
(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 (/ (* -4.0 (* c a)) (* (* a 2.0) (+ b (sqrt (* a (fma c -4.0 (/ (* b b) a))))))))
double code(double a, double b, double c) {
return (-4.0 * (c * a)) / ((a * 2.0) * (b + sqrt((a * fma(c, -4.0, ((b * b) / a))))));
}
function code(a, b, c) return Float64(Float64(-4.0 * Float64(c * a)) / Float64(Float64(a * 2.0) * Float64(b + sqrt(Float64(a * fma(c, -4.0, Float64(Float64(b * b) / a))))))) end
code[a_, b_, c_] := N[(N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision] / N[(N[(a * 2.0), $MachinePrecision] * N[(b + N[Sqrt[N[(a * N[(c * -4.0 + N[(N[(b * b), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-4 \cdot \left(c \cdot a\right)}{\left(a \cdot 2\right) \cdot \left(b + \sqrt{a \cdot \mathsf{fma}\left(c, -4, \frac{b \cdot b}{a}\right)}\right)}
\end{array}
Initial program 53.1%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval53.1
Applied rewrites53.1%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6453.1
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6453.1
lift-*.f64N/A
*-commutativeN/A
lower-*.f6453.1
lift-*.f64N/A
*-commutativeN/A
lower-*.f6453.1
Applied rewrites53.1%
Applied rewrites99.3%
Taylor expanded in a around inf
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Final simplification99.3%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) -0.009) (/ (- (sqrt (fma b b (* -4.0 (* c a)))) b) (* a 2.0)) (/ (* (* c a) (- -4.0)) (* a (fma b -4.0 (* (/ (* c a) b) 4.0))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.009) {
tmp = (sqrt(fma(b, b, (-4.0 * (c * a)))) - b) / (a * 2.0);
} else {
tmp = ((c * a) * -(-4.0)) / (a * fma(b, -4.0, (((c * a) / b) * 4.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) <= -0.009) tmp = Float64(Float64(sqrt(fma(b, b, Float64(-4.0 * Float64(c * a)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(c * a) * Float64(-(-4.0))) / Float64(a * fma(b, -4.0, Float64(Float64(Float64(c * a) / b) * 4.0)))); end return tmp end
code[a_, b_, c_] := 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], -0.009], N[(N[(N[Sqrt[N[(b * b + N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(c * a), $MachinePrecision] * (--4.0)), $MachinePrecision] / N[(a * N[(b * -4.0 + N[(N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2} \leq -0.009:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, -4 \cdot \left(c \cdot a\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(c \cdot a\right) \cdot \left(--4\right)}{a \cdot \mathsf{fma}\left(b, -4, \frac{c \cdot a}{b} \cdot 4\right)}\\
\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)) < -0.00899999999999999932Initial program 78.5%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval78.5
Applied rewrites78.5%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6478.5
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6478.5
lift-*.f64N/A
*-commutativeN/A
lower-*.f6478.5
lift-*.f64N/A
*-commutativeN/A
lower-*.f6478.5
Applied rewrites78.5%
if -0.00899999999999999932 < (/.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 45.1%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval45.1
Applied rewrites45.1%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6445.1
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6445.2
lift-*.f64N/A
*-commutativeN/A
lower-*.f6445.2
lift-*.f64N/A
*-commutativeN/A
lower-*.f6445.2
Applied rewrites45.2%
Applied rewrites99.3%
Taylor expanded in a around 0
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f6491.3
Applied rewrites91.3%
Final simplification88.3%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) -0.009) (/ (- (sqrt (fma b b (* -4.0 (* c a)))) b) (* a 2.0)) (- (fma a (/ (* c c) (* b (* b b))) (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.009) {
tmp = (sqrt(fma(b, b, (-4.0 * (c * a)))) - b) / (a * 2.0);
} else {
tmp = -fma(a, ((c * c) / (b * (b * b))), (c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) <= -0.009) tmp = Float64(Float64(sqrt(fma(b, b, Float64(-4.0 * Float64(c * a)))) - b) / Float64(a * 2.0)); else tmp = Float64(-fma(a, Float64(Float64(c * c) / Float64(b * Float64(b * b))), Float64(c / b))); end return tmp end
code[a_, b_, c_] := 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], -0.009], N[(N[(N[Sqrt[N[(b * b + N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], (-N[(a * N[(N[(c * c), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision])]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2} \leq -0.009:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, -4 \cdot \left(c \cdot a\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-\mathsf{fma}\left(a, \frac{c \cdot c}{b \cdot \left(b \cdot b\right)}, \frac{c}{b}\right)\\
\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)) < -0.00899999999999999932Initial program 78.5%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval78.5
Applied rewrites78.5%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6478.5
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6478.5
lift-*.f64N/A
*-commutativeN/A
lower-*.f6478.5
lift-*.f64N/A
*-commutativeN/A
lower-*.f6478.5
Applied rewrites78.5%
if -0.00899999999999999932 < (/.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 45.1%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f64N/A
lower-neg.f6473.5
Applied rewrites73.5%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
mul-1-negN/A
distribute-neg-outN/A
lower-neg.f64N/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f6491.1
Applied rewrites91.1%
Final simplification88.1%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) -0.009) (* (/ -0.5 a) (- b (sqrt (fma c (* -4.0 a) (* b b))))) (- (fma a (/ (* c c) (* b (* b b))) (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.009) {
tmp = (-0.5 / a) * (b - sqrt(fma(c, (-4.0 * a), (b * b))));
} else {
tmp = -fma(a, ((c * c) / (b * (b * b))), (c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) <= -0.009) tmp = Float64(Float64(-0.5 / a) * Float64(b - sqrt(fma(c, Float64(-4.0 * a), Float64(b * b))))); else tmp = Float64(-fma(a, Float64(Float64(c * c) / Float64(b * Float64(b * b))), Float64(c / b))); end return tmp end
code[a_, b_, c_] := 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], -0.009], N[(N[(-0.5 / a), $MachinePrecision] * N[(b - N[Sqrt[N[(c * N[(-4.0 * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], (-N[(a * N[(N[(c * c), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision])]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2} \leq -0.009:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b - \sqrt{\mathsf{fma}\left(c, -4 \cdot a, b \cdot b\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;-\mathsf{fma}\left(a, \frac{c \cdot c}{b \cdot \left(b \cdot b\right)}, \frac{c}{b}\right)\\
\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)) < -0.00899999999999999932Initial program 78.5%
Applied rewrites78.4%
if -0.00899999999999999932 < (/.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 45.1%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f64N/A
lower-neg.f6473.5
Applied rewrites73.5%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
mul-1-negN/A
distribute-neg-outN/A
lower-neg.f64N/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f6491.1
Applied rewrites91.1%
Final simplification88.1%
(FPCore (a b c) :precision binary64 (/ (* (* c a) 4.0) (* (* a 2.0) (- (- b) (sqrt (fma c (* -4.0 a) (* b b)))))))
double code(double a, double b, double c) {
return ((c * a) * 4.0) / ((a * 2.0) * (-b - sqrt(fma(c, (-4.0 * a), (b * b)))));
}
function code(a, b, c) return Float64(Float64(Float64(c * a) * 4.0) / Float64(Float64(a * 2.0) * Float64(Float64(-b) - sqrt(fma(c, Float64(-4.0 * a), Float64(b * b)))))) end
code[a_, b_, c_] := N[(N[(N[(c * a), $MachinePrecision] * 4.0), $MachinePrecision] / N[(N[(a * 2.0), $MachinePrecision] * N[((-b) - N[Sqrt[N[(c * N[(-4.0 * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(c \cdot a\right) \cdot 4}{\left(a \cdot 2\right) \cdot \left(\left(-b\right) - \sqrt{\mathsf{fma}\left(c, -4 \cdot a, b \cdot b\right)}\right)}
\end{array}
Initial program 53.1%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval53.1
Applied rewrites53.1%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6453.1
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6453.1
lift-*.f64N/A
*-commutativeN/A
lower-*.f6453.1
lift-*.f64N/A
*-commutativeN/A
lower-*.f6453.1
Applied rewrites53.1%
Applied rewrites99.3%
lift--.f64N/A
sub0-negN/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
lower-*.f64N/A
*-commutativeN/A
lift-*.f6499.3
Applied rewrites99.3%
Final simplification99.3%
(FPCore (a b c) :precision binary64 (/ (* -4.0 (* c a)) (* (* a 2.0) (+ b (sqrt (fma (* c a) -4.0 (* b b)))))))
double code(double a, double b, double c) {
return (-4.0 * (c * a)) / ((a * 2.0) * (b + sqrt(fma((c * a), -4.0, (b * b)))));
}
function code(a, b, c) return Float64(Float64(-4.0 * Float64(c * a)) / Float64(Float64(a * 2.0) * Float64(b + sqrt(fma(Float64(c * a), -4.0, Float64(b * b)))))) end
code[a_, b_, c_] := N[(N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision] / N[(N[(a * 2.0), $MachinePrecision] * N[(b + N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-4 \cdot \left(c \cdot a\right)}{\left(a \cdot 2\right) \cdot \left(b + \sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)}\right)}
\end{array}
Initial program 53.1%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval53.1
Applied rewrites53.1%
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6453.1
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6453.1
lift-*.f64N/A
*-commutativeN/A
lower-*.f6453.1
lift-*.f64N/A
*-commutativeN/A
lower-*.f6453.1
Applied rewrites53.1%
Applied rewrites99.3%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-*.f6499.3
Applied rewrites99.3%
Final simplification99.3%
(FPCore (a b c) :precision binary64 (- (fma a (/ (* c c) (* b (* b b))) (/ c b))))
double code(double a, double b, double c) {
return -fma(a, ((c * c) / (b * (b * b))), (c / b));
}
function code(a, b, c) return Float64(-fma(a, Float64(Float64(c * c) / Float64(b * Float64(b * b))), Float64(c / b))) end
code[a_, b_, c_] := (-N[(a * N[(N[(c * c), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision])
\begin{array}{l}
\\
-\mathsf{fma}\left(a, \frac{c \cdot c}{b \cdot \left(b \cdot b\right)}, \frac{c}{b}\right)
\end{array}
Initial program 53.1%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f64N/A
lower-neg.f6466.7
Applied rewrites66.7%
Taylor expanded in a around 0
+-commutativeN/A
mul-1-negN/A
mul-1-negN/A
distribute-neg-outN/A
lower-neg.f64N/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f6484.0
Applied rewrites84.0%
(FPCore (a b c) :precision binary64 (/ (fma (* c c) (/ a (* b b)) c) (- b)))
double code(double a, double b, double c) {
return fma((c * c), (a / (b * b)), c) / -b;
}
function code(a, b, c) return Float64(fma(Float64(c * c), Float64(a / Float64(b * b)), c) / Float64(-b)) end
code[a_, b_, c_] := N[(N[(N[(c * c), $MachinePrecision] * N[(a / N[(b * b), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(c \cdot c, \frac{a}{b \cdot b}, c\right)}{-b}
\end{array}
Initial program 53.1%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-/l*N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6483.9
Applied rewrites83.9%
Final simplification83.9%
(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 / Float64(-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 53.1%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f64N/A
lower-neg.f6466.7
Applied rewrites66.7%
herbie shell --seed 2024233
(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)))