
(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 9 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 (/ c (* a (/ (+ b (sqrt (+ (* b b) (* c (* -4.0 a))))) (/ a -0.5)))))
double code(double a, double b, double c) {
return c / (a * ((b + sqrt(((b * b) + (c * (-4.0 * a))))) / (a / -0.5)));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c / (a * ((b + sqrt(((b * b) + (c * ((-4.0d0) * a))))) / (a / (-0.5d0))))
end function
public static double code(double a, double b, double c) {
return c / (a * ((b + Math.sqrt(((b * b) + (c * (-4.0 * a))))) / (a / -0.5)));
}
def code(a, b, c): return c / (a * ((b + math.sqrt(((b * b) + (c * (-4.0 * a))))) / (a / -0.5)))
function code(a, b, c) return Float64(c / Float64(a * Float64(Float64(b + sqrt(Float64(Float64(b * b) + Float64(c * Float64(-4.0 * a))))) / Float64(a / -0.5)))) end
function tmp = code(a, b, c) tmp = c / (a * ((b + sqrt(((b * b) + (c * (-4.0 * a))))) / (a / -0.5))); end
code[a_, b_, c_] := N[(c / N[(a * N[(N[(b + N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(c * N[(-4.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a / -0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{a \cdot \frac{b + \sqrt{b \cdot b + c \cdot \left(-4 \cdot a\right)}}{\frac{a}{-0.5}}}
\end{array}
Initial program 52.8%
/-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
Simplified52.8%
div-subN/A
flip--N/A
/-lowering-/.f64N/A
Applied egg-rr53.6%
Taylor expanded in b around 0
associate-*r/N/A
mul-1-negN/A
/-lowering-/.f64N/A
neg-lowering-neg.f6499.2%
Simplified99.2%
associate-/l/N/A
frac-2negN/A
remove-double-negN/A
/-lowering-/.f64N/A
neg-lowering-neg.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
metadata-evalN/A
associate-/r*N/A
*-commutativeN/A
un-div-invN/A
/-lowering-/.f64N/A
Applied egg-rr99.5%
*-commutativeN/A
distribute-lft-neg-inN/A
*-lowering-*.f64N/A
Applied egg-rr99.5%
Final simplification99.5%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* c (* c c))) (t_1 (* b (* b b))))
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) -90.0)
(/ 0.5 (* a (/ 1.0 (- (sqrt (+ (* b b) (* a (* c -4.0)))) b))))
(/
(-
(+
(/ (* (* a a) (* -2.0 t_0)) (* b t_1))
(-
(/
-0.25
(/ (* a (* t_1 t_1)) (* (* a (* a (* a a))) (* (* c t_0) 20.0))))
(/ (* a (* c c)) (* b b))))
c)
b))))
double code(double a, double b, double c) {
double t_0 = c * (c * c);
double t_1 = b * (b * b);
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -90.0) {
tmp = 0.5 / (a * (1.0 / (sqrt(((b * b) + (a * (c * -4.0)))) - b)));
} else {
tmp = (((((a * a) * (-2.0 * t_0)) / (b * t_1)) + ((-0.25 / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0)))) - ((a * (c * c)) / (b * b)))) - 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) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = c * (c * c)
t_1 = b * (b * b)
if (((sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)) <= (-90.0d0)) then
tmp = 0.5d0 / (a * (1.0d0 / (sqrt(((b * b) + (a * (c * (-4.0d0))))) - b)))
else
tmp = (((((a * a) * ((-2.0d0) * t_0)) / (b * t_1)) + (((-0.25d0) / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0d0)))) - ((a * (c * c)) / (b * b)))) - c) / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = c * (c * c);
double t_1 = b * (b * b);
double tmp;
if (((Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -90.0) {
tmp = 0.5 / (a * (1.0 / (Math.sqrt(((b * b) + (a * (c * -4.0)))) - b)));
} else {
tmp = (((((a * a) * (-2.0 * t_0)) / (b * t_1)) + ((-0.25 / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b;
}
return tmp;
}
def code(a, b, c): t_0 = c * (c * c) t_1 = b * (b * b) tmp = 0 if ((math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -90.0: tmp = 0.5 / (a * (1.0 / (math.sqrt(((b * b) + (a * (c * -4.0)))) - b))) else: tmp = (((((a * a) * (-2.0 * t_0)) / (b * t_1)) + ((-0.25 / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b return tmp
function code(a, b, c) t_0 = Float64(c * Float64(c * c)) t_1 = Float64(b * Float64(b * b)) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) <= -90.0) tmp = Float64(0.5 / Float64(a * Float64(1.0 / Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0)))) - b)))); else tmp = Float64(Float64(Float64(Float64(Float64(Float64(a * a) * Float64(-2.0 * t_0)) / Float64(b * t_1)) + Float64(Float64(-0.25 / Float64(Float64(a * Float64(t_1 * t_1)) / Float64(Float64(a * Float64(a * Float64(a * a))) * Float64(Float64(c * t_0) * 20.0)))) - Float64(Float64(a * Float64(c * c)) / Float64(b * b)))) - c) / b); end return tmp end
function tmp_2 = code(a, b, c) t_0 = c * (c * c); t_1 = b * (b * b); tmp = 0.0; if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -90.0) tmp = 0.5 / (a * (1.0 / (sqrt(((b * b) + (a * (c * -4.0)))) - b))); else tmp = (((((a * a) * (-2.0 * t_0)) / (b * t_1)) + ((-0.25 / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(c * c), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -90.0], N[(0.5 / N[(a * N[(1.0 / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(N[(a * a), $MachinePrecision] * N[(-2.0 * t$95$0), $MachinePrecision]), $MachinePrecision] / N[(b * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(N[(-0.25 / N[(N[(a * N[(t$95$1 * t$95$1), $MachinePrecision]), $MachinePrecision] / N[(N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(c * t$95$0), $MachinePrecision] * 20.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - c), $MachinePrecision] / b), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(c \cdot c\right)\\
t_1 := b \cdot \left(b \cdot b\right)\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2} \leq -90:\\
\;\;\;\;\frac{0.5}{a \cdot \frac{1}{\sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)} - b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\frac{\left(a \cdot a\right) \cdot \left(-2 \cdot t\_0\right)}{b \cdot t\_1} + \left(\frac{-0.25}{\frac{a \cdot \left(t\_1 \cdot t\_1\right)}{\left(a \cdot \left(a \cdot \left(a \cdot a\right)\right)\right) \cdot \left(\left(c \cdot t\_0\right) \cdot 20\right)}} - \frac{a \cdot \left(c \cdot c\right)}{b \cdot b}\right)\right) - c}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) < -90Initial program 90.0%
/-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
Simplified90.0%
div-invN/A
flip--N/A
clear-numN/A
*-commutativeN/A
associate-/r*N/A
metadata-evalN/A
frac-timesN/A
metadata-evalN/A
/-lowering-/.f64N/A
Applied egg-rr90.2%
if -90 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) Initial program 50.3%
/-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
Simplified50.3%
Taylor expanded in b around inf
Simplified93.3%
Applied egg-rr93.3%
Final simplification93.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* c (* c c))) (t_1 (* b (* b b))))
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) -90.0)
(/ 0.5 (/ a (- (sqrt (+ (* b b) (* a (* c -4.0)))) b)))
(/
(-
(+
(/ (* (* a a) (* -2.0 t_0)) (* b t_1))
(-
(/
-0.25
(/ (* a (* t_1 t_1)) (* (* a (* a (* a a))) (* (* c t_0) 20.0))))
(/ (* a (* c c)) (* b b))))
c)
b))))
double code(double a, double b, double c) {
double t_0 = c * (c * c);
double t_1 = b * (b * b);
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -90.0) {
tmp = 0.5 / (a / (sqrt(((b * b) + (a * (c * -4.0)))) - b));
} else {
tmp = (((((a * a) * (-2.0 * t_0)) / (b * t_1)) + ((-0.25 / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0)))) - ((a * (c * c)) / (b * b)))) - 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) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = c * (c * c)
t_1 = b * (b * b)
if (((sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)) <= (-90.0d0)) then
tmp = 0.5d0 / (a / (sqrt(((b * b) + (a * (c * (-4.0d0))))) - b))
else
tmp = (((((a * a) * ((-2.0d0) * t_0)) / (b * t_1)) + (((-0.25d0) / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0d0)))) - ((a * (c * c)) / (b * b)))) - c) / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = c * (c * c);
double t_1 = b * (b * b);
double tmp;
if (((Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -90.0) {
tmp = 0.5 / (a / (Math.sqrt(((b * b) + (a * (c * -4.0)))) - b));
} else {
tmp = (((((a * a) * (-2.0 * t_0)) / (b * t_1)) + ((-0.25 / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b;
}
return tmp;
}
def code(a, b, c): t_0 = c * (c * c) t_1 = b * (b * b) tmp = 0 if ((math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -90.0: tmp = 0.5 / (a / (math.sqrt(((b * b) + (a * (c * -4.0)))) - b)) else: tmp = (((((a * a) * (-2.0 * t_0)) / (b * t_1)) + ((-0.25 / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b return tmp
function code(a, b, c) t_0 = Float64(c * Float64(c * c)) t_1 = Float64(b * Float64(b * b)) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) <= -90.0) tmp = Float64(0.5 / Float64(a / Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0)))) - b))); else tmp = Float64(Float64(Float64(Float64(Float64(Float64(a * a) * Float64(-2.0 * t_0)) / Float64(b * t_1)) + Float64(Float64(-0.25 / Float64(Float64(a * Float64(t_1 * t_1)) / Float64(Float64(a * Float64(a * Float64(a * a))) * Float64(Float64(c * t_0) * 20.0)))) - Float64(Float64(a * Float64(c * c)) / Float64(b * b)))) - c) / b); end return tmp end
function tmp_2 = code(a, b, c) t_0 = c * (c * c); t_1 = b * (b * b); tmp = 0.0; if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -90.0) tmp = 0.5 / (a / (sqrt(((b * b) + (a * (c * -4.0)))) - b)); else tmp = (((((a * a) * (-2.0 * t_0)) / (b * t_1)) + ((-0.25 / ((a * (t_1 * t_1)) / ((a * (a * (a * a))) * ((c * t_0) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(c * c), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -90.0], N[(0.5 / N[(a / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(N[(a * a), $MachinePrecision] * N[(-2.0 * t$95$0), $MachinePrecision]), $MachinePrecision] / N[(b * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(N[(-0.25 / N[(N[(a * N[(t$95$1 * t$95$1), $MachinePrecision]), $MachinePrecision] / N[(N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(c * t$95$0), $MachinePrecision] * 20.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - c), $MachinePrecision] / b), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(c \cdot c\right)\\
t_1 := b \cdot \left(b \cdot b\right)\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2} \leq -90:\\
\;\;\;\;\frac{0.5}{\frac{a}{\sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)} - b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\frac{\left(a \cdot a\right) \cdot \left(-2 \cdot t\_0\right)}{b \cdot t\_1} + \left(\frac{-0.25}{\frac{a \cdot \left(t\_1 \cdot t\_1\right)}{\left(a \cdot \left(a \cdot \left(a \cdot a\right)\right)\right) \cdot \left(\left(c \cdot t\_0\right) \cdot 20\right)}} - \frac{a \cdot \left(c \cdot c\right)}{b \cdot b}\right)\right) - c}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) < -90Initial program 90.0%
/-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
Simplified90.0%
associate-/r*N/A
clear-numN/A
associate-/l/N/A
associate-/r*N/A
metadata-evalN/A
/-lowering-/.f64N/A
/-lowering-/.f64N/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f6490.1%
Applied egg-rr90.1%
if -90 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) Initial program 50.3%
/-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
Simplified50.3%
Taylor expanded in b around inf
Simplified93.3%
Applied egg-rr93.3%
Final simplification93.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* b (* b b))) (t_1 (* c (* c c))))
(/
(-
(+
(/ (* (* a a) (* -2.0 t_1)) (* b t_0))
(-
(/
-0.25
(/ (* a (* t_0 t_0)) (* (* a (* a (* a a))) (* (* c t_1) 20.0))))
(/ (* a (* c c)) (* b b))))
c)
b)))
double code(double a, double b, double c) {
double t_0 = b * (b * b);
double t_1 = c * (c * c);
return (((((a * a) * (-2.0 * t_1)) / (b * t_0)) + ((-0.25 / ((a * (t_0 * t_0)) / ((a * (a * (a * a))) * ((c * t_1) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b;
}
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
t_0 = b * (b * b)
t_1 = c * (c * c)
code = (((((a * a) * ((-2.0d0) * t_1)) / (b * t_0)) + (((-0.25d0) / ((a * (t_0 * t_0)) / ((a * (a * (a * a))) * ((c * t_1) * 20.0d0)))) - ((a * (c * c)) / (b * b)))) - c) / b
end function
public static double code(double a, double b, double c) {
double t_0 = b * (b * b);
double t_1 = c * (c * c);
return (((((a * a) * (-2.0 * t_1)) / (b * t_0)) + ((-0.25 / ((a * (t_0 * t_0)) / ((a * (a * (a * a))) * ((c * t_1) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b;
}
def code(a, b, c): t_0 = b * (b * b) t_1 = c * (c * c) return (((((a * a) * (-2.0 * t_1)) / (b * t_0)) + ((-0.25 / ((a * (t_0 * t_0)) / ((a * (a * (a * a))) * ((c * t_1) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b
function code(a, b, c) t_0 = Float64(b * Float64(b * b)) t_1 = Float64(c * Float64(c * c)) return Float64(Float64(Float64(Float64(Float64(Float64(a * a) * Float64(-2.0 * t_1)) / Float64(b * t_0)) + Float64(Float64(-0.25 / Float64(Float64(a * Float64(t_0 * t_0)) / Float64(Float64(a * Float64(a * Float64(a * a))) * Float64(Float64(c * t_1) * 20.0)))) - Float64(Float64(a * Float64(c * c)) / Float64(b * b)))) - c) / b) end
function tmp = code(a, b, c) t_0 = b * (b * b); t_1 = c * (c * c); tmp = (((((a * a) * (-2.0 * t_1)) / (b * t_0)) + ((-0.25 / ((a * (t_0 * t_0)) / ((a * (a * (a * a))) * ((c * t_1) * 20.0)))) - ((a * (c * c)) / (b * b)))) - c) / b; end
code[a_, b_, c_] := Block[{t$95$0 = N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(c * N[(c * c), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[(N[(a * a), $MachinePrecision] * N[(-2.0 * t$95$1), $MachinePrecision]), $MachinePrecision] / N[(b * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(N[(-0.25 / N[(N[(a * N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision] / N[(N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(c * t$95$1), $MachinePrecision] * 20.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - c), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := b \cdot \left(b \cdot b\right)\\
t_1 := c \cdot \left(c \cdot c\right)\\
\frac{\left(\frac{\left(a \cdot a\right) \cdot \left(-2 \cdot t\_1\right)}{b \cdot t\_0} + \left(\frac{-0.25}{\frac{a \cdot \left(t\_0 \cdot t\_0\right)}{\left(a \cdot \left(a \cdot \left(a \cdot a\right)\right)\right) \cdot \left(\left(c \cdot t\_1\right) \cdot 20\right)}} - \frac{a \cdot \left(c \cdot c\right)}{b \cdot b}\right)\right) - c}{b}
\end{array}
\end{array}
Initial program 52.8%
/-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
Simplified52.8%
Taylor expanded in b around inf
Simplified91.3%
Applied egg-rr91.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* (* b b) (* b b))))
(/
(+
(/ (* (* a a) (* c (* -2.0 (* c c)))) t_0)
(-
(/
(/ -0.25 a)
(/
(* (* b b) t_0)
(* (* a a) (* (* a a) (* (* c c) (* (* c c) 20.0))))))
(+ c (/ (* c (* c a)) (* b b)))))
b)))
double code(double a, double b, double c) {
double t_0 = (b * b) * (b * b);
return ((((a * a) * (c * (-2.0 * (c * c)))) / t_0) + (((-0.25 / a) / (((b * b) * t_0) / ((a * a) * ((a * a) * ((c * c) * ((c * c) * 20.0)))))) - (c + ((c * (c * a)) / (b * b))))) / b;
}
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
t_0 = (b * b) * (b * b)
code = ((((a * a) * (c * ((-2.0d0) * (c * c)))) / t_0) + ((((-0.25d0) / a) / (((b * b) * t_0) / ((a * a) * ((a * a) * ((c * c) * ((c * c) * 20.0d0)))))) - (c + ((c * (c * a)) / (b * b))))) / b
end function
public static double code(double a, double b, double c) {
double t_0 = (b * b) * (b * b);
return ((((a * a) * (c * (-2.0 * (c * c)))) / t_0) + (((-0.25 / a) / (((b * b) * t_0) / ((a * a) * ((a * a) * ((c * c) * ((c * c) * 20.0)))))) - (c + ((c * (c * a)) / (b * b))))) / b;
}
def code(a, b, c): t_0 = (b * b) * (b * b) return ((((a * a) * (c * (-2.0 * (c * c)))) / t_0) + (((-0.25 / a) / (((b * b) * t_0) / ((a * a) * ((a * a) * ((c * c) * ((c * c) * 20.0)))))) - (c + ((c * (c * a)) / (b * b))))) / b
function code(a, b, c) t_0 = Float64(Float64(b * b) * Float64(b * b)) return Float64(Float64(Float64(Float64(Float64(a * a) * Float64(c * Float64(-2.0 * Float64(c * c)))) / t_0) + Float64(Float64(Float64(-0.25 / a) / Float64(Float64(Float64(b * b) * t_0) / Float64(Float64(a * a) * Float64(Float64(a * a) * Float64(Float64(c * c) * Float64(Float64(c * c) * 20.0)))))) - Float64(c + Float64(Float64(c * Float64(c * a)) / Float64(b * b))))) / b) end
function tmp = code(a, b, c) t_0 = (b * b) * (b * b); tmp = ((((a * a) * (c * (-2.0 * (c * c)))) / t_0) + (((-0.25 / a) / (((b * b) * t_0) / ((a * a) * ((a * a) * ((c * c) * ((c * c) * 20.0)))))) - (c + ((c * (c * a)) / (b * b))))) / b; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[(a * a), $MachinePrecision] * N[(c * N[(-2.0 * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] + N[(N[(N[(-0.25 / a), $MachinePrecision] / N[(N[(N[(b * b), $MachinePrecision] * t$95$0), $MachinePrecision] / N[(N[(a * a), $MachinePrecision] * N[(N[(a * a), $MachinePrecision] * N[(N[(c * c), $MachinePrecision] * N[(N[(c * c), $MachinePrecision] * 20.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c + N[(N[(c * N[(c * a), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(b \cdot b\right) \cdot \left(b \cdot b\right)\\
\frac{\frac{\left(a \cdot a\right) \cdot \left(c \cdot \left(-2 \cdot \left(c \cdot c\right)\right)\right)}{t\_0} + \left(\frac{\frac{-0.25}{a}}{\frac{\left(b \cdot b\right) \cdot t\_0}{\left(a \cdot a\right) \cdot \left(\left(a \cdot a\right) \cdot \left(\left(c \cdot c\right) \cdot \left(\left(c \cdot c\right) \cdot 20\right)\right)\right)}} - \left(c + \frac{c \cdot \left(c \cdot a\right)}{b \cdot b}\right)\right)}{b}
\end{array}
\end{array}
Initial program 52.8%
/-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
Simplified52.8%
Taylor expanded in b around inf
Simplified91.3%
Applied egg-rr91.1%
Applied egg-rr91.3%
Final simplification91.3%
(FPCore (a b c) :precision binary64 (/ c (- (* a (+ (/ (* a (* c c)) (* b (* b b))) (/ c b))) b)))
double code(double a, double b, double c) {
return c / ((a * (((a * (c * c)) / (b * (b * b))) + (c / b))) - b);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c / ((a * (((a * (c * c)) / (b * (b * b))) + (c / b))) - b)
end function
public static double code(double a, double b, double c) {
return c / ((a * (((a * (c * c)) / (b * (b * b))) + (c / b))) - b);
}
def code(a, b, c): return c / ((a * (((a * (c * c)) / (b * (b * b))) + (c / b))) - b)
function code(a, b, c) return Float64(c / Float64(Float64(a * Float64(Float64(Float64(a * Float64(c * c)) / Float64(b * Float64(b * b))) + Float64(c / b))) - b)) end
function tmp = code(a, b, c) tmp = c / ((a * (((a * (c * c)) / (b * (b * b))) + (c / b))) - b); end
code[a_, b_, c_] := N[(c / N[(N[(a * N[(N[(N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{a \cdot \left(\frac{a \cdot \left(c \cdot c\right)}{b \cdot \left(b \cdot b\right)} + \frac{c}{b}\right) - b}
\end{array}
Initial program 52.8%
/-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
Simplified52.8%
div-subN/A
flip--N/A
/-lowering-/.f64N/A
Applied egg-rr53.6%
Taylor expanded in b around 0
associate-*r/N/A
mul-1-negN/A
/-lowering-/.f64N/A
neg-lowering-neg.f6499.2%
Simplified99.2%
associate-/l/N/A
frac-2negN/A
remove-double-negN/A
/-lowering-/.f64N/A
neg-lowering-neg.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
metadata-evalN/A
associate-/r*N/A
*-commutativeN/A
un-div-invN/A
/-lowering-/.f64N/A
Applied egg-rr99.5%
Taylor expanded in a around 0
--lowering--.f64N/A
*-lowering-*.f64N/A
cancel-sign-sub-invN/A
metadata-evalN/A
*-lft-identityN/A
+-lowering-+.f64N/A
/-lowering-/.f64N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
/-lowering-/.f6488.5%
Simplified88.5%
(FPCore (a b c) :precision binary64 (/ c (- (/ (* c a) b) b)))
double code(double a, double b, double c) {
return c / (((c * a) / b) - b);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c / (((c * a) / b) - b)
end function
public static double code(double a, double b, double c) {
return c / (((c * a) / b) - b);
}
def code(a, b, c): return c / (((c * a) / b) - b)
function code(a, b, c) return Float64(c / Float64(Float64(Float64(c * a) / b) - b)) end
function tmp = code(a, b, c) tmp = c / (((c * a) / b) - b); end
code[a_, b_, c_] := N[(c / N[(N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{\frac{c \cdot a}{b} - b}
\end{array}
Initial program 52.8%
/-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
Simplified52.8%
div-subN/A
flip--N/A
/-lowering-/.f64N/A
Applied egg-rr53.6%
Taylor expanded in b around 0
associate-*r/N/A
mul-1-negN/A
/-lowering-/.f64N/A
neg-lowering-neg.f6499.2%
Simplified99.2%
associate-/l/N/A
frac-2negN/A
remove-double-negN/A
/-lowering-/.f64N/A
neg-lowering-neg.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
metadata-evalN/A
associate-/r*N/A
*-commutativeN/A
un-div-invN/A
/-lowering-/.f64N/A
Applied egg-rr99.5%
Taylor expanded in a around 0
--lowering--.f64N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f6482.1%
Simplified82.1%
(FPCore (a b c) :precision binary64 (- 0.0 (/ c b)))
double code(double a, double b, double c) {
return 0.0 - (c / b);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.0d0 - (c / b)
end function
public static double code(double a, double b, double c) {
return 0.0 - (c / b);
}
def code(a, b, c): return 0.0 - (c / b)
function code(a, b, c) return Float64(0.0 - Float64(c / b)) end
function tmp = code(a, b, c) tmp = 0.0 - (c / b); end
code[a_, b_, c_] := N[(0.0 - N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0 - \frac{c}{b}
\end{array}
Initial program 52.8%
/-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
Simplified52.8%
Taylor expanded in b around inf
Simplified91.3%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
/-lowering-/.f64N/A
neg-lowering-neg.f6466.1%
Simplified66.1%
Final simplification66.1%
(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 52.8%
/-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
Simplified52.8%
clear-numN/A
associate-/r/N/A
sub-negN/A
distribute-lft-inN/A
associate-/r/N/A
clear-numN/A
+-lowering-+.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
Applied egg-rr52.2%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgt3.2%
Simplified3.2%
herbie shell --seed 2024139
(FPCore (a b c)
:name "Quadratic roots, narrow range"
:precision binary64
:pre (and (and (and (< 1.0536712127723509e-8 a) (< a 94906265.62425156)) (and (< 1.0536712127723509e-8 b) (< b 94906265.62425156))) (and (< 1.0536712127723509e-8 c) (< c 94906265.62425156)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))