) (* -4.0 (* a c)))) b)))
t_0)))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -b / a;
} else {
tmp = c / -b;
}
double t_0 = tmp;
double t_1 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -5e+91) {
tmp_1 = t_0;
} else if (b <= -5e-310) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0);
} else {
tmp_2 = (c * 2.0) / (t_1 - b);
}
tmp_1 = tmp_2;
} else if (b <= 6.3e+115) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_1) / (a * 2.0);
} else {
tmp_3 = (c * 2.0) / (sqrt(((b * b) - (-4.0 * (a * c)))) - b);
}
tmp_1 = tmp_3;
} else {
tmp_1 = t_0;
}
return tmp_1;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
real(8) :: tmp_3
if (b >= 0.0d0) then
tmp = -b / a
else
tmp = c / -b
end if
t_0 = tmp
t_1 = sqrt(((b * b) - (c * (a * 4.0d0))))
if (b <= (-5d+91)) then
tmp_1 = t_0
else if (b <= (-5d-310)) then
if (b >= 0.0d0) then
tmp_2 = (2.0d0 * ((a * (c / b)) - b)) / (a * 2.0d0)
else
tmp_2 = (c * 2.0d0) / (t_1 - b)
end if
tmp_1 = tmp_2
else if (b <= 6.3d+115) then
if (b >= 0.0d0) then
tmp_3 = (-b - t_1) / (a * 2.0d0)
else
tmp_3 = (c * 2.0d0) / (sqrt(((b * b) - ((-4.0d0) * (a * c)))) - b)
end if
tmp_1 = tmp_3
else
tmp_1 = t_0
end if
code = tmp_1
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;
}
double t_0 = tmp;
double t_1 = Math.sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -5e+91) {
tmp_1 = t_0;
} else if (b <= -5e-310) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0);
} else {
tmp_2 = (c * 2.0) / (t_1 - b);
}
tmp_1 = tmp_2;
} else if (b <= 6.3e+115) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_1) / (a * 2.0);
} else {
tmp_3 = (c * 2.0) / (Math.sqrt(((b * b) - (-4.0 * (a * c)))) - b);
}
tmp_1 = tmp_3;
} else {
tmp_1 = t_0;
}
return tmp_1;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -b / a else: tmp = c / -b t_0 = tmp t_1 = math.sqrt(((b * b) - (c * (a * 4.0)))) tmp_1 = 0 if b <= -5e+91: tmp_1 = t_0 elif b <= -5e-310: tmp_2 = 0 if b >= 0.0: tmp_2 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0) else: tmp_2 = (c * 2.0) / (t_1 - b) tmp_1 = tmp_2 elif b <= 6.3e+115: tmp_3 = 0 if b >= 0.0: tmp_3 = (-b - t_1) / (a * 2.0) else: tmp_3 = (c * 2.0) / (math.sqrt(((b * b) - (-4.0 * (a * c)))) - b) tmp_1 = tmp_3 else: tmp_1 = t_0 return tmp_1
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(-b) / a); else tmp = Float64(c / Float64(-b)); end t_0 = tmp t_1 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) tmp_1 = 0.0 if (b <= -5e+91) tmp_1 = t_0; elseif (b <= -5e-310) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * Float64(Float64(a * Float64(c / b)) - b)) / Float64(a * 2.0)); else tmp_2 = Float64(Float64(c * 2.0) / Float64(t_1 - b)); end tmp_1 = tmp_2; elseif (b <= 6.3e+115) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(-b) - t_1) / Float64(a * 2.0)); else tmp_3 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(Float64(b * b) - Float64(-4.0 * Float64(a * c)))) - b)); end tmp_1 = tmp_3; else tmp_1 = t_0; end return tmp_1 end
function tmp_5 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = -b / a; else tmp = c / -b; end t_0 = tmp; t_1 = sqrt(((b * b) - (c * (a * 4.0)))); tmp_2 = 0.0; if (b <= -5e+91) tmp_2 = t_0; elseif (b <= -5e-310) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0); else tmp_3 = (c * 2.0) / (t_1 - b); end tmp_2 = tmp_3; elseif (b <= 6.3e+115) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (-b - t_1) / (a * 2.0); else tmp_4 = (c * 2.0) / (sqrt(((b * b) - (-4.0 * (a * c)))) - b); end tmp_2 = tmp_4; else tmp_2 = t_0; end tmp_5 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = If[GreaterEqual[b, 0.0], N[((-b) / a), $MachinePrecision], N[(c / (-b)), $MachinePrecision]]}, Block[{t$95$1 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -5e+91], t$95$0, If[LessEqual[b, -5e-310], If[GreaterEqual[b, 0.0], N[(N[(2.0 * N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$1 - b), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 6.3e+115], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$1), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(-4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]], t$95$0]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
t_1 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -5 \cdot 10^{+91}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(a \cdot \frac{c}{b} - b\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_1 - b}\\
\end{array}\\
\mathbf{elif}\;b \leq 6.3 \cdot 10^{+115}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_1}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{b \cdot b - -4 \cdot \left(a \cdot c\right)} - b}\\
\end{array}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -5.0000000000000002e91 or 6.2999999999999997e115 < b Initial program 53.6%
Simplified53.6%
Taylor expanded in b around -inf 75.5%
*-commutative75.5%
Simplified75.5%
Taylor expanded in c around 0 95.4%
Taylor expanded in b around 0 95.6%
neg-mul-195.6%
distribute-frac-neg95.6%
neg-mul-195.6%
distribute-neg-frac295.6%
Simplified95.6%
if -5.0000000000000002e91 < b < -4.999999999999985e-310Initial program 90.1%
Taylor expanded in a around 0 90.1%
distribute-lft-out--90.1%
associate-/l*90.1%
Simplified90.1%
if -4.999999999999985e-310 < b < 6.2999999999999997e115Initial program 88.9%
add-sqr-sqrt88.9%
sqrt-unprod88.9%
*-commutative88.9%
*-commutative88.9%
swap-sqr88.9%
metadata-eval88.9%
metadata-eval88.9%
swap-sqr88.9%
sqrt-unprod88.9%
add-sqr-sqrt88.9%
*-commutative88.9%
metadata-eval88.9%
distribute-lft-neg-in88.9%
pow188.9%
distribute-lft-neg-in88.9%
associate-*l*88.9%
distribute-lft-neg-in88.9%
metadata-eval88.9%
Applied egg-rr88.9%
unpow188.9%
Simplified88.9%
Final simplification92.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (or (<= b -3.3e+91) (not (<= b 2e+119)))
(if (>= b 0.0) (/ (- b) a) (/ c (- b)))
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ (* c 2.0) (- t_0 b))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if ((b <= -3.3e+91) || !(b <= 2e+119)) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -b / a;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (-b - t_0) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (t_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) :: t_0
real(8) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
t_0 = sqrt(((b * b) - (c * (a * 4.0d0))))
if ((b <= (-3.3d+91)) .or. (.not. (b <= 2d+119))) then
if (b >= 0.0d0) then
tmp_2 = -b / a
else
tmp_2 = c / -b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (-b - t_0) / (a * 2.0d0)
else
tmp_1 = (c * 2.0d0) / (t_0 - b)
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if ((b <= -3.3e+91) || !(b <= 2e+119)) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -b / a;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (-b - t_0) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (t_0 - b);
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (c * (a * 4.0)))) tmp_1 = 0 if (b <= -3.3e+91) or not (b <= 2e+119): tmp_2 = 0 if b >= 0.0: tmp_2 = -b / a else: tmp_2 = c / -b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (-b - t_0) / (a * 2.0) else: tmp_1 = (c * 2.0) / (t_0 - 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 <= -3.3e+91) || !(b <= 2e+119)) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-b) / a); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(Float64(-b) - t_0) / Float64(a * 2.0)); else tmp_1 = Float64(Float64(c * 2.0) / Float64(t_0 - b)); end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = sqrt(((b * b) - (c * (a * 4.0)))); tmp_2 = 0.0; if ((b <= -3.3e+91) || ~((b <= 2e+119))) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = -b / a; else tmp_3 = c / -b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (-b - t_0) / (a * 2.0); else tmp_2 = (c * 2.0) / (t_0 - b); end tmp_4 = 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[Or[LessEqual[b, -3.3e+91], N[Not[LessEqual[b, 2e+119]], $MachinePrecision]], If[GreaterEqual[b, 0.0], N[((-b) / a), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], 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]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -3.3 \cdot 10^{+91} \lor \neg \left(b \leq 2 \cdot 10^{+119}\right):\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_0}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_0 - b}\\
\end{array}
\end{array}
if b < -3.30000000000000017e91 or 1.99999999999999989e119 < b Initial program 53.6%
Simplified53.6%
Taylor expanded in b around -inf 75.5%
*-commutative75.5%
Simplified75.5%
Taylor expanded in c around 0 95.4%
Taylor expanded in b around 0 95.6%
neg-mul-195.6%
distribute-frac-neg95.6%
neg-mul-195.6%
distribute-neg-frac295.6%
Simplified95.6%
if -3.30000000000000017e91 < b < 1.99999999999999989e119Initial program 89.5%
Final simplification92.0%
(FPCore (a b c)
:precision binary64
(if (<= b -4.1e+90)
(if (>= b 0.0) (/ (- b) a) (/ c (- b)))
(if (>= b 0.0)
(/ (* 2.0 (- (* a (/ c b)) b)) (* a 2.0))
(/ (* c 2.0) (- (sqrt (- (* b b) (* c (* a 4.0)))) b)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -4.1e+90) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -b / a;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (sqrt(((b * b) - (c * (a * 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 <= (-4.1d+90)) then
if (b >= 0.0d0) then
tmp_2 = -b / a
else
tmp_2 = c / -b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (2.0d0 * ((a * (c / b)) - b)) / (a * 2.0d0)
else
tmp_1 = (c * 2.0d0) / (sqrt(((b * b) - (c * (a * 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 <= -4.1e+90) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -b / a;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b);
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if b <= -4.1e+90: tmp_2 = 0 if b >= 0.0: tmp_2 = -b / a else: tmp_2 = c / -b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0) else: tmp_1 = (c * 2.0) / (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) return tmp_1
function code(a, b, c) tmp_1 = 0.0 if (b <= -4.1e+90) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(-b) / a); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(2.0 * Float64(Float64(a * Float64(c / b)) - b)) / Float64(a * 2.0)); else tmp_1 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b)); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if (b <= -4.1e+90) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = -b / a; else tmp_3 = c / -b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0); else tmp_2 = (c * 2.0) / (sqrt(((b * b) - (c * (a * 4.0)))) - b); end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[LessEqual[b, -4.1e+90], If[GreaterEqual[b, 0.0], N[((-b) / a), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(2.0 * N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4.1 \cdot 10^{+90}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(a \cdot \frac{c}{b} - b\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}\\
\end{array}
\end{array}
if b < -4.10000000000000042e90Initial program 53.0%
Simplified53.1%
Taylor expanded in b around -inf 94.9%
*-commutative94.9%
Simplified94.9%
Taylor expanded in c around 0 94.9%
Taylor expanded in b around 0 95.0%
neg-mul-195.0%
distribute-frac-neg95.0%
neg-mul-195.0%
distribute-neg-frac295.0%
Simplified95.0%
if -4.10000000000000042e90 < b Initial program 80.8%
Taylor expanded in a around 0 76.7%
distribute-lft-out--76.7%
associate-/l*77.2%
Simplified77.2%
Final simplification81.0%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (- (/ c b) (/ b a)) (* c (/ 2.0 (* b -2.0)))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (c / b) - (b / a);
} else {
tmp = c * (2.0 / (b * -2.0));
}
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 >= 0.0d0) then
tmp = (c / b) - (b / a)
else
tmp = c * (2.0d0 / (b * (-2.0d0)))
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 * (2.0 / (b * -2.0));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (c / b) - (b / a) else: tmp = c * (2.0 / (b * -2.0)) 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(c * Float64(2.0 / Float64(b * -2.0))); 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 * (2.0 / (b * -2.0)); 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 * N[(2.0 / N[(b * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{2}{b \cdot -2}\\
\end{array}
\end{array}
Initial program 74.8%
Simplified74.6%
Taylor expanded in b around -inf 70.6%
*-commutative70.6%
Simplified70.6%
Taylor expanded in c around 0 68.0%
+-commutative68.0%
mul-1-neg68.0%
unsub-neg68.0%
Simplified68.0%
(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(c / Float64(-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 74.8%
Simplified74.6%
Taylor expanded in b around -inf 70.6%
*-commutative70.6%
Simplified70.6%
Taylor expanded in c around 0 67.6%
Taylor expanded in b around 0 67.8%
neg-mul-167.8%
distribute-frac-neg67.8%
neg-mul-167.8%
distribute-neg-frac267.8%
Simplified67.8%
herbie shell --seed 2024149
(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)))))))