
(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 10 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 -2.0) (+ b (sqrt (+ (* b b) (* c (* a -4.0)))))))
double code(double a, double b, double c) {
return (c * -2.0) / (b + sqrt(((b * b) + (c * (a * -4.0)))));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (c * (-2.0d0)) / (b + sqrt(((b * b) + (c * (a * (-4.0d0))))))
end function
public static double code(double a, double b, double c) {
return (c * -2.0) / (b + Math.sqrt(((b * b) + (c * (a * -4.0)))));
}
def code(a, b, c): return (c * -2.0) / (b + math.sqrt(((b * b) + (c * (a * -4.0)))))
function code(a, b, c) return Float64(Float64(c * -2.0) / Float64(b + sqrt(Float64(Float64(b * b) + Float64(c * Float64(a * -4.0)))))) end
function tmp = code(a, b, c) tmp = (c * -2.0) / (b + sqrt(((b * b) + (c * (a * -4.0))))); end
code[a_, b_, c_] := N[(N[(c * -2.0), $MachinePrecision] / N[(b + N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot -2}{b + \sqrt{b \cdot b + c \cdot \left(a \cdot -4\right)}}
\end{array}
Initial program 58.3%
/-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
Simplified58.3%
flip-+N/A
fmm-defN/A
*-commutativeN/A
clear-numN/A
sqrt-divN/A
metadata-evalN/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
Applied egg-rr57.9%
Applied egg-rr99.4%
Taylor expanded in a around 0
*-commutativeN/A
*-lowering-*.f6499.6%
Simplified99.6%
Applied egg-rr99.6%
(FPCore (a b c)
:precision binary64
(if (<= b 0.122)
(/ 0.5 (/ a (- (sqrt (+ (* b b) (* a (* c -4.0)))) b)))
(/
(* c 2.0)
(+ (* c (* 2.0 (+ (/ (* c (* a a)) (* b (* b b))) (/ a b)))) (* -2.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.122) {
tmp = 0.5 / (a / (sqrt(((b * b) + (a * (c * -4.0)))) - b));
} else {
tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * 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 <= 0.122d0) then
tmp = 0.5d0 / (a / (sqrt(((b * b) + (a * (c * (-4.0d0))))) - b))
else
tmp = (c * 2.0d0) / ((c * (2.0d0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + ((-2.0d0) * b))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 0.122) {
tmp = 0.5 / (a / (Math.sqrt(((b * b) + (a * (c * -4.0)))) - b));
} else {
tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 0.122: tmp = 0.5 / (a / (math.sqrt(((b * b) + (a * (c * -4.0)))) - b)) else: tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b)) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 0.122) tmp = Float64(0.5 / Float64(a / Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0)))) - b))); else tmp = Float64(Float64(c * 2.0) / Float64(Float64(c * Float64(2.0 * Float64(Float64(Float64(c * Float64(a * a)) / Float64(b * Float64(b * b))) + Float64(a / b)))) + Float64(-2.0 * b))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 0.122) tmp = 0.5 / (a / (sqrt(((b * b) + (a * (c * -4.0)))) - b)); else tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 0.122], 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[(c * 2.0), $MachinePrecision] / N[(N[(c * N[(2.0 * N[(N[(N[(c * N[(a * a), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-2.0 * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.122:\\
\;\;\;\;\frac{0.5}{\frac{a}{\sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)} - b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{c \cdot \left(2 \cdot \left(\frac{c \cdot \left(a \cdot a\right)}{b \cdot \left(b \cdot b\right)} + \frac{a}{b}\right)\right) + -2 \cdot b}\\
\end{array}
\end{array}
if b < 0.122Initial program 85.8%
/-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
Simplified85.8%
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-*.f6485.8%
Applied egg-rr85.8%
if 0.122 < b Initial program 54.1%
/-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
Simplified54.1%
flip-+N/A
fmm-defN/A
*-commutativeN/A
clear-numN/A
sqrt-divN/A
metadata-evalN/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
Applied egg-rr53.7%
Applied egg-rr99.4%
Taylor expanded in a around 0
*-commutativeN/A
*-lowering-*.f6499.6%
Simplified99.6%
Taylor expanded in c around 0
sub-negN/A
+-lowering-+.f64N/A
Simplified90.4%
Final simplification89.8%
(FPCore (a b c)
:precision binary64
(if (<= b 0.122)
(* (- (sqrt (+ (* b b) (* a (* c -4.0)))) b) (/ 0.5 a))
(/
(* c 2.0)
(+ (* c (* 2.0 (+ (/ (* c (* a a)) (* b (* b b))) (/ a b)))) (* -2.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.122) {
tmp = (sqrt(((b * b) + (a * (c * -4.0)))) - b) * (0.5 / a);
} else {
tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * 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 <= 0.122d0) then
tmp = (sqrt(((b * b) + (a * (c * (-4.0d0))))) - b) * (0.5d0 / a)
else
tmp = (c * 2.0d0) / ((c * (2.0d0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + ((-2.0d0) * b))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 0.122) {
tmp = (Math.sqrt(((b * b) + (a * (c * -4.0)))) - b) * (0.5 / a);
} else {
tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 0.122: tmp = (math.sqrt(((b * b) + (a * (c * -4.0)))) - b) * (0.5 / a) else: tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b)) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 0.122) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0)))) - b) * Float64(0.5 / a)); else tmp = Float64(Float64(c * 2.0) / Float64(Float64(c * Float64(2.0 * Float64(Float64(Float64(c * Float64(a * a)) / Float64(b * Float64(b * b))) + Float64(a / b)))) + Float64(-2.0 * b))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 0.122) tmp = (sqrt(((b * b) + (a * (c * -4.0)))) - b) * (0.5 / a); else tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 0.122], 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[(N[(c * 2.0), $MachinePrecision] / N[(N[(c * N[(2.0 * N[(N[(N[(c * N[(a * a), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-2.0 * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.122:\\
\;\;\;\;\left(\sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)} - b\right) \cdot \frac{0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{c \cdot \left(2 \cdot \left(\frac{c \cdot \left(a \cdot a\right)}{b \cdot \left(b \cdot b\right)} + \frac{a}{b}\right)\right) + -2 \cdot b}\\
\end{array}
\end{array}
if b < 0.122Initial program 85.8%
/-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
Simplified85.8%
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-*.f6485.7%
Applied egg-rr85.7%
if 0.122 < b Initial program 54.1%
/-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
Simplified54.1%
flip-+N/A
fmm-defN/A
*-commutativeN/A
clear-numN/A
sqrt-divN/A
metadata-evalN/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
Applied egg-rr53.7%
Applied egg-rr99.4%
Taylor expanded in a around 0
*-commutativeN/A
*-lowering-*.f6499.6%
Simplified99.6%
Taylor expanded in c around 0
sub-negN/A
+-lowering-+.f64N/A
Simplified90.4%
Final simplification89.8%
(FPCore (a b c) :precision binary64 (/ (* c 2.0) (+ (* c (* 2.0 (+ (/ (* c (* a a)) (* b (* b b))) (/ a b)))) (* -2.0 b))))
double code(double a, double b, double c) {
return (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * 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 * 2.0d0) / ((c * (2.0d0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + ((-2.0d0) * b))
end function
public static double code(double a, double b, double c) {
return (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b));
}
def code(a, b, c): return (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b))
function code(a, b, c) return Float64(Float64(c * 2.0) / Float64(Float64(c * Float64(2.0 * Float64(Float64(Float64(c * Float64(a * a)) / Float64(b * Float64(b * b))) + Float64(a / b)))) + Float64(-2.0 * b))) end
function tmp = code(a, b, c) tmp = (c * 2.0) / ((c * (2.0 * (((c * (a * a)) / (b * (b * b))) + (a / b)))) + (-2.0 * b)); end
code[a_, b_, c_] := N[(N[(c * 2.0), $MachinePrecision] / N[(N[(c * N[(2.0 * N[(N[(N[(c * N[(a * a), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-2.0 * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot 2}{c \cdot \left(2 \cdot \left(\frac{c \cdot \left(a \cdot a\right)}{b \cdot \left(b \cdot b\right)} + \frac{a}{b}\right)\right) + -2 \cdot b}
\end{array}
Initial program 58.3%
/-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
Simplified58.3%
flip-+N/A
fmm-defN/A
*-commutativeN/A
clear-numN/A
sqrt-divN/A
metadata-evalN/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
Applied egg-rr57.9%
Applied egg-rr99.4%
Taylor expanded in a around 0
*-commutativeN/A
*-lowering-*.f6499.6%
Simplified99.6%
Taylor expanded in c around 0
sub-negN/A
+-lowering-+.f64N/A
Simplified87.0%
Final simplification87.0%
(FPCore (a b c) :precision binary64 (/ 0.5 (+ (/ (* b -0.5) c) (* a (+ (* a (/ (* c 0.5) (* b (* b b)))) (/ 0.5 b))))))
double code(double a, double b, double c) {
return 0.5 / (((b * -0.5) / c) + (a * ((a * ((c * 0.5) / (b * (b * b)))) + (0.5 / b))));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.5d0 / (((b * (-0.5d0)) / c) + (a * ((a * ((c * 0.5d0) / (b * (b * b)))) + (0.5d0 / b))))
end function
public static double code(double a, double b, double c) {
return 0.5 / (((b * -0.5) / c) + (a * ((a * ((c * 0.5) / (b * (b * b)))) + (0.5 / b))));
}
def code(a, b, c): return 0.5 / (((b * -0.5) / c) + (a * ((a * ((c * 0.5) / (b * (b * b)))) + (0.5 / b))))
function code(a, b, c) return Float64(0.5 / Float64(Float64(Float64(b * -0.5) / c) + Float64(a * Float64(Float64(a * Float64(Float64(c * 0.5) / Float64(b * Float64(b * b)))) + Float64(0.5 / b))))) end
function tmp = code(a, b, c) tmp = 0.5 / (((b * -0.5) / c) + (a * ((a * ((c * 0.5) / (b * (b * b)))) + (0.5 / b)))); end
code[a_, b_, c_] := N[(0.5 / N[(N[(N[(b * -0.5), $MachinePrecision] / c), $MachinePrecision] + N[(a * N[(N[(a * N[(N[(c * 0.5), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.5 / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{0.5}{\frac{b \cdot -0.5}{c} + a \cdot \left(a \cdot \frac{c \cdot 0.5}{b \cdot \left(b \cdot b\right)} + \frac{0.5}{b}\right)}
\end{array}
Initial program 58.3%
/-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
Simplified58.3%
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-*.f6458.3%
Applied egg-rr58.3%
Taylor expanded in a around 0
+-lowering-+.f64N/A
associate-*r/N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
+-lowering-+.f64N/A
Simplified86.9%
Final simplification86.9%
(FPCore (a b c) :precision binary64 (/ (* c 2.0) (* 2.0 (- (/ (* c a) b) b))))
double code(double a, double b, double c) {
return (c * 2.0) / (2.0 * (((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 * 2.0d0) / (2.0d0 * (((c * a) / b) - b))
end function
public static double code(double a, double b, double c) {
return (c * 2.0) / (2.0 * (((c * a) / b) - b));
}
def code(a, b, c): return (c * 2.0) / (2.0 * (((c * a) / b) - b))
function code(a, b, c) return Float64(Float64(c * 2.0) / Float64(2.0 * Float64(Float64(Float64(c * a) / b) - b))) end
function tmp = code(a, b, c) tmp = (c * 2.0) / (2.0 * (((c * a) / b) - b)); end
code[a_, b_, c_] := N[(N[(c * 2.0), $MachinePrecision] / N[(2.0 * N[(N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot 2}{2 \cdot \left(\frac{c \cdot a}{b} - b\right)}
\end{array}
Initial program 58.3%
/-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
Simplified58.3%
flip-+N/A
fmm-defN/A
*-commutativeN/A
clear-numN/A
sqrt-divN/A
metadata-evalN/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
Applied egg-rr57.9%
Applied egg-rr99.4%
Taylor expanded in a around 0
*-commutativeN/A
*-lowering-*.f6499.6%
Simplified99.6%
Taylor expanded in a around 0
distribute-lft-out--N/A
*-lowering-*.f64N/A
--lowering--.f64N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f6481.0%
Simplified81.0%
(FPCore (a b c) :precision binary64 (/ 0.5 (+ (/ (* b -0.5) c) (/ (* a 0.5) b))))
double code(double a, double b, double c) {
return 0.5 / (((b * -0.5) / c) + ((a * 0.5) / b));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.5d0 / (((b * (-0.5d0)) / c) + ((a * 0.5d0) / b))
end function
public static double code(double a, double b, double c) {
return 0.5 / (((b * -0.5) / c) + ((a * 0.5) / b));
}
def code(a, b, c): return 0.5 / (((b * -0.5) / c) + ((a * 0.5) / b))
function code(a, b, c) return Float64(0.5 / Float64(Float64(Float64(b * -0.5) / c) + Float64(Float64(a * 0.5) / b))) end
function tmp = code(a, b, c) tmp = 0.5 / (((b * -0.5) / c) + ((a * 0.5) / b)); end
code[a_, b_, c_] := N[(0.5 / N[(N[(N[(b * -0.5), $MachinePrecision] / c), $MachinePrecision] + N[(N[(a * 0.5), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{0.5}{\frac{b \cdot -0.5}{c} + \frac{a \cdot 0.5}{b}}
\end{array}
Initial program 58.3%
/-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
Simplified58.3%
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-*.f6458.3%
Applied egg-rr58.3%
Taylor expanded in a around 0
metadata-evalN/A
distribute-lft-neg-inN/A
+-lowering-+.f64N/A
associate-*r/N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-*r/N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f6480.9%
Simplified80.9%
(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 58.3%
/-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
Simplified58.3%
flip-+N/A
fmm-defN/A
*-commutativeN/A
clear-numN/A
sqrt-divN/A
metadata-evalN/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
Applied egg-rr57.9%
Taylor expanded in b around inf
associate-*r/N/A
/-lowering-/.f64N/A
mul-1-negN/A
neg-lowering-neg.f6462.0%
Simplified62.0%
Final simplification62.0%
(FPCore (a b c) :precision binary64 (- 0.0 (/ b a)))
double code(double a, double b, double c) {
return 0.0 - (b / a);
}
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 - (b / a)
end function
public static double code(double a, double b, double c) {
return 0.0 - (b / a);
}
def code(a, b, c): return 0.0 - (b / a)
function code(a, b, c) return Float64(0.0 - Float64(b / a)) end
function tmp = code(a, b, c) tmp = 0.0 - (b / a); end
code[a_, b_, c_] := N[(0.0 - N[(b / a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0 - \frac{b}{a}
\end{array}
Initial program 58.3%
/-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
Simplified58.3%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
/-lowering-/.f64N/A
mul-1-negN/A
neg-lowering-neg.f6411.7%
Simplified11.7%
Final simplification11.7%
(FPCore (a b c) :precision binary64 (/ c b))
double code(double a, double b, double c) {
return 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 = c / b
end function
public static double code(double a, double b, double c) {
return c / b;
}
def code(a, b, c): return c / b
function code(a, b, c) return Float64(c / b) end
function tmp = code(a, b, c) tmp = c / b; end
code[a_, b_, c_] := N[(c / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{b}
\end{array}
Initial program 58.3%
/-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
Simplified58.3%
flip-+N/A
fmm-defN/A
*-commutativeN/A
clear-numN/A
sqrt-divN/A
metadata-evalN/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
Applied egg-rr57.9%
Taylor expanded in b around inf
associate-*r/N/A
/-lowering-/.f64N/A
mul-1-negN/A
neg-lowering-neg.f6462.0%
Simplified62.0%
unpow1N/A
metadata-evalN/A
pow-divN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
pow2N/A
sqr-negN/A
sub0-negN/A
sub0-negN/A
pow2N/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
pow2N/A
sub0-negN/A
cube-negN/A
cube-unmultN/A
neg-sub0N/A
metadata-evalN/A
cube-unmultN/A
+-lft-identityN/A
+-commutativeN/A
distribute-rgt-outN/A
+-lft-identityN/A
metadata-evalN/A
Applied egg-rr1.6%
herbie shell --seed 2024160
(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)))