
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (* 2.0 c) (- (- b) t_0)) (/ (+ (- 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 = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * a);
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
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 = (2.0d0 * c) / (-b - t_0)
else
tmp = (-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 = (2.0 * c) / (-b - t_0);
} else {
tmp = (-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 = (2.0 * c) / (-b - t_0) else: tmp = (-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(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp = 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 = (2.0 * c) / (-b - t_0); else tmp = (-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[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) - t\_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (* 2.0 c) (- (- b) t_0)) (/ (+ (- 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 = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * a);
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
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 = (2.0d0 * c) / (-b - t_0)
else
tmp = (-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 = (2.0 * c) / (-b - t_0);
} else {
tmp = (-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 = (2.0 * c) / (-b - t_0) else: tmp = (-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(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp = 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 = (2.0 * c) / (-b - t_0); else tmp = (-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[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) - t\_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))
(t_1 (fma (sqrt (* (/ c a) -4.0)) 0.5 (* (/ b a) -0.5)))
(t_2 (* 2.0 (- c)))
(t_3 (/ t_2 (+ b t_0))))
(if (<= b -4e+99)
(if (>= b 0.0) t_3 (/ (+ (- b) (- b)) (* 2.0 a)))
(if (<= b -2.6e-271)
(if (>= b 0.0) (- (sqrt (/ (- c) a))) (/ (+ (- b) t_0) (* 2.0 a)))
(if (<= b 9.8e+53)
(if (>= b 0.0) t_3 t_1)
(if (>= b 0.0) (/ t_2 (+ b b)) t_1))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double t_1 = fma(sqrt(((c / a) * -4.0)), 0.5, ((b / a) * -0.5));
double t_2 = 2.0 * -c;
double t_3 = t_2 / (b + t_0);
double tmp_1;
if (b <= -4e+99) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_3;
} else {
tmp_2 = (-b + -b) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b <= -2.6e-271) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = -sqrt((-c / a));
} else {
tmp_3 = (-b + t_0) / (2.0 * a);
}
tmp_1 = tmp_3;
} else if (b <= 9.8e+53) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = t_3;
} else {
tmp_4 = t_1;
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = t_2 / (b + b);
} else {
tmp_1 = t_1;
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) t_1 = fma(sqrt(Float64(Float64(c / a) * -4.0)), 0.5, Float64(Float64(b / a) * -0.5)) t_2 = Float64(2.0 * Float64(-c)) t_3 = Float64(t_2 / Float64(b + t_0)) tmp_1 = 0.0 if (b <= -4e+99) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_3; else tmp_2 = Float64(Float64(Float64(-b) + Float64(-b)) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b <= -2.6e-271) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(-sqrt(Float64(Float64(-c) / a))); else tmp_3 = Float64(Float64(Float64(-b) + t_0) / Float64(2.0 * a)); end tmp_1 = tmp_3; elseif (b <= 9.8e+53) tmp_4 = 0.0 if (b >= 0.0) tmp_4 = t_3; else tmp_4 = t_1; end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = Float64(t_2 / Float64(b + b)); else tmp_1 = t_1; end return tmp_1 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]}, Block[{t$95$1 = N[(N[Sqrt[N[(N[(c / a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] * 0.5 + N[(N[(b / a), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(2.0 * (-c)), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 / N[(b + t$95$0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -4e+99], If[GreaterEqual[b, 0.0], t$95$3, N[(N[((-b) + (-b)), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, -2.6e-271], If[GreaterEqual[b, 0.0], (-N[Sqrt[N[((-c) / a), $MachinePrecision]], $MachinePrecision]), N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 9.8e+53], If[GreaterEqual[b, 0.0], t$95$3, t$95$1], If[GreaterEqual[b, 0.0], N[(t$95$2 / N[(b + b), $MachinePrecision]), $MachinePrecision], t$95$1]]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
t_1 := \mathsf{fma}\left(\sqrt{\frac{c}{a} \cdot -4}, 0.5, \frac{b}{a} \cdot -0.5\right)\\
t_2 := 2 \cdot \left(-c\right)\\
t_3 := \frac{t\_2}{b + t\_0}\\
\mathbf{if}\;b \leq -4 \cdot 10^{+99}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_3\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + \left(-b\right)}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq -2.6 \cdot 10^{-271}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\sqrt{\frac{-c}{a}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq 9.8 \cdot 10^{+53}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_3\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{t\_2}{b + b}\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if b < -3.9999999999999999e99Initial program 57.6%
Taylor expanded in b around -inf
mul-1-negN/A
lift-neg.f6497.8
Applied rewrites97.8%
if -3.9999999999999999e99 < b < -2.6e-271Initial program 88.2%
Taylor expanded in a around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-*.f6488.2
Applied rewrites88.2%
Taylor expanded in a around -inf
sqrt-prodN/A
lower-sqrt.f64N/A
*-commutativeN/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6488.2
Applied rewrites88.2%
if -2.6e-271 < b < 9.80000000000000036e53Initial program 83.3%
Taylor expanded in a around inf
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6484.1
Applied rewrites84.1%
if 9.80000000000000036e53 < b Initial program 61.0%
Taylor expanded in a around 0
Applied rewrites95.9%
Taylor expanded in a around inf
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f6495.9
Applied rewrites95.9%
Final simplification90.9%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))
(t_1 (* 2.0 (- c)))
(t_2 (/ t_1 (+ b t_0))))
(if (<= b -4e+99)
(if (>= b 0.0) t_2 (/ (+ (- b) (- b)) (* 2.0 a)))
(if (<= b 9.8e+53)
(if (>= b 0.0) t_2 (/ (+ (- b) t_0) (* 2.0 a)))
(if (>= b 0.0)
(/ t_1 (+ b b))
(fma (sqrt (* (/ c a) -4.0)) 0.5 (* (/ b a) -0.5)))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double t_1 = 2.0 * -c;
double t_2 = t_1 / (b + t_0);
double tmp_1;
if (b <= -4e+99) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_2;
} else {
tmp_2 = (-b + -b) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b <= 9.8e+53) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = t_2;
} else {
tmp_3 = (-b + t_0) / (2.0 * a);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = t_1 / (b + b);
} else {
tmp_1 = fma(sqrt(((c / a) * -4.0)), 0.5, ((b / a) * -0.5));
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) t_1 = Float64(2.0 * Float64(-c)) t_2 = Float64(t_1 / Float64(b + t_0)) tmp_1 = 0.0 if (b <= -4e+99) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_2; else tmp_2 = Float64(Float64(Float64(-b) + Float64(-b)) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b <= 9.8e+53) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = t_2; else tmp_3 = Float64(Float64(Float64(-b) + t_0) / Float64(2.0 * a)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(t_1 / Float64(b + b)); else tmp_1 = fma(sqrt(Float64(Float64(c / a) * -4.0)), 0.5, Float64(Float64(b / a) * -0.5)); end return tmp_1 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]}, Block[{t$95$1 = N[(2.0 * (-c)), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 / N[(b + t$95$0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -4e+99], If[GreaterEqual[b, 0.0], t$95$2, N[(N[((-b) + (-b)), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 9.8e+53], If[GreaterEqual[b, 0.0], t$95$2, N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(t$95$1 / N[(b + b), $MachinePrecision]), $MachinePrecision], N[(N[Sqrt[N[(N[(c / a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] * 0.5 + N[(N[(b / a), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
t_1 := 2 \cdot \left(-c\right)\\
t_2 := \frac{t\_1}{b + t\_0}\\
\mathbf{if}\;b \leq -4 \cdot 10^{+99}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_2\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + \left(-b\right)}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq 9.8 \cdot 10^{+53}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_2\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{t\_1}{b + b}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\sqrt{\frac{c}{a} \cdot -4}, 0.5, \frac{b}{a} \cdot -0.5\right)\\
\end{array}
\end{array}
if b < -3.9999999999999999e99Initial program 57.6%
Taylor expanded in b around -inf
mul-1-negN/A
lift-neg.f6497.8
Applied rewrites97.8%
if -3.9999999999999999e99 < b < 9.80000000000000036e53Initial program 86.0%
if 9.80000000000000036e53 < b Initial program 61.0%
Taylor expanded in a around 0
Applied rewrites95.9%
Taylor expanded in a around inf
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f6495.9
Applied rewrites95.9%
Final simplification90.7%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))
(t_1 (* 2.0 (- c)))
(t_2 (/ t_1 (+ b b)))
(t_3 (fma (sqrt (* (/ c a) -4.0)) 0.5 (* (/ b a) -0.5))))
(if (<= b -4e+99)
(if (>= b 0.0)
t_2
(/ (* (- b) (fma a (* (/ (/ c b) b) -2.0) 2.0)) (* 2.0 a)))
(if (<= b -2.6e-271)
(if (>= b 0.0) (- (sqrt (/ (- c) a))) (/ (+ (- b) t_0) (* 2.0 a)))
(if (<= b 9.8e+53)
(if (>= b 0.0) (/ t_1 (+ b t_0)) t_3)
(if (>= b 0.0) t_2 t_3))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double t_1 = 2.0 * -c;
double t_2 = t_1 / (b + b);
double t_3 = fma(sqrt(((c / a) * -4.0)), 0.5, ((b / a) * -0.5));
double tmp_1;
if (b <= -4e+99) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_2;
} else {
tmp_2 = (-b * fma(a, (((c / b) / b) * -2.0), 2.0)) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b <= -2.6e-271) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = -sqrt((-c / a));
} else {
tmp_3 = (-b + t_0) / (2.0 * a);
}
tmp_1 = tmp_3;
} else if (b <= 9.8e+53) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = t_1 / (b + t_0);
} else {
tmp_4 = t_3;
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = t_2;
} else {
tmp_1 = t_3;
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) t_1 = Float64(2.0 * Float64(-c)) t_2 = Float64(t_1 / Float64(b + b)) t_3 = fma(sqrt(Float64(Float64(c / a) * -4.0)), 0.5, Float64(Float64(b / a) * -0.5)) tmp_1 = 0.0 if (b <= -4e+99) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_2; else tmp_2 = Float64(Float64(Float64(-b) * fma(a, Float64(Float64(Float64(c / b) / b) * -2.0), 2.0)) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b <= -2.6e-271) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(-sqrt(Float64(Float64(-c) / a))); else tmp_3 = Float64(Float64(Float64(-b) + t_0) / Float64(2.0 * a)); end tmp_1 = tmp_3; elseif (b <= 9.8e+53) tmp_4 = 0.0 if (b >= 0.0) tmp_4 = Float64(t_1 / Float64(b + t_0)); else tmp_4 = t_3; end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = t_2; else tmp_1 = t_3; end return tmp_1 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]}, Block[{t$95$1 = N[(2.0 * (-c)), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 / N[(b + b), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[Sqrt[N[(N[(c / a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] * 0.5 + N[(N[(b / a), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -4e+99], If[GreaterEqual[b, 0.0], t$95$2, N[(N[((-b) * N[(a * N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * -2.0), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, -2.6e-271], If[GreaterEqual[b, 0.0], (-N[Sqrt[N[((-c) / a), $MachinePrecision]], $MachinePrecision]), N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 9.8e+53], If[GreaterEqual[b, 0.0], N[(t$95$1 / N[(b + t$95$0), $MachinePrecision]), $MachinePrecision], t$95$3], If[GreaterEqual[b, 0.0], t$95$2, t$95$3]]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
t_1 := 2 \cdot \left(-c\right)\\
t_2 := \frac{t\_1}{b + b}\\
t_3 := \mathsf{fma}\left(\sqrt{\frac{c}{a} \cdot -4}, 0.5, \frac{b}{a} \cdot -0.5\right)\\
\mathbf{if}\;b \leq -4 \cdot 10^{+99}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_2\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) \cdot \mathsf{fma}\left(a, \frac{\frac{c}{b}}{b} \cdot -2, 2\right)}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq -2.6 \cdot 10^{-271}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\sqrt{\frac{-c}{a}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq 9.8 \cdot 10^{+53}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{t\_1}{b + t\_0}\\
\mathbf{else}:\\
\;\;\;\;t\_3\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t\_2\\
\mathbf{else}:\\
\;\;\;\;t\_3\\
\end{array}
\end{array}
if b < -3.9999999999999999e99Initial program 57.6%
Taylor expanded in a around 0
Applied rewrites57.6%
Taylor expanded in b around -inf
associate-*r*N/A
mul-1-negN/A
lift-neg.f64N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
associate-*r/N/A
pow2N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*l*N/A
lift-/.f64N/A
lift-*.f64N/A
pow2N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites97.8%
if -3.9999999999999999e99 < b < -2.6e-271Initial program 88.2%
Taylor expanded in a around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-*.f6488.2
Applied rewrites88.2%
Taylor expanded in a around -inf
sqrt-prodN/A
lower-sqrt.f64N/A
*-commutativeN/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6488.2
Applied rewrites88.2%
if -2.6e-271 < b < 9.80000000000000036e53Initial program 83.3%
Taylor expanded in a around inf
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6484.1
Applied rewrites84.1%
if 9.80000000000000036e53 < b Initial program 61.0%
Taylor expanded in a around 0
Applied rewrites95.9%
Taylor expanded in a around inf
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f6495.9
Applied rewrites95.9%
Final simplification90.9%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* 2.0 (- c)) (+ b b))) (t_1 (fma -4.0 (* a c) (* b b))))
(if (<= b -4e+99)
(if (>= b 0.0)
t_0
(/ (* (- b) (fma a (* (/ (/ c b) b) -2.0) 2.0)) (* 2.0 a)))
(if (<= b 1.25e-271)
(if (>= b 0.0)
(/ (fma 0.5 b (- (sqrt (* (* a c) -1.0)))) (- a))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
(if (<= b 9.8e+53)
(if (>= b 0.0)
(* (- 2.0) (/ c (+ b (sqrt (- (* b b) (* 4.0 (* a c)))))))
(*
0.5
(/
(- (pow t_1 1.5) (pow b 3.0))
(* a (+ (fma -4.0 (* a c) (* 2.0 (* b b))) (* b (sqrt t_1)))))))
(if (>= b 0.0)
t_0
(fma (sqrt (* (/ c a) -4.0)) 0.5 (* (/ b a) -0.5))))))))
double code(double a, double b, double c) {
double t_0 = (2.0 * -c) / (b + b);
double t_1 = fma(-4.0, (a * c), (b * b));
double tmp_1;
if (b <= -4e+99) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0;
} else {
tmp_2 = (-b * fma(a, (((c / b) / b) * -2.0), 2.0)) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b <= 1.25e-271) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = fma(0.5, b, -sqrt(((a * c) * -1.0))) / -a;
} else {
tmp_3 = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
tmp_1 = tmp_3;
} else if (b <= 9.8e+53) {
double tmp_4;
if (b >= 0.0) {
tmp_4 = -2.0 * (c / (b + sqrt(((b * b) - (4.0 * (a * c))))));
} else {
tmp_4 = 0.5 * ((pow(t_1, 1.5) - pow(b, 3.0)) / (a * (fma(-4.0, (a * c), (2.0 * (b * b))) + (b * sqrt(t_1)))));
}
tmp_1 = tmp_4;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = fma(sqrt(((c / a) * -4.0)), 0.5, ((b / a) * -0.5));
}
return tmp_1;
}
function code(a, b, c) t_0 = Float64(Float64(2.0 * Float64(-c)) / Float64(b + b)) t_1 = fma(-4.0, Float64(a * c), Float64(b * b)) tmp_1 = 0.0 if (b <= -4e+99) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_0; else tmp_2 = Float64(Float64(Float64(-b) * fma(a, Float64(Float64(Float64(c / b) / b) * -2.0), 2.0)) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b <= 1.25e-271) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(fma(0.5, b, Float64(-sqrt(Float64(Float64(a * c) * -1.0)))) / Float64(-a)); else tmp_3 = Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)); end tmp_1 = tmp_3; elseif (b <= 9.8e+53) tmp_4 = 0.0 if (b >= 0.0) tmp_4 = Float64(Float64(-2.0) * Float64(c / Float64(b + sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))))); else tmp_4 = Float64(0.5 * Float64(Float64((t_1 ^ 1.5) - (b ^ 3.0)) / Float64(a * Float64(fma(-4.0, Float64(a * c), Float64(2.0 * Float64(b * b))) + Float64(b * sqrt(t_1)))))); end tmp_1 = tmp_4; elseif (b >= 0.0) tmp_1 = t_0; else tmp_1 = fma(sqrt(Float64(Float64(c / a) * -4.0)), 0.5, Float64(Float64(b / a) * -0.5)); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(2.0 * (-c)), $MachinePrecision] / N[(b + b), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(-4.0 * N[(a * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -4e+99], If[GreaterEqual[b, 0.0], t$95$0, N[(N[((-b) * N[(a * N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * -2.0), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1.25e-271], If[GreaterEqual[b, 0.0], N[(N[(0.5 * b + (-N[Sqrt[N[(N[(a * c), $MachinePrecision] * -1.0), $MachinePrecision]], $MachinePrecision])), $MachinePrecision] / (-a)), $MachinePrecision], 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]], If[LessEqual[b, 9.8e+53], If[GreaterEqual[b, 0.0], N[((-2.0) * N[(c / N[(b + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(0.5 * N[(N[(N[Power[t$95$1, 1.5], $MachinePrecision] - N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] / N[(a * N[(N[(-4.0 * N[(a * c), $MachinePrecision] + N[(2.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(b * N[Sqrt[t$95$1], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], t$95$0, N[(N[Sqrt[N[(N[(c / a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] * 0.5 + N[(N[(b / a), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{2 \cdot \left(-c\right)}{b + b}\\
t_1 := \mathsf{fma}\left(-4, a \cdot c, b \cdot b\right)\\
\mathbf{if}\;b \leq -4 \cdot 10^{+99}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) \cdot \mathsf{fma}\left(a, \frac{\frac{c}{b}}{b} \cdot -2, 2\right)}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.25 \cdot 10^{-271}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\mathsf{fma}\left(0.5, b, -\sqrt{\left(a \cdot c\right) \cdot -1}\right)}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq 9.8 \cdot 10^{+53}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\left(-2\right) \cdot \frac{c}{b + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \frac{{t\_1}^{1.5} - {b}^{3}}{a \cdot \left(\mathsf{fma}\left(-4, a \cdot c, 2 \cdot \left(b \cdot b\right)\right) + b \cdot \sqrt{t\_1}\right)}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\sqrt{\frac{c}{a} \cdot -4}, 0.5, \frac{b}{a} \cdot -0.5\right)\\
\end{array}
\end{array}
if b < -3.9999999999999999e99Initial program 57.6%
Taylor expanded in a around 0
Applied rewrites57.6%
Taylor expanded in b around -inf
associate-*r*N/A
mul-1-negN/A
lift-neg.f64N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
associate-*r/N/A
pow2N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*l*N/A
lift-/.f64N/A
lift-*.f64N/A
pow2N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites97.8%
if -3.9999999999999999e99 < b < 1.2500000000000001e-271Initial program 86.9%
Taylor expanded in a around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-*.f6486.9
Applied rewrites86.9%
if 1.2500000000000001e-271 < b < 9.80000000000000036e53Initial program 84.6%
Applied rewrites84.6%
Taylor expanded in b around -inf
Applied rewrites84.6%
if 9.80000000000000036e53 < b Initial program 61.0%
Taylor expanded in a around 0
Applied rewrites95.9%
Taylor expanded in a around inf
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f6495.9
Applied rewrites95.9%
Final simplification90.6%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma -4.0 (* a c) (* b b))))
(if (<= b 1.25e-271)
(if (>= b 0.0)
(/ (fma 0.5 b (- (sqrt (* (* a c) -1.0)))) (- a))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
(if (<= b 9.8e+53)
(if (>= b 0.0)
(* (- 2.0) (/ c (+ b (sqrt (- (* b b) (* 4.0 (* a c)))))))
(*
0.5
(/
(- (pow t_0 1.5) (pow b 3.0))
(* a (+ (fma -4.0 (* a c) (* 2.0 (* b b))) (* b (sqrt t_0)))))))
(if (>= b 0.0)
(/ (* 2.0 (- c)) (+ b b))
(fma (sqrt (* (/ c a) -4.0)) 0.5 (* (/ b a) -0.5)))))))
double code(double a, double b, double c) {
double t_0 = fma(-4.0, (a * c), (b * b));
double tmp_1;
if (b <= 1.25e-271) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = fma(0.5, b, -sqrt(((a * c) * -1.0))) / -a;
} else {
tmp_2 = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b <= 9.8e+53) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = -2.0 * (c / (b + sqrt(((b * b) - (4.0 * (a * c))))));
} else {
tmp_3 = 0.5 * ((pow(t_0, 1.5) - pow(b, 3.0)) / (a * (fma(-4.0, (a * c), (2.0 * (b * b))) + (b * sqrt(t_0)))));
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (2.0 * -c) / (b + b);
} else {
tmp_1 = fma(sqrt(((c / a) * -4.0)), 0.5, ((b / a) * -0.5));
}
return tmp_1;
}
function code(a, b, c) t_0 = fma(-4.0, Float64(a * c), Float64(b * b)) tmp_1 = 0.0 if (b <= 1.25e-271) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(fma(0.5, b, Float64(-sqrt(Float64(Float64(a * c) * -1.0)))) / Float64(-a)); else tmp_2 = Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b <= 9.8e+53) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(-2.0) * Float64(c / Float64(b + sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))))); else tmp_3 = Float64(0.5 * Float64(Float64((t_0 ^ 1.5) - (b ^ 3.0)) / Float64(a * Float64(fma(-4.0, Float64(a * c), Float64(2.0 * Float64(b * b))) + Float64(b * sqrt(t_0)))))); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(2.0 * Float64(-c)) / Float64(b + b)); else tmp_1 = fma(sqrt(Float64(Float64(c / a) * -4.0)), 0.5, Float64(Float64(b / a) * -0.5)); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(-4.0 * N[(a * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 1.25e-271], If[GreaterEqual[b, 0.0], N[(N[(0.5 * b + (-N[Sqrt[N[(N[(a * c), $MachinePrecision] * -1.0), $MachinePrecision]], $MachinePrecision])), $MachinePrecision] / (-a)), $MachinePrecision], 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]], If[LessEqual[b, 9.8e+53], If[GreaterEqual[b, 0.0], N[((-2.0) * N[(c / N[(b + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(0.5 * N[(N[(N[Power[t$95$0, 1.5], $MachinePrecision] - N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] / N[(a * N[(N[(-4.0 * N[(a * c), $MachinePrecision] + N[(2.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(b * N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(2.0 * (-c)), $MachinePrecision] / N[(b + b), $MachinePrecision]), $MachinePrecision], N[(N[Sqrt[N[(N[(c / a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] * 0.5 + N[(N[(b / a), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-4, a \cdot c, b \cdot b\right)\\
\mathbf{if}\;b \leq 1.25 \cdot 10^{-271}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\mathsf{fma}\left(0.5, b, -\sqrt{\left(a \cdot c\right) \cdot -1}\right)}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \leq 9.8 \cdot 10^{+53}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\left(-2\right) \cdot \frac{c}{b + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \frac{{t\_0}^{1.5} - {b}^{3}}{a \cdot \left(\mathsf{fma}\left(-4, a \cdot c, 2 \cdot \left(b \cdot b\right)\right) + b \cdot \sqrt{t\_0}\right)}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(-c\right)}{b + b}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\sqrt{\frac{c}{a} \cdot -4}, 0.5, \frac{b}{a} \cdot -0.5\right)\\
\end{array}
\end{array}
if b < 1.2500000000000001e-271Initial program 77.1%
Taylor expanded in a around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-*.f6477.1
Applied rewrites77.1%
if 1.2500000000000001e-271 < b < 9.80000000000000036e53Initial program 84.6%
Applied rewrites84.6%
Taylor expanded in b around -inf
Applied rewrites84.6%
if 9.80000000000000036e53 < b Initial program 61.0%
Taylor expanded in a around 0
Applied rewrites95.9%
Taylor expanded in a around inf
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-/.f6495.9
Applied rewrites95.9%
Final simplification83.9%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma -4.0 (* a c) (* b b))))
(if (<= b 1.25e-271)
(if (>= b 0.0)
(/ (fma 0.5 b (- (sqrt (* (* a c) -1.0)))) (- a))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
(if (>= b 0.0)
(* (- 2.0) (/ c (+ b (sqrt (- (* b b) (* 4.0 (* a c)))))))
(*
0.5
(/
(- (pow t_0 1.5) (pow b 3.0))
(* a (+ (fma -4.0 (* a c) (* 2.0 (* b b))) (* b (sqrt t_0))))))))))
double code(double a, double b, double c) {
double t_0 = fma(-4.0, (a * c), (b * b));
double tmp_1;
if (b <= 1.25e-271) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = fma(0.5, b, -sqrt(((a * c) * -1.0))) / -a;
} else {
tmp_2 = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = -2.0 * (c / (b + sqrt(((b * b) - (4.0 * (a * c))))));
} else {
tmp_1 = 0.5 * ((pow(t_0, 1.5) - pow(b, 3.0)) / (a * (fma(-4.0, (a * c), (2.0 * (b * b))) + (b * sqrt(t_0)))));
}
return tmp_1;
}
function code(a, b, c) t_0 = fma(-4.0, Float64(a * c), Float64(b * b)) tmp_1 = 0.0 if (b <= 1.25e-271) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(fma(0.5, b, Float64(-sqrt(Float64(Float64(a * c) * -1.0)))) / Float64(-a)); else tmp_2 = Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(-2.0) * Float64(c / Float64(b + sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))))); else tmp_1 = Float64(0.5 * Float64(Float64((t_0 ^ 1.5) - (b ^ 3.0)) / Float64(a * Float64(fma(-4.0, Float64(a * c), Float64(2.0 * Float64(b * b))) + Float64(b * sqrt(t_0)))))); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(-4.0 * N[(a * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 1.25e-271], If[GreaterEqual[b, 0.0], N[(N[(0.5 * b + (-N[Sqrt[N[(N[(a * c), $MachinePrecision] * -1.0), $MachinePrecision]], $MachinePrecision])), $MachinePrecision] / (-a)), $MachinePrecision], 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]], If[GreaterEqual[b, 0.0], N[((-2.0) * N[(c / N[(b + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(0.5 * N[(N[(N[Power[t$95$0, 1.5], $MachinePrecision] - N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] / N[(a * N[(N[(-4.0 * N[(a * c), $MachinePrecision] + N[(2.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(b * N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-4, a \cdot c, b \cdot b\right)\\
\mathbf{if}\;b \leq 1.25 \cdot 10^{-271}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\mathsf{fma}\left(0.5, b, -\sqrt{\left(a \cdot c\right) \cdot -1}\right)}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\left(-2\right) \cdot \frac{c}{b + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \frac{{t\_0}^{1.5} - {b}^{3}}{a \cdot \left(\mathsf{fma}\left(-4, a \cdot c, 2 \cdot \left(b \cdot b\right)\right) + b \cdot \sqrt{t\_0}\right)}\\
\end{array}
\end{array}
if b < 1.2500000000000001e-271Initial program 77.1%
Taylor expanded in a around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-*.f6477.1
Applied rewrites77.1%
if 1.2500000000000001e-271 < b Initial program 71.8%
Applied rewrites71.8%
Taylor expanded in b around -inf
Applied rewrites71.7%
Final simplification74.5%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma -4.0 (* a c) (* b b))))
(if (<= b -1.66e-292)
(if (>= b 0.0)
(- (sqrt (/ (- c) a)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
(if (>= b 0.0)
(* (- 2.0) (/ c (+ b (sqrt (- (* b b) (* 4.0 (* a c)))))))
(*
0.5
(/
(- (pow t_0 1.5) (pow b 3.0))
(* a (+ (fma -4.0 (* a c) (* 2.0 (* b b))) (* b (sqrt t_0))))))))))
double code(double a, double b, double c) {
double t_0 = fma(-4.0, (a * c), (b * b));
double tmp_1;
if (b <= -1.66e-292) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = -sqrt((-c / a));
} else {
tmp_2 = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = -2.0 * (c / (b + sqrt(((b * b) - (4.0 * (a * c))))));
} else {
tmp_1 = 0.5 * ((pow(t_0, 1.5) - pow(b, 3.0)) / (a * (fma(-4.0, (a * c), (2.0 * (b * b))) + (b * sqrt(t_0)))));
}
return tmp_1;
}
function code(a, b, c) t_0 = fma(-4.0, Float64(a * c), Float64(b * b)) tmp_1 = 0.0 if (b <= -1.66e-292) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(-sqrt(Float64(Float64(-c) / a))); else tmp_2 = Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(-2.0) * Float64(c / Float64(b + sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))))); else tmp_1 = Float64(0.5 * Float64(Float64((t_0 ^ 1.5) - (b ^ 3.0)) / Float64(a * Float64(fma(-4.0, Float64(a * c), Float64(2.0 * Float64(b * b))) + Float64(b * sqrt(t_0)))))); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(-4.0 * N[(a * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -1.66e-292], If[GreaterEqual[b, 0.0], (-N[Sqrt[N[((-c) / a), $MachinePrecision]], $MachinePrecision]), 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]], If[GreaterEqual[b, 0.0], N[((-2.0) * N[(c / N[(b + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(0.5 * N[(N[(N[Power[t$95$0, 1.5], $MachinePrecision] - N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] / N[(a * N[(N[(-4.0 * N[(a * c), $MachinePrecision] + N[(2.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(b * N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-4, a \cdot c, b \cdot b\right)\\
\mathbf{if}\;b \leq -1.66 \cdot 10^{-292}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\sqrt{\frac{-c}{a}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\left(-2\right) \cdot \frac{c}{b + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \frac{{t\_0}^{1.5} - {b}^{3}}{a \cdot \left(\mathsf{fma}\left(-4, a \cdot c, 2 \cdot \left(b \cdot b\right)\right) + b \cdot \sqrt{t\_0}\right)}\\
\end{array}
\end{array}
if b < -1.66e-292Initial program 76.8%
Taylor expanded in a around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-*.f6476.8
Applied rewrites76.8%
Taylor expanded in a around -inf
sqrt-prodN/A
lower-sqrt.f64N/A
*-commutativeN/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6476.8
Applied rewrites76.8%
if -1.66e-292 < b Initial program 72.3%
Applied rewrites72.3%
Taylor expanded in b around -inf
Applied rewrites72.3%
Final simplification74.4%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma -4.0 (* a c) (* b b))))
(if (>= b 0.0)
(* (- 2.0) (/ c (+ b (sqrt (- (* b b) (* 4.0 (* a c)))))))
(*
0.5
(/
(- (pow t_0 1.5) (pow b 3.0))
(* a (+ (fma -4.0 (* a c) (* 2.0 (* b b))) (* b (sqrt t_0)))))))))
double code(double a, double b, double c) {
double t_0 = fma(-4.0, (a * c), (b * b));
double tmp;
if (b >= 0.0) {
tmp = -2.0 * (c / (b + sqrt(((b * b) - (4.0 * (a * c))))));
} else {
tmp = 0.5 * ((pow(t_0, 1.5) - pow(b, 3.0)) / (a * (fma(-4.0, (a * c), (2.0 * (b * b))) + (b * sqrt(t_0)))));
}
return tmp;
}
function code(a, b, c) t_0 = fma(-4.0, Float64(a * c), Float64(b * b)) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(-2.0) * Float64(c / Float64(b + sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))))); else tmp = Float64(0.5 * Float64(Float64((t_0 ^ 1.5) - (b ^ 3.0)) / Float64(a * Float64(fma(-4.0, Float64(a * c), Float64(2.0 * Float64(b * b))) + Float64(b * sqrt(t_0)))))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(-4.0 * N[(a * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[((-2.0) * N[(c / N[(b + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(0.5 * N[(N[(N[Power[t$95$0, 1.5], $MachinePrecision] - N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] / N[(a * N[(N[(-4.0 * N[(a * c), $MachinePrecision] + N[(2.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(b * N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-4, a \cdot c, b \cdot b\right)\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\left(-2\right) \cdot \frac{c}{b + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \frac{{t\_0}^{1.5} - {b}^{3}}{a \cdot \left(\mathsf{fma}\left(-4, a \cdot c, 2 \cdot \left(b \cdot b\right)\right) + b \cdot \sqrt{t\_0}\right)}\\
\end{array}
\end{array}
Initial program 74.5%
Applied rewrites61.6%
Taylor expanded in b around -inf
Applied rewrites57.0%
Final simplification57.0%
herbie shell --seed 2025057
(FPCore (a b c)
:name "jeff quadratic root 2"
:precision binary64
(if (>= b 0.0) (/ (* 2.0 c) (- (- b) (sqrt (- (* b b) (* (* 4.0 a) c))))) (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a))))