
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(if (<= b -4e+153)
(/ b (- 0.0 a))
(if (<= b 6.8e-6)
(/ (- (sqrt (+ (* b b) (* a (* c -4.0)))) b) (* a 2.0))
(/ c (- 0.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -4e+153) {
tmp = b / (0.0 - a);
} else if (b <= 6.8e-6) {
tmp = (sqrt(((b * b) + (a * (c * -4.0)))) - b) / (a * 2.0);
} else {
tmp = c / (0.0 - 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 <= (-4d+153)) then
tmp = b / (0.0d0 - a)
else if (b <= 6.8d-6) then
tmp = (sqrt(((b * b) + (a * (c * (-4.0d0))))) - b) / (a * 2.0d0)
else
tmp = c / (0.0d0 - b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -4e+153) {
tmp = b / (0.0 - a);
} else if (b <= 6.8e-6) {
tmp = (Math.sqrt(((b * b) + (a * (c * -4.0)))) - b) / (a * 2.0);
} else {
tmp = c / (0.0 - b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -4e+153: tmp = b / (0.0 - a) elif b <= 6.8e-6: tmp = (math.sqrt(((b * b) + (a * (c * -4.0)))) - b) / (a * 2.0) else: tmp = c / (0.0 - b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -4e+153) tmp = Float64(b / Float64(0.0 - a)); elseif (b <= 6.8e-6) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(c / Float64(0.0 - b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -4e+153) tmp = b / (0.0 - a); elseif (b <= 6.8e-6) tmp = (sqrt(((b * b) + (a * (c * -4.0)))) - b) / (a * 2.0); else tmp = c / (0.0 - b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -4e+153], N[(b / N[(0.0 - a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 6.8e-6], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(c / N[(0.0 - b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4 \cdot 10^{+153}:\\
\;\;\;\;\frac{b}{0 - a}\\
\mathbf{elif}\;b \leq 6.8 \cdot 10^{-6}:\\
\;\;\;\;\frac{\sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{0 - b}\\
\end{array}
\end{array}
if b < -4e153Initial program 41.4%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified41.4%
Taylor expanded in b around -inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6495.6%
Simplified95.6%
sub0-negN/A
neg-lowering-neg.f64N/A
/-lowering-/.f6495.6%
Applied egg-rr95.6%
if -4e153 < b < 6.80000000000000012e-6Initial program 83.3%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified83.3%
if 6.80000000000000012e-6 < b Initial program 9.0%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified9.0%
Taylor expanded in b around inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6489.7%
Simplified89.7%
Final simplification87.2%
(FPCore (a b c)
:precision binary64
(if (<= b -1.05e+117)
(/ b (- 0.0 a))
(if (<= b 3.2e-6)
(* (- (sqrt (+ (* b b) (* a (* c -4.0)))) b) (/ 0.5 a))
(/ c (- 0.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.05e+117) {
tmp = b / (0.0 - a);
} else if (b <= 3.2e-6) {
tmp = (sqrt(((b * b) + (a * (c * -4.0)))) - b) * (0.5 / a);
} else {
tmp = c / (0.0 - 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 <= (-1.05d+117)) then
tmp = b / (0.0d0 - a)
else if (b <= 3.2d-6) then
tmp = (sqrt(((b * b) + (a * (c * (-4.0d0))))) - b) * (0.5d0 / a)
else
tmp = c / (0.0d0 - b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -1.05e+117) {
tmp = b / (0.0 - a);
} else if (b <= 3.2e-6) {
tmp = (Math.sqrt(((b * b) + (a * (c * -4.0)))) - b) * (0.5 / a);
} else {
tmp = c / (0.0 - b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1.05e+117: tmp = b / (0.0 - a) elif b <= 3.2e-6: tmp = (math.sqrt(((b * b) + (a * (c * -4.0)))) - b) * (0.5 / a) else: tmp = c / (0.0 - b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1.05e+117) tmp = Float64(b / Float64(0.0 - a)); elseif (b <= 3.2e-6) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0)))) - b) * Float64(0.5 / a)); else tmp = Float64(c / Float64(0.0 - b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -1.05e+117) tmp = b / (0.0 - a); elseif (b <= 3.2e-6) tmp = (sqrt(((b * b) + (a * (c * -4.0)))) - b) * (0.5 / a); else tmp = c / (0.0 - b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1.05e+117], N[(b / N[(0.0 - a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 3.2e-6], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], N[(c / N[(0.0 - b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.05 \cdot 10^{+117}:\\
\;\;\;\;\frac{b}{0 - a}\\
\mathbf{elif}\;b \leq 3.2 \cdot 10^{-6}:\\
\;\;\;\;\left(\sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)} - b\right) \cdot \frac{0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{0 - b}\\
\end{array}
\end{array}
if b < -1.0500000000000001e117Initial program 53.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified53.8%
Taylor expanded in b around -inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6496.5%
Simplified96.5%
sub0-negN/A
neg-lowering-neg.f64N/A
/-lowering-/.f6496.5%
Applied egg-rr96.5%
if -1.0500000000000001e117 < b < 3.1999999999999999e-6Initial program 81.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified81.8%
clear-numN/A
associate-/r/N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-/r*N/A
metadata-evalN/A
/-lowering-/.f64N/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f6481.7%
Applied egg-rr81.7%
if 3.1999999999999999e-6 < b Initial program 9.0%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified9.0%
Taylor expanded in b around inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6489.7%
Simplified89.7%
Final simplification87.2%
(FPCore (a b c)
:precision binary64
(if (<= b -4.2e-48)
(+
(/ (/ b a) -2.0)
(/ (* b (+ (* -2.0 (* a (/ c (* b b)))) 1.0)) (* a -2.0)))
(if (<= b 3.7e-6)
(/ (- (sqrt (* -4.0 (* a c))) b) (* a 2.0))
(/ c (- 0.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -4.2e-48) {
tmp = ((b / a) / -2.0) + ((b * ((-2.0 * (a * (c / (b * b)))) + 1.0)) / (a * -2.0));
} else if (b <= 3.7e-6) {
tmp = (sqrt((-4.0 * (a * c))) - b) / (a * 2.0);
} else {
tmp = c / (0.0 - 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 <= (-4.2d-48)) then
tmp = ((b / a) / (-2.0d0)) + ((b * (((-2.0d0) * (a * (c / (b * b)))) + 1.0d0)) / (a * (-2.0d0)))
else if (b <= 3.7d-6) then
tmp = (sqrt(((-4.0d0) * (a * c))) - b) / (a * 2.0d0)
else
tmp = c / (0.0d0 - b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -4.2e-48) {
tmp = ((b / a) / -2.0) + ((b * ((-2.0 * (a * (c / (b * b)))) + 1.0)) / (a * -2.0));
} else if (b <= 3.7e-6) {
tmp = (Math.sqrt((-4.0 * (a * c))) - b) / (a * 2.0);
} else {
tmp = c / (0.0 - b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -4.2e-48: tmp = ((b / a) / -2.0) + ((b * ((-2.0 * (a * (c / (b * b)))) + 1.0)) / (a * -2.0)) elif b <= 3.7e-6: tmp = (math.sqrt((-4.0 * (a * c))) - b) / (a * 2.0) else: tmp = c / (0.0 - b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -4.2e-48) tmp = Float64(Float64(Float64(b / a) / -2.0) + Float64(Float64(b * Float64(Float64(-2.0 * Float64(a * Float64(c / Float64(b * b)))) + 1.0)) / Float64(a * -2.0))); elseif (b <= 3.7e-6) tmp = Float64(Float64(sqrt(Float64(-4.0 * Float64(a * c))) - b) / Float64(a * 2.0)); else tmp = Float64(c / Float64(0.0 - b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -4.2e-48) tmp = ((b / a) / -2.0) + ((b * ((-2.0 * (a * (c / (b * b)))) + 1.0)) / (a * -2.0)); elseif (b <= 3.7e-6) tmp = (sqrt((-4.0 * (a * c))) - b) / (a * 2.0); else tmp = c / (0.0 - b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -4.2e-48], N[(N[(N[(b / a), $MachinePrecision] / -2.0), $MachinePrecision] + N[(N[(b * N[(N[(-2.0 * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] / N[(a * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 3.7e-6], N[(N[(N[Sqrt[N[(-4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(c / N[(0.0 - b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4.2 \cdot 10^{-48}:\\
\;\;\;\;\frac{\frac{b}{a}}{-2} + \frac{b \cdot \left(-2 \cdot \left(a \cdot \frac{c}{b \cdot b}\right) + 1\right)}{a \cdot -2}\\
\mathbf{elif}\;b \leq 3.7 \cdot 10^{-6}:\\
\;\;\;\;\frac{\sqrt{-4 \cdot \left(a \cdot c\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{0 - b}\\
\end{array}
\end{array}
if b < -4.19999999999999977e-48Initial program 71.6%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified71.6%
div-subN/A
sub-negN/A
+-commutativeN/A
frac-2negN/A
distribute-frac-negN/A
unsub-negN/A
--lowering--.f64N/A
associate-/r*N/A
distribute-neg-frac2N/A
/-lowering-/.f64N/A
/-lowering-/.f64N/A
metadata-evalN/A
/-lowering-/.f64N/A
Applied egg-rr71.6%
Taylor expanded in b around -inf
associate-*r*N/A
*-lowering-*.f64N/A
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
associate-/l*N/A
*-lowering-*.f64N/A
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f6492.8%
Simplified92.8%
if -4.19999999999999977e-48 < b < 3.7000000000000002e-6Initial program 75.6%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified75.6%
Taylor expanded in b around 0
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f6466.4%
Simplified66.4%
if 3.7000000000000002e-6 < b Initial program 9.0%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified9.0%
Taylor expanded in b around inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6489.7%
Simplified89.7%
Final simplification82.7%
(FPCore (a b c)
:precision binary64
(if (<= b -1.82e-47)
(+
(/ (/ b a) -2.0)
(/ (* b (+ (* -2.0 (* a (/ c (* b b)))) 1.0)) (* a -2.0)))
(if (<= b 3.2e-6)
(* (/ 0.5 a) (- (sqrt (* a (* c -4.0))) b))
(/ c (- 0.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.82e-47) {
tmp = ((b / a) / -2.0) + ((b * ((-2.0 * (a * (c / (b * b)))) + 1.0)) / (a * -2.0));
} else if (b <= 3.2e-6) {
tmp = (0.5 / a) * (sqrt((a * (c * -4.0))) - b);
} else {
tmp = c / (0.0 - 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 <= (-1.82d-47)) then
tmp = ((b / a) / (-2.0d0)) + ((b * (((-2.0d0) * (a * (c / (b * b)))) + 1.0d0)) / (a * (-2.0d0)))
else if (b <= 3.2d-6) then
tmp = (0.5d0 / a) * (sqrt((a * (c * (-4.0d0)))) - b)
else
tmp = c / (0.0d0 - b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -1.82e-47) {
tmp = ((b / a) / -2.0) + ((b * ((-2.0 * (a * (c / (b * b)))) + 1.0)) / (a * -2.0));
} else if (b <= 3.2e-6) {
tmp = (0.5 / a) * (Math.sqrt((a * (c * -4.0))) - b);
} else {
tmp = c / (0.0 - b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1.82e-47: tmp = ((b / a) / -2.0) + ((b * ((-2.0 * (a * (c / (b * b)))) + 1.0)) / (a * -2.0)) elif b <= 3.2e-6: tmp = (0.5 / a) * (math.sqrt((a * (c * -4.0))) - b) else: tmp = c / (0.0 - b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1.82e-47) tmp = Float64(Float64(Float64(b / a) / -2.0) + Float64(Float64(b * Float64(Float64(-2.0 * Float64(a * Float64(c / Float64(b * b)))) + 1.0)) / Float64(a * -2.0))); elseif (b <= 3.2e-6) tmp = Float64(Float64(0.5 / a) * Float64(sqrt(Float64(a * Float64(c * -4.0))) - b)); else tmp = Float64(c / Float64(0.0 - b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -1.82e-47) tmp = ((b / a) / -2.0) + ((b * ((-2.0 * (a * (c / (b * b)))) + 1.0)) / (a * -2.0)); elseif (b <= 3.2e-6) tmp = (0.5 / a) * (sqrt((a * (c * -4.0))) - b); else tmp = c / (0.0 - b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1.82e-47], N[(N[(N[(b / a), $MachinePrecision] / -2.0), $MachinePrecision] + N[(N[(b * N[(N[(-2.0 * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] / N[(a * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 3.2e-6], N[(N[(0.5 / a), $MachinePrecision] * N[(N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[(c / N[(0.0 - b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.82 \cdot 10^{-47}:\\
\;\;\;\;\frac{\frac{b}{a}}{-2} + \frac{b \cdot \left(-2 \cdot \left(a \cdot \frac{c}{b \cdot b}\right) + 1\right)}{a \cdot -2}\\
\mathbf{elif}\;b \leq 3.2 \cdot 10^{-6}:\\
\;\;\;\;\frac{0.5}{a} \cdot \left(\sqrt{a \cdot \left(c \cdot -4\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{0 - b}\\
\end{array}
\end{array}
if b < -1.81999999999999988e-47Initial program 71.6%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified71.6%
div-subN/A
sub-negN/A
+-commutativeN/A
frac-2negN/A
distribute-frac-negN/A
unsub-negN/A
--lowering--.f64N/A
associate-/r*N/A
distribute-neg-frac2N/A
/-lowering-/.f64N/A
/-lowering-/.f64N/A
metadata-evalN/A
/-lowering-/.f64N/A
Applied egg-rr71.6%
Taylor expanded in b around -inf
associate-*r*N/A
*-lowering-*.f64N/A
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
associate-/l*N/A
*-lowering-*.f64N/A
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f6492.8%
Simplified92.8%
if -1.81999999999999988e-47 < b < 3.1999999999999999e-6Initial program 75.6%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified75.6%
clear-numN/A
associate-/r/N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-/r*N/A
metadata-evalN/A
/-lowering-/.f64N/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f6475.5%
Applied egg-rr75.5%
Taylor expanded in b around 0
*-commutativeN/A
rem-square-sqrtN/A
unpow2N/A
associate-*r*N/A
*-lowering-*.f64N/A
unpow2N/A
rem-square-sqrtN/A
*-lowering-*.f6466.3%
Simplified66.3%
if 3.1999999999999999e-6 < b Initial program 9.0%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified9.0%
Taylor expanded in b around inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6489.7%
Simplified89.7%
Final simplification82.6%
(FPCore (a b c) :precision binary64 (if (<= b -5e-310) (/ b (- 0.0 a)) (/ c (- 0.0 b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = b / (0.0 - a);
} else {
tmp = c / (0.0 - 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 <= (-5d-310)) then
tmp = b / (0.0d0 - a)
else
tmp = c / (0.0d0 - b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = b / (0.0 - a);
} else {
tmp = c / (0.0 - b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5e-310: tmp = b / (0.0 - a) else: tmp = c / (0.0 - b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5e-310) tmp = Float64(b / Float64(0.0 - a)); else tmp = Float64(c / Float64(0.0 - b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -5e-310) tmp = b / (0.0 - a); else tmp = c / (0.0 - b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5e-310], N[(b / N[(0.0 - a), $MachinePrecision]), $MachinePrecision], N[(c / N[(0.0 - b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\frac{b}{0 - a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{0 - b}\\
\end{array}
\end{array}
if b < -4.999999999999985e-310Initial program 78.0%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified78.0%
Taylor expanded in b around -inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6467.3%
Simplified67.3%
sub0-negN/A
neg-lowering-neg.f64N/A
/-lowering-/.f6467.3%
Applied egg-rr67.3%
if -4.999999999999985e-310 < b Initial program 26.1%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified26.1%
Taylor expanded in b around inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6465.4%
Simplified65.4%
Final simplification66.4%
(FPCore (a b c) :precision binary64 (if (<= b 2e-310) (/ b (- 0.0 a)) (* c (/ -1.0 b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 2e-310) {
tmp = b / (0.0 - a);
} else {
tmp = c * (-1.0 / 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 <= 2d-310) then
tmp = b / (0.0d0 - a)
else
tmp = c * ((-1.0d0) / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 2e-310) {
tmp = b / (0.0 - a);
} else {
tmp = c * (-1.0 / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 2e-310: tmp = b / (0.0 - a) else: tmp = c * (-1.0 / b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 2e-310) tmp = Float64(b / Float64(0.0 - a)); else tmp = Float64(c * Float64(-1.0 / b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 2e-310) tmp = b / (0.0 - a); else tmp = c * (-1.0 / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 2e-310], N[(b / N[(0.0 - a), $MachinePrecision]), $MachinePrecision], N[(c * N[(-1.0 / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2 \cdot 10^{-310}:\\
\;\;\;\;\frac{b}{0 - a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \frac{-1}{b}\\
\end{array}
\end{array}
if b < 1.999999999999994e-310Initial program 78.0%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified78.0%
Taylor expanded in b around -inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6467.3%
Simplified67.3%
sub0-negN/A
neg-lowering-neg.f64N/A
/-lowering-/.f6467.3%
Applied egg-rr67.3%
if 1.999999999999994e-310 < b Initial program 26.1%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified26.1%
Taylor expanded in c around 0
sub-negN/A
associate-*r/N/A
associate-*r*N/A
associate-*l/N/A
associate-*r/N/A
*-lowering-*.f64N/A
+-commutativeN/A
+-lowering-+.f64N/A
distribute-neg-fracN/A
metadata-evalN/A
/-lowering-/.f64N/A
associate-*r/N/A
associate-*l/N/A
associate-*r*N/A
associate-*r/N/A
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
*-commutativeN/A
associate-/l*N/A
*-lowering-*.f64N/A
/-lowering-/.f64N/A
Simplified62.8%
Taylor expanded in b around inf
/-lowering-/.f6465.2%
Simplified65.2%
Final simplification66.3%
(FPCore (a b c) :precision binary64 (if (<= b 6e-47) (/ b (- 0.0 a)) 0.0))
double code(double a, double b, double c) {
double tmp;
if (b <= 6e-47) {
tmp = b / (0.0 - a);
} else {
tmp = 0.0;
}
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 <= 6d-47) then
tmp = b / (0.0d0 - a)
else
tmp = 0.0d0
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 6e-47) {
tmp = b / (0.0 - a);
} else {
tmp = 0.0;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 6e-47: tmp = b / (0.0 - a) else: tmp = 0.0 return tmp
function code(a, b, c) tmp = 0.0 if (b <= 6e-47) tmp = Float64(b / Float64(0.0 - a)); else tmp = 0.0; end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 6e-47) tmp = b / (0.0 - a); else tmp = 0.0; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 6e-47], N[(b / N[(0.0 - a), $MachinePrecision]), $MachinePrecision], 0.0]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 6 \cdot 10^{-47}:\\
\;\;\;\;\frac{b}{0 - a}\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if b < 6.00000000000000033e-47Initial program 74.2%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified74.2%
Taylor expanded in b around -inf
mul-1-negN/A
neg-sub0N/A
--lowering--.f64N/A
/-lowering-/.f6454.6%
Simplified54.6%
sub0-negN/A
neg-lowering-neg.f64N/A
/-lowering-/.f6454.6%
Applied egg-rr54.6%
if 6.00000000000000033e-47 < b Initial program 13.0%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified13.0%
div-subN/A
associate-/r*N/A
associate-/r*N/A
frac-subN/A
clear-numN/A
/-lowering-/.f64N/A
/-lowering-/.f64N/A
metadata-evalN/A
cancel-sign-sub-invN/A
+-lowering-+.f64N/A
Applied egg-rr11.0%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgtN/A
metadata-eval29.2%
Simplified29.2%
Final simplification46.1%
(FPCore (a b c) :precision binary64 0.0)
double code(double a, double b, double c) {
return 0.0;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.0d0
end function
public static double code(double a, double b, double c) {
return 0.0;
}
def code(a, b, c): return 0.0
function code(a, b, c) return 0.0 end
function tmp = code(a, b, c) tmp = 0.0; end
code[a_, b_, c_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 53.7%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-commutativeN/A
Simplified53.7%
div-subN/A
associate-/r*N/A
associate-/r*N/A
frac-subN/A
clear-numN/A
/-lowering-/.f64N/A
/-lowering-/.f64N/A
metadata-evalN/A
cancel-sign-sub-invN/A
+-lowering-+.f64N/A
Applied egg-rr52.9%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgtN/A
metadata-eval11.7%
Simplified11.7%
herbie shell --seed 2024164
(FPCore (a b c)
:name "Quadratic roots, full range"
:precision binary64
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))