
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * 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) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 12 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * 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) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(/
-1.0
(fma
(/
(fma
(* (* a a) 3.0)
(fma -1.40625 (* c c) (* 0.84375 (* c c)))
(* (fma -1.125 (* a c) (* (* b b) -1.5)) (* b b)))
(pow b 5.0))
a
(* 2.0 (/ b c)))))
double code(double a, double b, double c) {
return -1.0 / fma((fma(((a * a) * 3.0), fma(-1.40625, (c * c), (0.84375 * (c * c))), (fma(-1.125, (a * c), ((b * b) * -1.5)) * (b * b))) / pow(b, 5.0)), a, (2.0 * (b / c)));
}
function code(a, b, c) return Float64(-1.0 / fma(Float64(fma(Float64(Float64(a * a) * 3.0), fma(-1.40625, Float64(c * c), Float64(0.84375 * Float64(c * c))), Float64(fma(-1.125, Float64(a * c), Float64(Float64(b * b) * -1.5)) * Float64(b * b))) / (b ^ 5.0)), a, Float64(2.0 * Float64(b / c)))) end
code[a_, b_, c_] := N[(-1.0 / N[(N[(N[(N[(N[(a * a), $MachinePrecision] * 3.0), $MachinePrecision] * N[(-1.40625 * N[(c * c), $MachinePrecision] + N[(0.84375 * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(-1.125 * N[(a * c), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * -1.5), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision] * a + N[(2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(\left(a \cdot a\right) \cdot 3, \mathsf{fma}\left(-1.40625, c \cdot c, 0.84375 \cdot \left(c \cdot c\right)\right), \mathsf{fma}\left(-1.125, a \cdot c, \left(b \cdot b\right) \cdot -1.5\right) \cdot \left(b \cdot b\right)\right)}{{b}^{5}}, a, 2 \cdot \frac{b}{c}\right)}
\end{array}
Initial program 53.4%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites53.4%
Taylor expanded in a around 0
Applied rewrites93.2%
Taylor expanded in c around 0
Applied rewrites93.2%
Taylor expanded in b around 0
Applied rewrites93.2%
Final simplification93.2%
(FPCore (a b c)
:precision binary64
(/
-1.0
(/
(fma
(fma (* 3.0 c) (* (/ (* a a) (pow b 3.0)) -0.375) (* (/ a b) -1.5))
c
(* 2.0 b))
c)))
double code(double a, double b, double c) {
return -1.0 / (fma(fma((3.0 * c), (((a * a) / pow(b, 3.0)) * -0.375), ((a / b) * -1.5)), c, (2.0 * b)) / c);
}
function code(a, b, c) return Float64(-1.0 / Float64(fma(fma(Float64(3.0 * c), Float64(Float64(Float64(a * a) / (b ^ 3.0)) * -0.375), Float64(Float64(a / b) * -1.5)), c, Float64(2.0 * b)) / c)) end
code[a_, b_, c_] := N[(-1.0 / N[(N[(N[(N[(3.0 * c), $MachinePrecision] * N[(N[(N[(a * a), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * -0.375), $MachinePrecision] + N[(N[(a / b), $MachinePrecision] * -1.5), $MachinePrecision]), $MachinePrecision] * c + N[(2.0 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{\frac{\mathsf{fma}\left(\mathsf{fma}\left(3 \cdot c, \frac{a \cdot a}{{b}^{3}} \cdot -0.375, \frac{a}{b} \cdot -1.5\right), c, 2 \cdot b\right)}{c}}
\end{array}
Initial program 53.4%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites53.4%
Taylor expanded in c around 0
lower-/.f64N/A
Applied rewrites90.3%
Final simplification90.3%
(FPCore (a b c) :precision binary64 (/ -1.0 (fma (/ (fma -1.125 (* (/ c (* b b)) a) -1.5) b) a (* 2.0 (/ b c)))))
double code(double a, double b, double c) {
return -1.0 / fma((fma(-1.125, ((c / (b * b)) * a), -1.5) / b), a, (2.0 * (b / c)));
}
function code(a, b, c) return Float64(-1.0 / fma(Float64(fma(-1.125, Float64(Float64(c / Float64(b * b)) * a), -1.5) / b), a, Float64(2.0 * Float64(b / c)))) end
code[a_, b_, c_] := N[(-1.0 / N[(N[(N[(-1.125 * N[(N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] + -1.5), $MachinePrecision] / b), $MachinePrecision] * a + N[(2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(-1.125, \frac{c}{b \cdot b} \cdot a, -1.5\right)}{b}, a, 2 \cdot \frac{b}{c}\right)}
\end{array}
Initial program 53.4%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites53.4%
Taylor expanded in a around 0
Applied rewrites93.2%
Taylor expanded in c around 0
Applied rewrites93.2%
Taylor expanded in b around inf
Applied rewrites90.2%
Final simplification90.2%
(FPCore (a b c) :precision binary64 (if (<= b 44.0) (/ 1.0 (/ a (* 0.3333333333333333 (- (sqrt (fma b b (* (* c -3.0) a))) b)))) (/ -1.0 (/ (fma (* (/ c b) a) -1.5 (* 2.0 b)) c))))
double code(double a, double b, double c) {
double tmp;
if (b <= 44.0) {
tmp = 1.0 / (a / (0.3333333333333333 * (sqrt(fma(b, b, ((c * -3.0) * a))) - b)));
} else {
tmp = -1.0 / (fma(((c / b) * a), -1.5, (2.0 * b)) / c);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 44.0) tmp = Float64(1.0 / Float64(a / Float64(0.3333333333333333 * Float64(sqrt(fma(b, b, Float64(Float64(c * -3.0) * a))) - b)))); else tmp = Float64(-1.0 / Float64(fma(Float64(Float64(c / b) * a), -1.5, Float64(2.0 * b)) / c)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 44.0], N[(1.0 / N[(a / N[(0.3333333333333333 * N[(N[Sqrt[N[(b * b + N[(N[(c * -3.0), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(-1.0 / N[(N[(N[(N[(c / b), $MachinePrecision] * a), $MachinePrecision] * -1.5 + N[(2.0 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 44:\\
\;\;\;\;\frac{1}{\frac{a}{0.3333333333333333 \cdot \left(\sqrt{\mathsf{fma}\left(b, b, \left(c \cdot -3\right) \cdot a\right)} - b\right)}}\\
\mathbf{else}:\\
\;\;\;\;\frac{-1}{\frac{\mathsf{fma}\left(\frac{c}{b} \cdot a, -1.5, 2 \cdot b\right)}{c}}\\
\end{array}
\end{array}
if b < 44Initial program 78.8%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites78.8%
Applied rewrites78.8%
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
lower-*.f6479.1
Applied rewrites79.1%
if 44 < b Initial program 45.0%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites45.0%
Taylor expanded in c around 0
lower-/.f64N/A
*-commutativeN/A
lower-fma.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f6489.3
Applied rewrites89.3%
Final simplification86.7%
(FPCore (a b c) :precision binary64 (if (<= b 44.0) (/ (- (sqrt (fma b b (* (* a -3.0) c))) b) (* 3.0 a)) (/ -1.0 (/ (fma (* (/ c b) a) -1.5 (* 2.0 b)) c))))
double code(double a, double b, double c) {
double tmp;
if (b <= 44.0) {
tmp = (sqrt(fma(b, b, ((a * -3.0) * c))) - b) / (3.0 * a);
} else {
tmp = -1.0 / (fma(((c / b) * a), -1.5, (2.0 * b)) / c);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 44.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(Float64(a * -3.0) * c))) - b) / Float64(3.0 * a)); else tmp = Float64(-1.0 / Float64(fma(Float64(Float64(c / b) * a), -1.5, Float64(2.0 * b)) / c)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 44.0], N[(N[(N[Sqrt[N[(b * b + N[(N[(a * -3.0), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(-1.0 / N[(N[(N[(N[(c / b), $MachinePrecision] * a), $MachinePrecision] * -1.5 + N[(2.0 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 44:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, \left(a \cdot -3\right) \cdot c\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-1}{\frac{\mathsf{fma}\left(\frac{c}{b} \cdot a, -1.5, 2 \cdot b\right)}{c}}\\
\end{array}
\end{array}
if b < 44Initial program 78.8%
lift--.f64N/A
sub-negN/A
lift-*.f64N/A
lower-fma.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-eval79.0
Applied rewrites79.0%
if 44 < b Initial program 45.0%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites45.0%
Taylor expanded in c around 0
lower-/.f64N/A
*-commutativeN/A
lower-fma.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f6489.3
Applied rewrites89.3%
Final simplification86.7%
(FPCore (a b c) :precision binary64 (if (<= b 44.0) (/ (- (sqrt (fma b b (* (* a -3.0) c))) b) (* 3.0 a)) (/ -1.0 (fma (/ a b) -1.5 (* 2.0 (/ b c))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 44.0) {
tmp = (sqrt(fma(b, b, ((a * -3.0) * c))) - b) / (3.0 * a);
} else {
tmp = -1.0 / fma((a / b), -1.5, (2.0 * (b / c)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 44.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(Float64(a * -3.0) * c))) - b) / Float64(3.0 * a)); else tmp = Float64(-1.0 / fma(Float64(a / b), -1.5, Float64(2.0 * Float64(b / c)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 44.0], N[(N[(N[Sqrt[N[(b * b + N[(N[(a * -3.0), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(-1.0 / N[(N[(a / b), $MachinePrecision] * -1.5 + N[(2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 44:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, \left(a \cdot -3\right) \cdot c\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-1}{\mathsf{fma}\left(\frac{a}{b}, -1.5, 2 \cdot \frac{b}{c}\right)}\\
\end{array}
\end{array}
if b < 44Initial program 78.8%
lift--.f64N/A
sub-negN/A
lift-*.f64N/A
lower-fma.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-eval79.0
Applied rewrites79.0%
if 44 < b Initial program 45.0%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites45.0%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6489.2
Applied rewrites89.2%
Final simplification86.7%
(FPCore (a b c) :precision binary64 (if (<= b 44.0) (/ (* (- (sqrt (fma (* c -3.0) a (* b b))) b) 0.3333333333333333) a) (/ -1.0 (fma (/ a b) -1.5 (* 2.0 (/ b c))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 44.0) {
tmp = ((sqrt(fma((c * -3.0), a, (b * b))) - b) * 0.3333333333333333) / a;
} else {
tmp = -1.0 / fma((a / b), -1.5, (2.0 * (b / c)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 44.0) tmp = Float64(Float64(Float64(sqrt(fma(Float64(c * -3.0), a, Float64(b * b))) - b) * 0.3333333333333333) / a); else tmp = Float64(-1.0 / fma(Float64(a / b), -1.5, Float64(2.0 * Float64(b / c)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 44.0], N[(N[(N[(N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * 0.3333333333333333), $MachinePrecision] / a), $MachinePrecision], N[(-1.0 / N[(N[(a / b), $MachinePrecision] * -1.5 + N[(2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 44:\\
\;\;\;\;\frac{\left(\sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)} - b\right) \cdot 0.3333333333333333}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-1}{\mathsf{fma}\left(\frac{a}{b}, -1.5, 2 \cdot \frac{b}{c}\right)}\\
\end{array}
\end{array}
if b < 44Initial program 78.8%
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
Applied rewrites78.9%
if 44 < b Initial program 45.0%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites45.0%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6489.2
Applied rewrites89.2%
Final simplification86.6%
(FPCore (a b c) :precision binary64 (if (<= b 44.0) (* (/ 0.3333333333333333 a) (- (sqrt (fma (* c -3.0) a (* b b))) b)) (/ -1.0 (fma (/ a b) -1.5 (* 2.0 (/ b c))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 44.0) {
tmp = (0.3333333333333333 / a) * (sqrt(fma((c * -3.0), a, (b * b))) - b);
} else {
tmp = -1.0 / fma((a / b), -1.5, (2.0 * (b / c)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 44.0) tmp = Float64(Float64(0.3333333333333333 / a) * Float64(sqrt(fma(Float64(c * -3.0), a, Float64(b * b))) - b)); else tmp = Float64(-1.0 / fma(Float64(a / b), -1.5, Float64(2.0 * Float64(b / c)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 44.0], N[(N[(0.3333333333333333 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[(-1.0 / N[(N[(a / b), $MachinePrecision] * -1.5 + N[(2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 44:\\
\;\;\;\;\frac{0.3333333333333333}{a} \cdot \left(\sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-1}{\mathsf{fma}\left(\frac{a}{b}, -1.5, 2 \cdot \frac{b}{c}\right)}\\
\end{array}
\end{array}
if b < 44Initial program 78.8%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
metadata-eval78.8
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6478.8
Applied rewrites78.8%
if 44 < b Initial program 45.0%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites45.0%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6489.2
Applied rewrites89.2%
Final simplification86.6%
(FPCore (a b c) :precision binary64 (/ -1.0 (fma (/ a b) -1.5 (* 2.0 (/ b c)))))
double code(double a, double b, double c) {
return -1.0 / fma((a / b), -1.5, (2.0 * (b / c)));
}
function code(a, b, c) return Float64(-1.0 / fma(Float64(a / b), -1.5, Float64(2.0 * Float64(b / c)))) end
code[a_, b_, c_] := N[(-1.0 / N[(N[(a / b), $MachinePrecision] * -1.5 + N[(2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{\mathsf{fma}\left(\frac{a}{b}, -1.5, 2 \cdot \frac{b}{c}\right)}
\end{array}
Initial program 53.4%
lift-/.f64N/A
div-invN/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
frac-timesN/A
Applied rewrites53.4%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6483.3
Applied rewrites83.3%
Final simplification83.3%
(FPCore (a b c) :precision binary64 (/ (* (fma -0.375 (* (/ c (* b b)) a) -0.5) c) b))
double code(double a, double b, double c) {
return (fma(-0.375, ((c / (b * b)) * a), -0.5) * c) / b;
}
function code(a, b, c) return Float64(Float64(fma(-0.375, Float64(Float64(c / Float64(b * b)) * a), -0.5) * c) / b) end
code[a_, b_, c_] := N[(N[(N[(-0.375 * N[(N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] + -0.5), $MachinePrecision] * c), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(-0.375, \frac{c}{b \cdot b} \cdot a, -0.5\right) \cdot c}{b}
\end{array}
Initial program 53.4%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
unpow2N/A
*-commutativeN/A
associate-*r*N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f6482.7
Applied rewrites82.7%
Taylor expanded in c around inf
Applied rewrites82.6%
Taylor expanded in c around 0
Applied rewrites82.6%
Final simplification82.6%
(FPCore (a b c) :precision binary64 (* -0.5 (/ c b)))
double code(double a, double b, double c) {
return -0.5 * (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 = (-0.5d0) * (c / b)
end function
public static double code(double a, double b, double c) {
return -0.5 * (c / b);
}
def code(a, b, c): return -0.5 * (c / b)
function code(a, b, c) return Float64(-0.5 * Float64(c / b)) end
function tmp = code(a, b, c) tmp = -0.5 * (c / b); end
code[a_, b_, c_] := N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-0.5 \cdot \frac{c}{b}
\end{array}
Initial program 53.4%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
lower-/.f6465.5
Applied rewrites65.5%
Final simplification65.5%
(FPCore (a b c) :precision binary64 (* (/ -0.5 b) c))
double code(double a, double b, double c) {
return (-0.5 / b) * c;
}
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) * c
end function
public static double code(double a, double b, double c) {
return (-0.5 / b) * c;
}
def code(a, b, c): return (-0.5 / b) * c
function code(a, b, c) return Float64(Float64(-0.5 / b) * c) end
function tmp = code(a, b, c) tmp = (-0.5 / b) * c; end
code[a_, b_, c_] := N[(N[(-0.5 / b), $MachinePrecision] * c), $MachinePrecision]
\begin{array}{l}
\\
\frac{-0.5}{b} \cdot c
\end{array}
Initial program 53.4%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
lower-/.f6465.5
Applied rewrites65.5%
Applied rewrites65.4%
Final simplification65.4%
herbie shell --seed 2024248
(FPCore (a b c)
:name "Cubic critical, 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) (* (* 3.0 a) c)))) (* 3.0 a)))