
(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
(if (<= b -2e+117)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 3.7e-136)
(/ (- (sqrt (- (* b b) (* (* a 4.0) c))) b) (* 2.0 a))
(if (<= b 1.15e+58)
(*
(/ (* a 4.0) (* (- (- b) (sqrt (fma (* -4.0 c) a (* b b)))) (* 2.0 a)))
c)
(/ 0.5 (fma (/ a b) 0.5 (* -0.5 (/ b c))))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2e+117) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 3.7e-136) {
tmp = (sqrt(((b * b) - ((a * 4.0) * c))) - b) / (2.0 * a);
} else if (b <= 1.15e+58) {
tmp = ((a * 4.0) / ((-b - sqrt(fma((-4.0 * c), a, (b * b)))) * (2.0 * a))) * c;
} else {
tmp = 0.5 / fma((a / b), 0.5, (-0.5 * (b / c)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -2e+117) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 3.7e-136) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(a * 4.0) * c))) - b) / Float64(2.0 * a)); elseif (b <= 1.15e+58) tmp = Float64(Float64(Float64(a * 4.0) / Float64(Float64(Float64(-b) - sqrt(fma(Float64(-4.0 * c), a, Float64(b * b)))) * Float64(2.0 * a))) * c); else tmp = Float64(0.5 / fma(Float64(a / b), 0.5, Float64(-0.5 * Float64(b / c)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -2e+117], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 3.7e-136], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(a * 4.0), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.15e+58], N[(N[(N[(a * 4.0), $MachinePrecision] / N[(N[((-b) - N[Sqrt[N[(N[(-4.0 * c), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision], N[(0.5 / N[(N[(a / b), $MachinePrecision] * 0.5 + N[(-0.5 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2 \cdot 10^{+117}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 3.7 \cdot 10^{-136}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - \left(a \cdot 4\right) \cdot c} - b}{2 \cdot a}\\
\mathbf{elif}\;b \leq 1.15 \cdot 10^{+58}:\\
\;\;\;\;\frac{a \cdot 4}{\left(\left(-b\right) - \sqrt{\mathsf{fma}\left(-4 \cdot c, a, b \cdot b\right)}\right) \cdot \left(2 \cdot a\right)} \cdot c\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\mathsf{fma}\left(\frac{a}{b}, 0.5, -0.5 \cdot \frac{b}{c}\right)}\\
\end{array}
\end{array}
if b < -2.0000000000000001e117Initial program 42.6%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6495.9
Applied rewrites95.9%
if -2.0000000000000001e117 < b < 3.7e-136Initial program 82.9%
if 3.7e-136 < b < 1.15000000000000001e58Initial program 35.7%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6435.6
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6435.6
Applied rewrites35.6%
Applied rewrites68.1%
lift-*.f64N/A
lift-/.f64N/A
un-div-invN/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f6481.4
lift-*.f64N/A
*-commutativeN/A
lower-*.f6481.4
lift-*.f64N/A
*-commutativeN/A
lower-*.f6481.4
Applied rewrites81.4%
if 1.15000000000000001e58 < b Initial program 10.4%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6410.4
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6410.4
Applied rewrites10.5%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6493.0
Applied rewrites93.0%
Final simplification87.6%
(FPCore (a b c)
:precision binary64
(if (<= b -2e+117)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 1.15e-113)
(/ (- (sqrt (- (* b b) (* (* a 4.0) c))) b) (* 2.0 a))
(/ 0.5 (fma (/ a b) 0.5 (* -0.5 (/ b c)))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2e+117) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 1.15e-113) {
tmp = (sqrt(((b * b) - ((a * 4.0) * c))) - b) / (2.0 * a);
} else {
tmp = 0.5 / fma((a / b), 0.5, (-0.5 * (b / c)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -2e+117) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 1.15e-113) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(a * 4.0) * c))) - b) / Float64(2.0 * a)); else tmp = Float64(0.5 / fma(Float64(a / b), 0.5, Float64(-0.5 * Float64(b / c)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -2e+117], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.15e-113], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(a * 4.0), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(0.5 / N[(N[(a / b), $MachinePrecision] * 0.5 + N[(-0.5 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2 \cdot 10^{+117}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 1.15 \cdot 10^{-113}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - \left(a \cdot 4\right) \cdot c} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\mathsf{fma}\left(\frac{a}{b}, 0.5, -0.5 \cdot \frac{b}{c}\right)}\\
\end{array}
\end{array}
if b < -2.0000000000000001e117Initial program 42.6%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6495.9
Applied rewrites95.9%
if -2.0000000000000001e117 < b < 1.15000000000000004e-113Initial program 81.2%
if 1.15000000000000004e-113 < b Initial program 17.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6417.5
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6417.5
Applied rewrites17.6%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6486.4
Applied rewrites86.4%
Final simplification85.9%
(FPCore (a b c)
:precision binary64
(if (<= b -8.5e+114)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 1.15e-113)
(* (- (sqrt (fma (* -4.0 c) a (* b b))) b) (/ 0.5 a))
(/ 0.5 (fma (/ a b) 0.5 (* -0.5 (/ b c)))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -8.5e+114) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 1.15e-113) {
tmp = (sqrt(fma((-4.0 * c), a, (b * b))) - b) * (0.5 / a);
} else {
tmp = 0.5 / fma((a / b), 0.5, (-0.5 * (b / c)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -8.5e+114) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 1.15e-113) tmp = Float64(Float64(sqrt(fma(Float64(-4.0 * c), a, Float64(b * b))) - b) * Float64(0.5 / a)); else tmp = Float64(0.5 / fma(Float64(a / b), 0.5, Float64(-0.5 * Float64(b / c)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -8.5e+114], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.15e-113], N[(N[(N[Sqrt[N[(N[(-4.0 * c), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], N[(0.5 / N[(N[(a / b), $MachinePrecision] * 0.5 + N[(-0.5 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -8.5 \cdot 10^{+114}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 1.15 \cdot 10^{-113}:\\
\;\;\;\;\left(\sqrt{\mathsf{fma}\left(-4 \cdot c, a, b \cdot b\right)} - b\right) \cdot \frac{0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\mathsf{fma}\left(\frac{a}{b}, 0.5, -0.5 \cdot \frac{b}{c}\right)}\\
\end{array}
\end{array}
if b < -8.5000000000000001e114Initial program 42.6%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6495.9
Applied rewrites95.9%
if -8.5000000000000001e114 < b < 1.15000000000000004e-113Initial program 81.2%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f6481.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6481.0
Applied rewrites80.2%
if 1.15000000000000004e-113 < b Initial program 17.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6417.5
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6417.5
Applied rewrites17.6%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6486.4
Applied rewrites86.4%
Final simplification85.5%
(FPCore (a b c)
:precision binary64
(if (<= b -1.22e-116)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 1.15e-113)
(/ (- (sqrt (* (* c a) -4.0)) b) (* 2.0 a))
(/ 0.5 (fma (/ a b) 0.5 (* -0.5 (/ b c)))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.22e-116) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 1.15e-113) {
tmp = (sqrt(((c * a) * -4.0)) - b) / (2.0 * a);
} else {
tmp = 0.5 / fma((a / b), 0.5, (-0.5 * (b / c)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1.22e-116) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 1.15e-113) tmp = Float64(Float64(sqrt(Float64(Float64(c * a) * -4.0)) - b) / Float64(2.0 * a)); else tmp = Float64(0.5 / fma(Float64(a / b), 0.5, Float64(-0.5 * Float64(b / c)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1.22e-116], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.15e-113], N[(N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(0.5 / N[(N[(a / b), $MachinePrecision] * 0.5 + N[(-0.5 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.22 \cdot 10^{-116}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 1.15 \cdot 10^{-113}:\\
\;\;\;\;\frac{\sqrt{\left(c \cdot a\right) \cdot -4} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\mathsf{fma}\left(\frac{a}{b}, 0.5, -0.5 \cdot \frac{b}{c}\right)}\\
\end{array}
\end{array}
if b < -1.22e-116Initial program 64.5%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6479.1
Applied rewrites79.1%
if -1.22e-116 < b < 1.15000000000000004e-113Initial program 77.8%
Taylor expanded in a around inf
lower-*.f64N/A
*-commutativeN/A
lower-*.f6476.1
Applied rewrites76.1%
if 1.15000000000000004e-113 < b Initial program 17.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6417.5
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6417.5
Applied rewrites17.6%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6486.4
Applied rewrites86.4%
Final simplification81.4%
(FPCore (a b c)
:precision binary64
(if (<= b -1.22e-116)
(fma (/ (/ c b) b) b (/ (- b) a))
(if (<= b 1.15e-113)
(/ (- (sqrt (* (* c a) -4.0)) b) (* 2.0 a))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.22e-116) {
tmp = fma(((c / b) / b), b, (-b / a));
} else if (b <= 1.15e-113) {
tmp = (sqrt(((c * a) * -4.0)) - b) / (2.0 * a);
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1.22e-116) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); elseif (b <= 1.15e-113) tmp = Float64(Float64(sqrt(Float64(Float64(c * a) * -4.0)) - b) / Float64(2.0 * a)); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1.22e-116], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.15e-113], N[(N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.22 \cdot 10^{-116}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{elif}\;b \leq 1.15 \cdot 10^{-113}:\\
\;\;\;\;\frac{\sqrt{\left(c \cdot a\right) \cdot -4} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -1.22e-116Initial program 64.5%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6479.1
Applied rewrites79.1%
if -1.22e-116 < b < 1.15000000000000004e-113Initial program 77.8%
Taylor expanded in a around inf
lower-*.f64N/A
*-commutativeN/A
lower-*.f6476.1
Applied rewrites76.1%
if 1.15000000000000004e-113 < b Initial program 17.6%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6486.3
Applied rewrites86.3%
Final simplification81.4%
(FPCore (a b c) :precision binary64 (if (<= b -5e-310) (fma (/ (/ c b) b) b (/ (- b) a)) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = fma(((c / b) / b), b, (-b / a));
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -5e-310) tmp = fma(Float64(Float64(c / b) / b), b, Float64(Float64(-b) / a)); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -5e-310], N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * b + N[((-b) / a), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{c}{b}}{b}, b, \frac{-b}{a}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -4.999999999999985e-310Initial program 66.8%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
distribute-frac-negN/A
lower-/.f64N/A
lower-neg.f6463.9
Applied rewrites63.9%
if -4.999999999999985e-310 < b Initial program 32.8%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6469.2
Applied rewrites69.2%
(FPCore (a b c) :precision binary64 (if (<= b 1.7e-308) (/ (- b) a) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.7e-308) {
tmp = -b / a;
} else {
tmp = -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) :: tmp
if (b <= 1.7d-308) then
tmp = -b / a
else
tmp = -c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 1.7e-308) {
tmp = -b / a;
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1.7e-308: tmp = -b / a else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1.7e-308) tmp = Float64(Float64(-b) / a); else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 1.7e-308) tmp = -b / a; else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1.7e-308], N[((-b) / a), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.7 \cdot 10^{-308}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < 1.7000000000000002e-308Initial program 66.8%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6463.8
Applied rewrites63.8%
if 1.7000000000000002e-308 < b Initial program 32.8%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6469.2
Applied rewrites69.2%
(FPCore (a b c) :precision binary64 (if (<= b -5e-310) (/ (- b) a) 0.0))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = -b / a;
} else {
tmp = 0.0;
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= (-5d-310)) then
tmp = -b / a
else
tmp = 0.0d0
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = -b / a;
} else {
tmp = 0.0;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5e-310: tmp = -b / a else: tmp = 0.0 return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5e-310) tmp = Float64(Float64(-b) / a); else tmp = 0.0; end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -5e-310) tmp = -b / a; else tmp = 0.0; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5e-310], N[((-b) / a), $MachinePrecision], 0.0]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if b < -4.999999999999985e-310Initial program 66.8%
Taylor expanded in b around -inf
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6463.8
Applied rewrites63.8%
if -4.999999999999985e-310 < b Initial program 32.8%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6432.7
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6432.7
Applied rewrites32.7%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
lift-/.f64N/A
lift--.f64N/A
sub-negN/A
lift-neg.f64N/A
distribute-rgt-inN/A
lower-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
associate-/r*N/A
lift-*.f64N/A
un-div-invN/A
lift-neg.f64N/A
remove-double-negN/A
frac-2negN/A
Applied rewrites28.8%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgt18.1
Applied rewrites18.1%
(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 48.3%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6448.3
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6448.3
Applied rewrites47.9%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
lift-/.f64N/A
lift--.f64N/A
sub-negN/A
lift-neg.f64N/A
distribute-rgt-inN/A
lower-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f64N/A
metadata-evalN/A
associate-/r*N/A
lift-*.f64N/A
un-div-invN/A
lift-neg.f64N/A
remove-double-negN/A
frac-2negN/A
Applied rewrites45.8%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgt11.1
Applied rewrites11.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c)))))
(if (< b 0.0)
(/ (+ (- b) t_0) (* 2.0 a))
(/ c (* a (/ (- (- b) t_0) (* 2.0 a)))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b < 0.0) {
tmp = (-b + t_0) / (2.0 * a);
} else {
tmp = c / (a * ((-b - t_0) / (2.0 * a)));
}
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) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b < 0.0d0) then
tmp = (-b + t_0) / (2.0d0 * a)
else
tmp = c / (a * ((-b - t_0) / (2.0d0 * a)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b < 0.0) {
tmp = (-b + t_0) / (2.0 * a);
} else {
tmp = c / (a * ((-b - t_0) / (2.0 * a)));
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b < 0.0: tmp = (-b + t_0) / (2.0 * a) else: tmp = c / (a * ((-b - t_0) / (2.0 * a))) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b < 0.0) tmp = Float64(Float64(Float64(-b) + t_0) / Float64(2.0 * a)); else tmp = Float64(c / Float64(a * Float64(Float64(Float64(-b) - t_0) / Float64(2.0 * a)))); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b < 0.0) tmp = (-b + t_0) / (2.0 * a); else tmp = c / (a * ((-b - t_0) / (2.0 * a))); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[Less[b, 0.0], N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(c / N[(a * N[(N[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b < 0:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{a \cdot \frac{\left(-b\right) - t\_0}{2 \cdot a}}\\
\end{array}
\end{array}
herbie shell --seed 2024295
(FPCore (a b c)
:name "The quadratic formula (r1)"
:precision binary64
:alt
(! :herbie-platform default (let ((d (- (* b b) (* (* 4 a) c)))) (let ((r1 (/ (+ (- b) (sqrt d)) (* 2 a)))) (let ((r2 (/ (- (- b) (sqrt d)) (* 2 a)))) (if (< b 0) r1 (/ c (* a r2)))))))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))