
(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 5 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 (or (<= b -4.6e+88) (not (<= b 1.32e+54)))
(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 <= -4.6e+88) || !(b <= 1.32e+54)) {
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 <= (-4.6d+88)) .or. (.not. (b <= 1.32d+54))) 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 <= -4.6e+88) || !(b <= 1.32e+54)) {
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 <= -4.6e+88) or not (b <= 1.32e+54): 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 <= -4.6e+88) || !(b <= 1.32e+54)) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(-Float64(b / a)); else tmp_2 = Float64(Float64(-c) / 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 <= -4.6e+88) || ~((b <= 1.32e+54))) 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, -4.6e+88], N[Not[LessEqual[b, 1.32e+54]], $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 -4.6 \cdot 10^{+88} \lor \neg \left(b \leq 1.32 \cdot 10^{+54}\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 < -4.6000000000000003e88 or 1.3200000000000001e54 < b Initial program 52.8%
Taylor expanded in b around -inf 74.5%
associate-*r/74.5%
mul-1-neg74.5%
Simplified74.5%
Taylor expanded in b around inf 97.3%
mul-1-neg97.3%
Simplified97.3%
if -4.6000000000000003e88 < b < 1.3200000000000001e54Initial program 84.8%
Final simplification90.9%
(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 -4e+88)
t_0
(if (<= b -5.5e-299)
(if (>= b 0.0) (/ (* b -2.0) (* a 2.0)) (/ (* c 2.0) (- t_1 b)))
(if (<= b 1.18e+58)
(if (>= b 0.0)
(/ (- (- b) t_1) (* a 2.0))
(/ (* 2.0 (+ (sqrt (* a (/ c -4.0))) (/ b 4.0))) (- a)))
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 <= -4e+88) {
tmp_1 = t_0;
} else if (b <= -5.5e-299) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (b * -2.0) / (a * 2.0);
} else {
tmp_2 = (c * 2.0) / (t_1 - b);
}
tmp_1 = tmp_2;
} else if (b <= 1.18e+58) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_1) / (a * 2.0);
} else {
tmp_3 = (2.0 * (sqrt((a * (c / -4.0))) + (b / 4.0))) / -a;
}
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 <= (-4d+88)) then
tmp_1 = t_0
else if (b <= (-5.5d-299)) then
if (b >= 0.0d0) then
tmp_2 = (b * (-2.0d0)) / (a * 2.0d0)
else
tmp_2 = (c * 2.0d0) / (t_1 - b)
end if
tmp_1 = tmp_2
else if (b <= 1.18d+58) then
if (b >= 0.0d0) then
tmp_3 = (-b - t_1) / (a * 2.0d0)
else
tmp_3 = (2.0d0 * (sqrt((a * (c / (-4.0d0)))) + (b / 4.0d0))) / -a
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 <= -4e+88) {
tmp_1 = t_0;
} else if (b <= -5.5e-299) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (b * -2.0) / (a * 2.0);
} else {
tmp_2 = (c * 2.0) / (t_1 - b);
}
tmp_1 = tmp_2;
} else if (b <= 1.18e+58) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_1) / (a * 2.0);
} else {
tmp_3 = (2.0 * (Math.sqrt((a * (c / -4.0))) + (b / 4.0))) / -a;
}
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 <= -4e+88: tmp_1 = t_0 elif b <= -5.5e-299: tmp_2 = 0 if b >= 0.0: tmp_2 = (b * -2.0) / (a * 2.0) else: tmp_2 = (c * 2.0) / (t_1 - b) tmp_1 = tmp_2 elif b <= 1.18e+58: tmp_3 = 0 if b >= 0.0: tmp_3 = (-b - t_1) / (a * 2.0) else: tmp_3 = (2.0 * (math.sqrt((a * (c / -4.0))) + (b / 4.0))) / -a 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(Float64(-c) / b); end t_0 = tmp t_1 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) tmp_1 = 0.0 if (b <= -4e+88) tmp_1 = t_0; elseif (b <= -5.5e-299) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(b * -2.0) / Float64(a * 2.0)); else tmp_2 = Float64(Float64(c * 2.0) / Float64(t_1 - b)); end tmp_1 = tmp_2; elseif (b <= 1.18e+58) 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(2.0 * Float64(sqrt(Float64(a * Float64(c / -4.0))) + Float64(b / 4.0))) / Float64(-a)); 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 <= -4e+88) tmp_2 = t_0; elseif (b <= -5.5e-299) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = (b * -2.0) / (a * 2.0); else tmp_3 = (c * 2.0) / (t_1 - b); end tmp_2 = tmp_3; elseif (b <= 1.18e+58) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (-b - t_1) / (a * 2.0); else tmp_4 = (2.0 * (sqrt((a * (c / -4.0))) + (b / 4.0))) / -a; 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, -4e+88], t$95$0, If[LessEqual[b, -5.5e-299], If[GreaterEqual[b, 0.0], N[(N[(b * -2.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$1 - b), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1.18e+58], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$1), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * N[(N[Sqrt[N[(a * N[(c / -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + N[(b / 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / (-a)), $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 -4 \cdot 10^{+88}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq -5.5 \cdot 10^{-299}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b \cdot -2}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_1 - b}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.18 \cdot 10^{+58}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_1}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot \left(\sqrt{a \cdot \frac{c}{-4}} + \frac{b}{4}\right)}{-a}\\
\end{array}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -3.99999999999999984e88 or 1.18000000000000003e58 < b Initial program 52.8%
Taylor expanded in b around -inf 74.5%
associate-*r/74.5%
mul-1-neg74.5%
Simplified74.5%
Taylor expanded in b around inf 97.3%
mul-1-neg97.3%
Simplified97.3%
if -3.99999999999999984e88 < b < -5.5e-299Initial program 81.4%
Taylor expanded in b around inf 81.4%
*-commutative81.4%
Simplified81.4%
if -5.5e-299 < b < 1.18000000000000003e58Initial program 88.8%
add-cube-cbrt88.7%
pow388.7%
*-commutative88.7%
associate-*l*88.7%
Applied egg-rr88.7%
Taylor expanded in a around -inf 85.5%
mul-1-neg85.5%
distribute-lft-out85.5%
rem-cube-cbrt85.5%
associate-/l*85.5%
rem-cube-cbrt85.5%
unpow285.5%
rem-square-sqrt88.8%
metadata-eval88.8%
Simplified88.8%
Final simplification90.9%
(FPCore (a b c)
:precision binary64
(if (<= b -1.55e+81)
(if (>= b 0.0) (- (/ b a)) (/ (- c) b))
(if (>= b 0.0)
(/ (* b -2.0) (* 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 <= -1.55e+81) {
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 * -2.0) / (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 <= (-1.55d+81)) 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 * (-2.0d0)) / (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 <= -1.55e+81) {
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 * -2.0) / (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 <= -1.55e+81: 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 * -2.0) / (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 <= -1.55e+81) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(-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(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 <= -1.55e+81) 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 * -2.0) / (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, -1.55e+81], If[GreaterEqual[b, 0.0], (-N[(b / a), $MachinePrecision]), N[((-c) / b), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(b * -2.0), $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 -1.55 \cdot 10^{+81}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\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{c \cdot 2}{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}\\
\end{array}
\end{array}
if b < -1.55e81Initial program 48.2%
Taylor expanded in b around -inf 94.3%
associate-*r/94.3%
mul-1-neg94.3%
Simplified94.3%
Taylor expanded in b around inf 94.3%
mul-1-neg94.3%
Simplified94.3%
if -1.55e81 < b Initial program 75.4%
Taylor expanded in b around inf 77.4%
*-commutative77.4%
Simplified77.4%
Final simplification81.3%
(FPCore (a b c)
:precision binary64
(if (<= b -8.2e-60)
(if (>= b 0.0) (- (/ b a)) (/ (- c) b))
(if (>= b 0.0)
(fma -1.0 (/ b a) (/ c b))
(/ (* 2.0 (+ (sqrt (* a (/ c -4.0))) (/ b 4.0))) (- a)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -8.2e-60) {
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 = fma(-1.0, (b / a), (c / b));
} else {
tmp_1 = (2.0 * (sqrt((a * (c / -4.0))) + (b / 4.0))) / -a;
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -8.2e-60) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(-Float64(b / a)); else tmp_2 = Float64(Float64(-c) / b); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = fma(-1.0, Float64(b / a), Float64(c / b)); else tmp_1 = Float64(Float64(2.0 * Float64(sqrt(Float64(a * Float64(c / -4.0))) + Float64(b / 4.0))) / Float64(-a)); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -8.2e-60], If[GreaterEqual[b, 0.0], (-N[(b / a), $MachinePrecision]), N[((-c) / b), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(-1.0 * N[(b / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * N[(N[Sqrt[N[(a * N[(c / -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + N[(b / 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / (-a)), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -8.2 \cdot 10^{-60}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\mathsf{fma}\left(-1, \frac{b}{a}, \frac{c}{b}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot \left(\sqrt{a \cdot \frac{c}{-4}} + \frac{b}{4}\right)}{-a}\\
\end{array}
\end{array}
if b < -8.20000000000000025e-60Initial program 63.2%
Taylor expanded in b around -inf 87.5%
associate-*r/87.5%
mul-1-neg87.5%
Simplified87.5%
Taylor expanded in b around inf 87.5%
mul-1-neg87.5%
Simplified87.5%
if -8.20000000000000025e-60 < b Initial program 72.4%
add-cube-cbrt72.2%
pow372.2%
*-commutative72.2%
associate-*l*72.2%
Applied egg-rr72.2%
Taylor expanded in a around -inf 53.8%
mul-1-neg53.8%
distribute-lft-out53.8%
rem-cube-cbrt53.8%
associate-/l*53.8%
rem-cube-cbrt53.8%
unpow253.8%
rem-square-sqrt70.4%
metadata-eval70.4%
Simplified70.4%
Taylor expanded in c around 0 73.3%
fma-define73.3%
Simplified73.3%
Final simplification78.3%
(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 69.1%
Taylor expanded in b around -inf 68.4%
associate-*r/68.4%
mul-1-neg68.4%
Simplified68.4%
Taylor expanded in b around inf 70.3%
mul-1-neg70.3%
Simplified70.3%
herbie shell --seed 2024131
(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)))))))